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https://openalex.org/W3165621877
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https://bmcmusculoskeletdisord.biomedcentral.com/track/pdf/10.1186/s12891-021-04377-4
|
English
| null |
Duloxetine reduces pain after Total hip arthroplasty: a prospective, randomized controlled study
|
BMC musculoskeletal disorders
| 2,021
|
cc-by
| 6,247
|
Duloxetine reduces pain after Total hip
arthroplasty: a prospective, randomized
controlled study Li1†, Wei-Nan Zeng1,2†, Zi-Chuan Ding1, Ming-Cheng Yuan1, Yong-Rui Cai1 and Zong-Ke Zhou1* Abstract Background: Previous studies have demonstrated the efficacy of duloxetine in reducing postoperative pain and
opioid consumption. However, the effect of duloxetine on total hip arthroplasty (THA) remains unclear. The
objective of this study was to assess the efficacy of oral duloxetine in THA. Methods: We enrolled 96 patients in this randomized controlled trial. These patients were randomized (1,1) to
either the duloxetine group or the placebo group and received daily doses of 60 mg duloxetine or placebo,
respectively, from 2 d pre-operation to 14 d after surgery. The primary outcome was pain severity upon movement
measured by a visual analogue scale (VAS). The secondary outcomes included VAS scores for resting pain,
morphine consumption, Harris Hip Score, patient satisfaction at discharge, length of postoperative hospital stay, and
adverse events. Results: Patients in the duloxetine group had significantly lower pain severity scores upon movement within 3
postoperative weeks (p < 0.05) while none of the differences met the minimum clinically important difference
(MCID). Moreover, patients in the duloxetine group performed better in terms of resting pain (in 3 weeks after
surgery), morphine requirements, and satisfaction level at discharge (all p < 0.05). There was no difference between
groups in the prevalence of adverse events. Conclusions: Although it did not result in a clinically meaning reduction in pain after total hip arthroplasty,
perioperative administration of 60 mg of duloxetine daily significantly alleviated pain in the postoperative 3 weeks
and morphine requirements during the postoperative 48 h. Therefore, duloxetine still shows promise in optimizing
the multimodal pain-management protocols in total hip arthroplasty. Trial registration: Chinese Clinical Trial Registry, ChiCTR2000033606, 06/06/2020. Trial registration: Chinese Clinical Trial Registry, ChiCTR2000033606, 06/06/2020. Keywords: Duloxetine, Total hip arthroplasty, Postoperative pain * Correspondence: zhouzongke@scu.edu.cn * Correspondence: zhouzongke@scu.edu.cn
†Hao Li and Wei-Nan Zeng contributed equally to this work. 1Department of Orthopaedics, West China Hospital, Sichuan University, 37#
WuhouGuoxue Road, Chengdu, China
Full list of author information is available at the end of the article * Correspondence: zhouzongke@scu.edu.cn
†Hao Li and Wei-Nan Zeng contributed equally to this work.
1Department of Orthopaedics, West China Hospital, Sichuan University, 37#
WuhouGuoxue Road, Chengdu, China
Full list of author information is available at the end of the article Li et al. BMC Musculoskeletal Disorders (2021) 22:492
https://doi.org/10.1186/s12891-021-04377-4 Li et al. BMC Musculoskeletal Disorders (2021) 22:492
https://doi.org/10.1186/s12891-021-04377-4 Open Access Methods A prospective study, in the form of a single-center (West
China Hospital of Sichuan University), randomized,
double-blinded, parallel-arm, placebo-controlled clinical
trial, was conducted. In this study, we enrolled 153 pa-
tients who were scheduled for THA from June 2020 to
September 2020. The study was approved by the Ethics
Committee
on
Biomedical
Research,
West
China
Hospital of Sichuan University (approval no. 2020–843)
and registered at the Chinese Clinical Trial Registry
(ChiCTR2000033606,
06/06/2020). Informed
consent
and research authorizations were obtained from all par-
ticipants. The research report met unified clinical trial
reporting standards and conformed with the Declaration
of Helsinki [16]. Approximately 7 to 23% of THA patients suffer
postoperative pain, which is one of the most signifi-
cant unfavorable outcomes related to this procedure
[3, 4]. Postoperative pain seriously affects periopera-
tive mood, interferes with joint function recovery,
prolongs hospitalization, increases medical expenses,
and further reduces the quality of life and work [5]. Inadequate perioperative pain management is associ-
ated with a distinct possibility of suffering postopera-
tive pain and numerous other serious complications
such as joint stiffness, deep vein thrombosis, and pul-
monary embolism [5–8]. Eligible patients who were over 18 years of age; classi-
fied under American Society of Anesthesiologists (ASA)
status I, II, or III; and scheduled to undergo primary
THA for end-stage hip joint diseases, were screened
using the Hamilton Depression Scale (HAMD) and the
Hamilton
Anxiety
Scale
(HAMA). Subjects
whose
HAMD and HAMA scores were both < 7 were included. The exclusion criteria were as follows: a known allergy
to any of the studied drugs, previous exposure to SNRIs
or selective serotonin reuptake inhibitors; known psychi-
atric disorders; alcohol or opioid abuse; acute infections
of the hip joint; recent treatment for malignant diseases;
major previous ipsilateral hip arthroplasty or open sur-
gery; peripheral or central nerve impairment; cognitive
dysfunction; history of peptic ulcers or bleeding ten-
dency; impaired liver and/or renal function; and poor
physical condition indicating the lack of ability to toler-
ate surgery. Severe postoperative pain exacerbates opioid usage
and subsequent opioid-related deaths [6]. In 2017, death
rates related to overdosing on opioids, including metha-
done and heroin, rose sharply to 19.3 per 100,000 in the
United States [9]. Opioid prescriptions dispensed by
orthopedic doctors accounted for a considerable per-
centage (7.7%) of prescriptions [10]. Background Total hip arthroplasty (THA) is a common surgical pro-
cedure used to successfully, economically, and safely
treat end-stage joint diseases that may cause deformities,
lower the quality of life, and lead to bodily dysfunction
[1]. Despite excellent outcomes, the overall incidence of
dissatisfaction associated with THA is relatively high, at
approximately 20% [2]. © The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Li et al. BMC Musculoskeletal Disorders Li et al. BMC Musculoskeletal Disorders (2021) 22:492 Page 2 of 8 Li et al. BMC Musculoskeletal Disorders (2021) 22:492 whether duloxetine optimizes perioperative analgesia
protocols in THA. Results A total of 153 patients with end-stage joint diseases were
scheduled to undergo a primary unilateral THA proced-
ure during the recruitment period (June 2020 to Septem-
ber 2020) at our department. Among these 153 patients,
49 did not satisfy the inclusion criteria and 8 declined to
participate in the study. Thus, 96 eligible patients were
included in the study. These patients were randomly
assigned to either the duloxetine group or the placebo
group. Specific information regarding patient flow is
plotted (Fig. 1). There were no significant differences in
the preoperative demographics and characteristics of the
study participants between these groups (Table 1; p >
0.05). The pain severity scores upon movement within the 3
postoperative weeks in patients in the duloxetine group
were significantly lower compared to those in the pla-
cebo group (Table 2; p < 0.05). However, none of the
between-group differences exceeds the MCID, and there
was no significant difference between the pain severity
scores upon movement in patients of the duloxetine and
placebo groups after 3 months of surgery. Similar results were obtained for resting pain, wherein
the post-operative movement-evoked pain level in pa-
tients of the duloxetine group was significantly lower
than those in the placebo group until postoperative week
3 (Table 3; p < 0.05). There were no significant differ-
ences between the VAS scores for resting pain of the 2
groups after 3 months of surgery. Postoperative mor-
phine consumption and HSS until 24 h, 72 h, and 1w
after surgery are shown in Table 4. Patients in the dulox-
etine group required significantly less morphine com-
pared to those in the placebo group (p < 0.05). There
was no significant difference in HSS between the duloxe-
tine group and the placebo group at either 21 d or 3
months after surgery. In terms of the satisfaction level at
discharge, 45 patients in the duloxetine group expressed
satisfaction (defined as extremely, very, or somewhat sat-
isfied) with the treatment, compared to 36 patients in The pain severity score upon movement (3 h, 6 h, 12 h,
24 h, 48 h, 72 h, 1w, 3w, and 3 m following surgery) was
considered as the primary outcome, because movement-
evoked pain during the postoperative period is more se-
vere, more frequent, and exerts a greater influence on
postoperative functional rehabilitation compared with
pain at rest [22]. Methods Various multimodal
analgesia regimens have been proposed to alleviate post-
operative pain and reduce side effects during the use of
postoperative opiates. Further optimization of periopera-
tive pain management has always been a major topic of
related research efforts [6, 7]. Duloxetine (Cymbalta) is a selective serotonin and
norepinephrine reuptake inhibitor (SNRI), approved by
the Food and Drug Administration (FDA) for the treat-
ment of depression, generalized anxiety disorder, and
chronic musculoskeletal pain (osteoarthritis, fibromuscu-
lar pain, and chronic back pain, among others) [11, 12]. Duloxetine, which promotes the downregulation of in-
hibitory pain pathways in the central nervous system,
effectively ameliorates pain associated with hyperexcit-
ability corresponding to peripheral sensitization, as well
as central sensitization (CS), caused by chronic joint
pain [12, 13]. Sample size estimation was determined based on pre-
vious studies [12, 17]. A sample size of 48 patients in
each group was required to test this 2-tailed hypothesis
at a power of 0.80, an alpha level of 0.05, and a dropout
rate of 20% for detecting a 2-point difference in the pain
severity score between groups following surgery. The
pain severity score was evaluated using a visual analog
scale (VAS) consisting of a horizontal line divided into
10 equal parts. The ends of the horizontal line were
marked “0” and “10” and were used to represent no pain
to severe pain, respectively; the middle area represented
different degrees of pain. The 2-point difference was de-
termined to be the minimum clinically important differ-
ence (MCID) because the average acceptable VAS pain
score difference following surgery was approximately 2
points according previous studies [12, 18, 19]. However, as far as we know, all previous studies inves-
tigating the effects of duloxetine on pain following
arthroplasty are focused on total knee arthroplasty
(TKA) [12, 14, 15]. To the best of our knowledge, none
of the studies have investigated whether duloxetine alle-
viates postoperative pain following THA. Based on the
hypothesis that duloxetine significantly relieves postop-
erative pain following THA and leads to further positive
postoperative outcomes, we conducted a randomized,
double-blinded, placebo-controlled study to determine Participants were randomized (1,1) to either the dulox-
etine group or the placebo group. Randomization was Li et al. BMC Musculoskeletal Disorders (2021) 22:492 Li et al. BMC Musculoskeletal Disorders (2021) 22:492 Page 3 of 8 Li et al. Methods BMC Musculoskeletal Disorders Page 3 of 8 Page 3 of 8 satisfaction at discharge, length of postoperative hospital
stay and adverse events. Participants were requested to
complete a 7-point satisfaction questionnaire before dis-
charge [23]. Satisfaction levels ranged from being ex-
tremely
satisfied
to
extremely
dissatisfied. Adverse
events were recorded until the last day on which duloxe-
tine or the placebo was administered. concealed from researchers as well as from the patients,
by
way
of
sealed
envelopes
delivered
following
hospitalization. A sealed, opaque envelope, containing
the randomized grouping plan was prepared in advance. After an eligible patient was assigned a sickbed and ex-
cluded from surgical contraindications, an independent
researcher opened the randomized envelope in the order
in which the patients were enrolled to determine the
grouping of that patient. Neither the participants nor the
primary investigator was aware of the grouping status
until the data analysis stage at the end of the study. The
hospital pharmacy prepared two types of indistinguish-
able capsules containing either 60 mg of duloxetine or a
placebo (starch) for daily oral administration starting
from 2 d pre-surgeryto 14 d post-surgery. Surgery was
performed by the same senior doctor, an experienced
surgeon who had performed over 300 THA annually. All
participants accepted a multimodal and standardized an-
algesic strategy. From preoperative day 2 to the day be-
fore surgery, every patient was given celecoxib 200 mg
twice a day (one dose after breakfast and one dose after
dinner) for preemptive analgesia. During the operation,
all patients received general anesthesia, which was com-
posed of an induction of sufentanil 0.5 μg/kg, midazolam
0.04 mg/kg, propofol 1–2 mg/kg and cistracurium 2 μg/
kg intravenously, and a following continuous intraven-
ous infusion of 0.1–0.3 μg/(kg•min) of remifentanil, 2–5
mg/(kg•h) of propofol and inhalation of sevoflurane to
maintain anesthesia. Besides, all patients were treated
with an 80 mL periarticular injection of 0.25% ropiva-
caine for local infiltration analgesia. Since postoperative
day 1, every patient restarted oral administration of cele-
coxib (200 mg twice a day) until 2 weeks after the sur-
gery. When acute pain was unbearable or VAS was > 6,
morphine (5 mg intravenously) was used as a rescue an-
algesic [20, 21]. In the perioperative period, there was no
other oral analgesics except celecoxib, and intravenous
morphine was the only rescue analgesic before dis-
charge. Methods Patients’ discharge criteria for postoperative pain
included: pain must be tolerable without affecting daily
life and rehabilitation, and the severity of acute pain no
longer required intravenous morphine to relieve. All par-
ticipants were followed up for 3 months. All data management and statistical analyses were con-
ducted using IBM, SPSS version 22.0 software. Whereas
the independent t-test was used to analyze differences
between continuous variables, such as body mass index
(BMI) and age, the chi-square test or Fisher’s exact test
was used to analyze categorical variables. The signifi-
cance level was set at p < 0.05. Results Secondary outcomes included pain se-
verity scores at rest (3 h, 6 h, 12 h, 24 h, 48 h, 72 h, 1w,
3w, and 3 m following surgery), morphine consumption
(24 h, 72 h, and 1w following surgery), Harris Hip Score
(HHS;
3w
and
3 m
following
surgery),
patient Li et al. BMC Musculoskeletal Disorders Li et al. BMC Musculoskeletal Disorders (2021) 22 Page 4 of 8 (2021) 22:492 al. BMC Musculoskeletal Disorders (2021) 22:492 Fig. 1 Schematic of the study design Fig. 1 Schematic of the study design randomized, controlled study to validate the effect of
duloxetine on THA. the placebo group (94% versus 75%, p = 0.011). No sig-
nificant difference was observed between the lengths of
postoperative hospital stay between the two groups. There was no significant difference in the adverse event
between groups (Table 5; p > 0.05). Pain, which follows arthroplasty, is a serious complica-
tion that always confounds orthopedists. Most recent lit-
erature indicates that long-lasting, intense, harmful pain
stimuli induced by chronic joint diseases may trigger
peripheral nociceptors and upregulate the excitability as
well as synaptic efficacy of neurons in the central noci-
ceptive pathways, leading to central sensitization. Cen-
tral sensitization manifests as pain hypersensitivity and
further
triggers
severe
postoperative
pain
following
arthroplasty [12, 13, 24–26]. Because serotonin signaling
is involved in pain processing [27], the efficacy of SNRIs,
including duloxetine, in resolving postoperative pain has
been investigated [15]. Discussion In this trial, perioperative daily oral administration of 60
mg duloxetine from 2 d pre-operation to 14 d after surgery resulted in the low-
ering of postoperative movement-evoked pain and rest-
ing pain as well as in morphine requirements, while the
pain differences between two groups are below the
MCID. Moreover, patients expressed an increased satis-
faction level at discharge from the hospital. Duloxetine
did not appear to increase the incidence of adverse
events. In this study, we found that perioperative administra-
tion of duloxetine effectively relieved movement-evoked
pain and resting pain 3 weeks post-surgery. These results
are partially substantiated by a previously conducted
randomized controlled trial, in which 80 patients sched-
uled
for TKA, who
were treated
with
duloxetine,
achieved a better analgesic effect during the postopera-
tive period from 2 to 12 weeks [12]. Except for the in-
trinsic difference between THA and TKA, the reason for
the difference between the postoperative periods re-
quired to relieve pain may be partly attributed to the dif-
ferences in the duration of the oral administration of The use of oral duloxetine in arthroplasty has been
studied previously. Some of these studies have demon-
strated its efficacy in reducing postoperative pain and
opioid consumption [12, 14, 15]. As far as we know, all
studies that have been conducted to determine the effi-
cacy of duloxetine in alleviating residual pain following
total joint replacement have focused on TKA and not on
THA. Thus, the effect of orally administered duloxetine
on THA remains unclear. Therefore, in an attempt to
resolve
the
aforementioned
issue,
we
conducted
a Li et al. BMC Musculoskeletal Disorders (2021) 22:492 Li et al. Discussion BMC Musculoskeletal Disorders Page 5 of 8 Table 1 Preoperative demographics and characteristics Demographic data
Agea (yr)
52.7 ± 12.0
50.2 + 13.2
0.333
Male sexb (no.[%] of patients)
22 (46%)
24 (50%)
0.683
BMIa (kg/m2)
24.0 ± 2.9
23.9 ± 3.4
0.890
ASA statusb (no.[%] of patients)
I
8 (17%)
4 (8%)
II
28 (58%)
32 (67%)
III
12 (25%)
12 (25%)
Surgical site (right/left)
27/21
24/24
Diagnosisb (no.of patients)
Osteonecrosis of femoral head
16 (33%)
17 (35%)
Primary osteoarthritis
15 (31%)
13 (27%)
Developmental dysplasia of the hip
9 (19%)
10 (21%)
Others
8 (17%)
8 (17%)
Preoperative parametersa
hip function
Flexion (°)
91.7 ± 11.8
90.2 ± 15.8
0.610
Abduction (°)
21.5 ± 7.3
21.6 ± 8.4
0.948
Harris Hip Score (points)
42.1 ± 9.2
41.2 ± 10.6
0.652
BPI-pain severity score
Average
5.4 ± 1.3
5.3 ± 1.1
0.666
Worst
7.6 ± 1.4
7.2 ± 1.7
0.128
Least
2.7 ± 1.2
2.7 ± 1.1
0.861
Current
5.4 ± 1.6
5.1 ± 1.2
0.243
BPI-interference score
General activity
6.5 ± 2.0
6.5 ± 2.3
0.925
Walking
7.3 ± 1.9
7.4 ± 2.5
0.853
Work
6.5 ± 2.1
7.3 ± 2.3
0.082
Sleep
5.0 ± 2.1
4.5 ± 2.3
0.264
Relations with others
5.0 ± 2.3
4.7 ± 1.6
0.408
Enjoyment of life
4.8 ± 1.5
4.5 ± 1.6
0.430
Mood
5.2 ± 2.0
5.5 ± 2.4
0.512
HAMD
3.3 ± 1.3
3.0 ± 1.4
0.246
HAMA
3.4 ± 1.4
3.2 ± 1.4
0.425
BPI Brief Pain Inventory
aData are given as the mean ± standard deviation
bData are given as the number (percentage) of patients daily was effective in treating painful neuropathy or
chronic pain, whereas daily doses lower than 60 mg were
ineffective [14, 15, 28]. Clinical pharmacokinetic studies
reveal that duloxetine achieves maximum plasma con-
centration approximately 6 h after dosing and that its
biological half-life is approximately 10–12 h [29]. There-
fore, the protocol used for the perioperative administer-
ing of duloxetine in our study is believed to be duloxetine as well as its dosage. In our study, patients in
the duloxetine group were administered duloxetine
starting 2 d pre-surgery to 14 d post-surgery, as opposed
to a previous study, which followed a protocol of admin-
istering 30 mg of duloxetine orally on the night before
surgery and 30 mg per day for 6 weeks post-surgery. Discussion According to
previous studies, we used an MCID for the VAS score of
2 in our study, while there were also other studies that
determined MCID as other values [12, 18, 19]. To re-
duce the occurrence of side effects or complications, an
analgesia protocol should preferably be multimodal [31]. When using a multimodal analgesia protocol, it is raising
the bar very high to identify the performance of individ-
ual intervention, therefore, the findings which did not
reach the MCID should have a role in a multimodal pain
control protocol [31–33]. In a prospective, randomized
controlled study comparing local infiltration anesthetic
and control, authors found that the local analgesia group
had a significantly lower mean VAS score for pain dur-
ing exercise than did the control group (4.7 vs 6.6) on [
]
The findings of our study indicated that duloxetine
reduced morphine consumption within 1 w post-
THA. Two previous randomized controlled trials that
enrolled 106 and 50 participants, respectively, also
showed similar results [14, 15]. In one of the former
studies, a daily oral dose of 60 mg duloxetine was ad-
ministered to patients approximately 30 min prior to
them being transferred to the operating room. The
treatment was continued until 2 weeks after surgery
and was found to significantly reduce the total opioid
requirements for over a period of 3 months [15]. The
other study revealed that two oral doses of 60 mg
duloxetine, administered 2 h before surgery and on
the first day after surgery, reduced morphine con-
sumption in the first 48 h post-TKA [14]. The incon-
sistencies observed during the postoperative periods
that warranted the reduction of opioid requirements
in these two studies may be owing to the differences
in assessment times as well as the dosage of duloxe-
tine administered, which in turn are associated with
the half-life of duloxetine. Discussion The
Cochrane database review and other published literature
have indicated that 60 mg of duloxetine administered Li et al. BMC Musculoskeletal Disorders (2021) 22:492 Li et al. BMC Musculoskeletal Disorders ( Page 6 of 8 Table 2 Primary outcomes regarding VAS scores upon the
movement
Time after
surgery
Duloxetine*
(n = 48)
Placebo*
(n = 48)
P value†
3 h
6.0 ± 0.9
6.5 ± 1.2
0.029
6 h
5.9 ± 0.8
6.4 ± 1.0
0.016
12 h
5.4 ± 0.9
5.9 ± 1.0
0.010
24 h
5.0 ± 1.0
5.5 ± 1.2
0.033
48 h
4.4 ± 1.0
4.8 ± 1.2
0.041
72 h
3.9 ± 0.9
4.5 ± 1.1
0.004
1w
2.8 ± 1.0
3.5 ± 1.1
< 0.001
3w
1.9 ± 1.0
2.5 ± 1.1
0.007
3 m
1.6 ± 1.0
1.8 ± 1.0
0.469
*The values are given as the mean and standard deviation. †P values are
calculated by independent t-test. P values indicating a significant difference
among groups are in bold Table 2 Primary outcomes regarding VAS scores upon the
movement Table 4 Secondary outcomes regarding morphine
consumption and HHS
Duloxetine* (n = 48)
Placebo* (n = 48)
P value†
Morphine Consumption
PO 24 h
11.0 ± 4.9
14.2 ± 5.9
0.006
PO 72 h
16.8 ± 6.1
20.4 ± 9.8
0.032
PO 1w
18.7 ± 7.3
23.3 ± 13.6
0.039
HHS
PO 3w
75.4 ± 5,5
73.7 ± 6.1
0.156
PO 3 m
87.2 ± 4.7
87.8 ± 4.4
0.517
PO postoperative. *The values are given as the mean and standard deviation. †P values are calculated by independent t-test. P values indicating a significant
difference among groups are in bold Table 4 Secondary outcomes regarding morphine
consumption and HHS PO postoperative. *The values are given as the mean and standard deviation. †P values are calculated by independent t-test. P values indicating a significant
difference among groups are in bold *The values are given as the mean and standard deviation. †P values are
calculated by independent t-test. P values indicating a significant difference
among groups are in bold the first day after surgery (p = 0.008), and the difference
for the VAS score of 1.9 offered improved pain control
[31]. appropriate and adequate. MCID is an important con-
cept to put in perspective statistically significant results
that may not be clinically relevant [30]. *The values are given as the mean and standard deviation. †P values are
calculated by independent t-test. P values indicating a significant difference
among groups are in bold Discussion Table 3 Secondary outcomes regarding VAS scores for resting
pain
Time after
surgery
Duloxetine*
(n = 48)
Placebo*
(n = 48)
P value†
3 h
4.1 ± 1.0
4.5 ± 1.1
0.026
6 h
4.0 ± 1.0
4.4 ± 1.0
0.032
12 h
3.3 ± 1.0
3.8 ± 1.1
0.044
24 h
3.0 ± 1.1
3.5 ± 1.1
0.046
48 h
2.3 ± 1.0
2.8 ± 1.0
0.019
72 h
1.8 ± 0.9
2.2 ± 1.0
0.023
1w
1.0 ± 0.8
1.3 ± 0.8
0.040
3w
0.8 ± 0.7
1.1 ± 0.7
0.043
3 m
0.6 ± 0.5
0.7 ± 0.6
0.851
*The values are given as the mean and standard deviation. †P values are
calculated by independent t-test. P values indicating a significant difference
among groups are in bold Table 3 Secondary outcomes regarding VAS scores for resting
pain The decision to use 60 mg of duloxetine as the daily
dose in our study was based on the reports of previ-
ous studies [14, 15, 28]. Adequate quality-based evi-
dence
indicates
that
a
daily
dose
of
60 mg
of
duloxetine
is
indeed
the
appropriate
dosage
[28]. Lower daily doses of duloxetine are not efficacious in
alleviating pain; moreover, higher daily doses do not
improve its efficacy and may even result in adverse
events [28]. Our results also demonstrated that dulox-
etine did not increase the incidence of adverse events
at a daily dose of 60 mg. Our study had a few limitations. First, the 3-month
follow-up time may obscure the long-term safety of
duloxetine. However,
the
biological
half-life
of Li et al. Conclusions This work was supported by 1.3.5 project for disciplines of excellence, West
China Hospital, Sichuan University (ZYJC18039) and Regional Innovation &
Cooperation program of Science & Technology Department of Sichuan
Province (No. 2021YFQ0028). In conclusion, the perioperative daily administration of
60 mg duloxetine to patients undergoing primary unilat-
eral total hip arthroplasty alleviated movement-evoked
pain 3 weeks post-surgery, although it did not result in a
clinically
meaning
reduction
in
postoperative
pain. Duloxetine also alleviated resting pain within 3 postop-
erative weeks, reduced morphine requirements following
surgery, and improved satisfaction levels at discharge,
without increasing the incidence of adverse events. Con-
sidering the positive results of the current study, it may
be concluded that duloxetine shows potential as a novel Availability of data and materials The datasets used and/or analysed during the current study are available
from the corresponding author on reasonable request. Authors’ contributions
HL
d d
d HL: study design and writing; WNZ: data collections and writing; ZCD: data
collections and data analysis; MCY: data collections and data analysis; YRC:
writing; ZKZ: study design. All authors read and approved the final
manuscript. Acknowledgements Acknowledgements
Not applicable. Discussion BMC Musculoskeletal Disorders (2021) 22:492 Page 7 of 8 Table 5 Secondary outcomes regarding satisfaction level, length of PO hospital stays and adverse events
Duloxetine (n = 48)
Placebo (n = 48)
P value
Satisfaction level† (no.[%] of patients)
Extremely satisfied
19 (40%)
11 (23%)
Very satisfied
21 (44%)
17 (35%)
Somewhat satisfied
5 (10%)
8 (17%)
Neither satisfied nor dissatisfied
2 (4%)
6 (13%)
Somewhat dissatisfied
1 (2%)
4 (8%)
Very dissatisfied
0
2 (4%)
Extremely dissatisfied
0
0
length of PO hospital staysa (h)
63.4 ± 17.6
70.7 ± 23.7
0.089
Adverse Events† (no.[%] of patients)
Nausea and vomiting
8 (17%)
7 (15%)
0.779
Dry mouth
4 (8%)
2 (4%)
0.677
Insomnia
5 (10%)
6 (13%)
0.749
Somnolence
6 (13%)
3 (6%)
0.486
Constipation
7 (15%)
9 (19%)
0.584
Dizziness
3 (6%)
4 (8%)
1.000
Fatigue
5 (10%)
7 (15%)
0.537
aData are given as the mean ± standard deviation. †Data are given as the number (percentage) of patients therapeutic agent and could likely be used to optimize
multimodal pain management protocols in total hip
arthroplasty. duloxetine is approximately 10–12 h, and maximum
plasma concentration is attained approximately 6 h
after dosing [29]. Patients with impaired liver and
renal function were excluded during screening; there-
fore, the 3-month follow-up period was adequate for
observing and treating adverse events. A second limi-
tation was that the trial was performed at a single
center, which may reduce generalizability. Neverthe-
less, generalizability is also influenced by different fac-
tors such as centers and individuals, as well as by
inclusion and exclusion criteria. Lastly, the initial
sample size estimation was based on our primary out-
come, implying that this sample size may not be ap-
propriate for determining a significant difference in
terms of all relevant outcomes. Abbreviation THA: Total hip arthroplasty; SNRI: Selective serotonin and norepinephrine
reuptake inhibitor; FDA: Food and Drug Administration; CS: Central
sensitization; TKA: Total knee arthroplasty; ASA: American Society of
Anesthesiologists; HAMD: Hamilton Depression Scale; HAMA: Hamilton
Anxiety Scale; VAS: Visual analog scale; MCID: Minimum clinically important
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1 20. Ding ZC, Xu B, Liang ZM, Wang HY, Luo ZY, Zhou ZK. Limited influence of
comorbidities on length of stay after total hip arthroplasty: experience of
enhanced recovery after surgery. Orthop Surg. 2020;12(1):153–61. 1Department of Orthopaedics, West China Hospital, Sichuan University, 37#
WuhouGuoxue Road, Chengdu, China. 2Department of Orthopaedics, 1Department of Orthopaedics, West China Hospital, Sichuan University, 37#
WuhouGuoxue Road, Chengdu, China. 2Department of Orthopaedics, Chongqing General Hospital, University of Chinese Academy of Sciences,
Chongqing, China. Chongqing General Hospital, University of Chinese Academy of Sciences,
Chongqing, China. 21. Li D, Wang Q, Zhao X, Luo Y, Kang P. Comparison of intravenous and
topical dexamethasone for total knee arthroplasty: a randomized double-
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and enhanced recovery. J Arthroplast. 2020:1237-43. Received: 18 February 2021 Accepted: 18 May 2021 Competing interests Competing interests
The authors declare that they have no competing interests. Publisher’s Note 12. Koh IJ, Kim MS, Sohn S, Song KY, Choi NY, In Y. Duloxetine reduces pain
and improves quality of recovery following total knee arthroplasty in
centrally sensitized patients: a prospective, randomized controlled study. J
Bone Joint Surg Am. 2019;101(1):64–73. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 13. Blikman T, Rienstra W, van Raaij TM, ten Hagen AJ, Dijkstra B, Zijlstra WP,
et al. Duloxetine in osteoarthritis (doa) study: study protocol of a pragmatic
open-label randomised controlled trial assessing the effect of preoperative
pain treatment on postoperative outcome after total hip or knee
arthroplasty. BMJ Open. 2016;6(3):e010343. 14. Ho KY, Tay W, Yeo MC, Liu H, Yeo SJ, Chia SL, et al. Duloxetine reduces
morphine requirements after knee replacement surgery. Br J Anaesth. 2010;
105(3):371–6. 15. YaDeau JT, Brummett CM, Mayman DJ, Lin Y, Goytizolo EA, Padgett DE,
et al. Duloxetine and subacute pain after knee arthroplasty when added to
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Planning and Performance in Small Groups: Collective Implementation Intentions Enhance Group Goal Striving
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Frontiers in psychology
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cc-by
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ORIGINAL RESEARCH
published: 19 April 2017
doi: 10.3389/fpsyg.2017.00603 Edited by:
Martin S. Hagger,
Curtin University, Australia Reviewed by:
Chunqing Zhang,
Hong Kong Baptist University,
Hong Kong
Carine Meslot,
Université Grenoble Alpes, France *Correspondence:
J. Lukas Thürmer
lukas.thuermer@uni-konstanz.de Specialty section:
This article was submitted to
Personality and Social Psychology,
a section of the journal
Frontiers in Psychology Received: 20 January 2017
Accepted: 03 April 2017
Published: 19 April 2017 Citation:
Thürmer JL, Wieber F and
Gollwitzer PM (2017) Planning
and Performance in Small Groups:
Collective Implementation Intentions
Enhance Group Goal Striving. Front. Psychol. 8:603. doi: 10.3389/fpsyg.2017.00603 Planning and Performance in Small
Groups: Collective Implementation
Intentions Enhance Group Goal
Striving J. Lukas Thürmer1,2,3*, Frank Wieber3,4 and Peter M. Gollwitzer3,5 1 Department of Politics and Public Administration, University of Konstanz, Konstanz, Germany, 2 Department of Psychology
and Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA, USA, 3 Department of Psychology,
University of Konstanz, Konstanz, Germany, 4 Zurich University of Applied Sciences, School of Health Professions, Zurich,
Switzerland, 5 Department of Psychology, New York University, New York, NY, USA There are two key motivators to perform well in a group: making a contribution that (a) is
crucial for the group (indispensability) and that (b) the other group members recognize
(identifiability). We argue that indispensability promotes setting collective (“We”) goals
whereas identifiability induces individual (“I”) goals. Although both goals may enhance
performance, they should align with different strategies. Whereas pursuing collective
goals should involve more cooperation, pursuing individual goals should involve less
cooperation. Two experiments support this reasoning and show that planning out
collective goals with collective implementation intentions (cIIs or “We-plans”) relies on
cooperation but planning out individual goals with individual implementation intentions
(IIs or “I-plans”) does not. In Experiment 1, three-member groups first formed a collective
or an individual goal and then performed a first round of a physical persistence task. Groups then either formed a respective implementation intention (cII or II) or a control
plan and then performed a second round of the task. Although groups with cIIs and IIs
performed better on a physical persistence task than respective control groups, only cII
groups interacted more cooperatively during task performance. To confirm the causal
role of these interaction processes, Experiment 2 used the same persistence task and
manipulated whether groups could communicate: When communication was hindered,
groups with cIIs but not groups with IIs performed worse. Communication thus qualifies
as a process making cIIs effective. The present research offers a psychology of action
account to small group performance. Keywords: cooperation and interaction, collective implementation intentions, small group performance,
motivation, physical persistence Citation:
Thürmer JL, Wieber F and
Gollwitzer PM (2017) Planning
and Performance in Small Groups:
Collective Implementation Intentions
Enhance Group Goal Striving.
Front. Psychol. 8:603.
doi: 10.3389/fpsyg.2017.00603 Indispensability versus Identifiability:
Setting Collective versus Individual
Goals What may be the actions and responses that group
members choose to attain collective and individual goals
during goal striving? Research on conflict resolution shows that
positively interdependent goals lead to cooperative interaction,
such as helping and talking to each other (Deutsch, 1949). In the context of conjunctive physical persistence, such
cooperative interaction should surface in increased and more
group focused verbal interaction, including encouragement,
discussing the common goal, and how the group is doing
(Deutsch, 2011). Given that collective goals highlight positive
interdependence, group members should strive for them
cooperatively exhibiting just this type of cooperative verbal
interaction. Assuming that individual goals do not highlight
positive interdependence, group members should strive for
them less cooperatively. Testing this prediction thus not only
requires setting collective goals (as commonly triggered by
indispensability) versus individual goals (as commonly triggered
by identifiability) but also supporting the respective goal striving
route. Small group research has identified two primary motivators
for group members to perform well: (a) one’s contribution is
crucial for the group (indispensability) and (b) the other group
members can recognize one’s contribution (identifiability) (Karau
and Williams, 1993; Kerr and Hertel, 2011). Indispensability is
motivating because one expects to make a crucial contribution
to a valued group outcome or result (Kerr and Hertel, 2011). Such positive outcomes include attaining a group performance
goal, receiving a group reward, or winning against another
team. Because these outcomes all apply to the entire group, the
goal matching this mechanism is best described as collective
(e.g., “We want to break the record”). If the group attains
the collective goal, all group members benefit and one group
member’s contributions benefit all other group members as
well. Therefore, collective goals triggered by indispensability
have a positive interdependence within the group (Deutsch,
1949). Identifiability is motivating because a group member expects
a positive outcome due to her own, individual contribution
(Karau and Williams, 1993). Such positive outcomes include
earning praise, receiving an individual reward for exceptional
performance, or outperforming the other group members. 1Small group research has traditionally investigated indispensability and
identifiability by manipulating task demands. In the present research, we focus on
the individual’s own perspective that can emphasize one or the other process. INTRODUCTION Imagine lifting a heavy ball together with team mates in a small group. You realize that the other
group members could not lift the ball without your help. You feel energized and try really hard
because you know that your group needs you and that your contribution really makes a difference. Now imagine the same situation from a different perspective: You are in your group and you realize April 2017 | Volume 8 | Article 603 Frontiers in Psychology | www.frontiersin.org Collective Implementation Intentions Thürmer et al. Kerr et al., 2007). Thus, although individual goals are not
necessarily competitive (cf. Van Lange, 1999; Murphy and
Ackermann, 2014), they do not focus on the group outcome. In
sum, then, collective as well as individual goals may motivate
group members to perform well. In the present paper, we go one
step further and analyze how group members act to attain these
collective and individual goals. that the other group members can see your contribution. If you
are the first to give up holding the ball, everybody will know
that it was you who failed; if you push through until somebody
else gives up, everybody will notice that too. Again, you feel
energized and try really hard because you want to do better than
the other group members. These two perspectives1 reflect the two
most commonly studied motivators in small groups (Karau and
Williams, 1993; Kerr and Hertel, 2011): indispensability (your
group needs you) and identifiability (the other group members
can recognize your contribution). Goal Setting and Goal Striving: Setting
Goals and Making Plans Indispensability leads group members to focus on outcomes
for the entire group (i.e., we-goals), and accordingly group
members use cooperative behaviors to attain these goals. In contrast, identifiability leads group members to focus on
outcomes for oneself (i.e., I-goals), and accordingly group
members may attain these goals without cooperation. Individuals
attain and strive for their goals more successfully when they form
additional if-then plans (implementation intentions, IIs). We
argue that groups can use such if-then plans in two ways: support
indispensability-related we-goals with new we-plans (collective
implementation intentions, cIIs) or identifiability-related I-goals
with traditional I-plans. Both types of plans should enhance
performance, but only we-plans should increase cooperative
group interaction. The psychology of action (Gollwitzer and Bargh, 1996; Gollwitzer
and Moskowitz, 1996) distinguishes between a first step of
committing strongly to one’s goal (goal setting) and a second
step where one has to implement goal-directed actions and
responses—a process referred to as goal striving (Lewin, 1926;
Lewin et al., 1944; Heckhausen and Gollwitzer, 1987; Gollwitzer,
1990). In support of the distinction between goal setting and
goal striving, a meta-analysis (Webb and Sheeran, 2006) on
experimental studies that manipulated the strength of the
goal showed that a medium-to-large (Cohen, 1992) increase
in commitment (d = 0.66) only led to a small-to-medium
change in respective behavior (d = 0.36); an effect largely
due to people who are strongly committed but fail to act on
their intention (Sheeran, 2002). Fully understanding intention-
behavior relations thus requires analyzing goal setting as well as
goal striving. Supporting Group Goal Striving: Forming
Collective versus Individual
Implementation Intentions individual goals, supporting individual as well as collective
goal striving with respective if-then plans should therefore
improve performance. However, while cIIs should rely on
cooperation to improve performance, this does not have to be
the case for IIs. Recent research shows that if-then planning also increases the
rate of goal attainment in small group performance (Wieber
et al., 2012, 2013; Thürmer et al., 2015a). For instance, if-then
planning has been shown to help groups attain their goal of
making informed decisions in hidden profile situations (Thürmer
et al., 2015b), to curb their investments in an escalation of
commitment paradigm (Wieber et al., 2015), and to improve their
performance in an interactive puzzle task (Wieber et al., 2017,
unpublished). In some of these studies, groups used traditional
IIs that refer to the individual (Wieber et al., 2017, unpublished);
but in other studies, groups used new cIIs that refer to the
group (Thürmer et al., 2015b; Wieber et al., 2015). Since all these
studies consistently report that groups were more likely to attain
their performance goal when forming additional if-then plans,
group members seem to be able to use new cIIs as well as the
traditional individual IIs to increase their performance. However,
these reported studies did not compare the effects of cIIs and IIs
in a single design, and a systematic test comparing the effects of
individual versus cIIs as well as their underlying processes is still
lacking. In two experiments, groups either set individual or collective
goals and then performed two rounds of the persistence task
(baseline and experimental). After the baseline round, groups
furnished their goal with a respective plan to ignore muscle
pain and tell themselves they can do it (i.e., a cII or an
individual II). Such if-then plans to ignore negative affect and
to increase self-efficacy feelings have been found to be highly
effective (e.g., Bayer and Gollwitzer, 2007; Schweiger Gallo
et al., 2009; Thürmer et al., 2013). In Experiment 1, we further
established two control conditions without respective if-then
plans to assess whether forming additional if-then plans improves
performance. We expected that both types of plans (i.e., cIIs and
IIs) increase performance but lead to more versus less cooperative
verbal interaction during task performance. In Experiment 2, we
followed up on this assumed process and manipulated whether
the task allowed for communication or hindered communication. Supporting Group Goal Striving: Forming
Collective versus Individual
Implementation Intentions Because we assumed that cIIs but not IIs rely on cooperative
interaction to increase performance, we expected cIIs to lead to
better performance when the task supported communication. IIs,
on the other hand, should be effective when communication is
hindered. We thus propose that group members can effectively regulate
their goal striving by forming IIs that refer to the group (we,
us, our). Like individual IIs, such cIIs are if-then plans that
specify when, where, and how to act toward a set goal. Different
from IIs that refer the individual (I, me, mine) and support an
individual goal, cIIs refer to the group (e.g., “And if we encounter
situation S, then we will show response R!”) and support a
collective goal. If increases in cooperation are indeed due to
effective goal striving (and not merely goal setting), supporting
respective goal striving should magnify the differences between
collective and individual goals. cIIs should activate the collective
goal striving route and thus increase cooperation. Because IIs
support the goals they are set for, referring to the group should
therefore support cooperation. In contrast, an individual II
may not activate cooperative strategies because it only refers
to oneself. In sum, cIIs as well as IIs should increase group
performance but cIIs should increase cooperation within the
group. Indispensability versus Identifiability:
Setting Collective versus Individual
Goals Because these positive outcomes all apply to a single group
member and not to the entire group, the goal matching this
mechanism is best described as individual (e.g., “I want to win”; A simple way to support efficient goal striving is planning
out in advance when, where, and how to strive for a set goal
in an if-then format (e.g., “And if I encounter situation S, then
I will show the goal-directed response R!”; Gollwitzer, 1993,
1999, 2014). By forming such IIs, one commits to performing
the specified behavior in the pre-planned situation. Thereby, one
is more likely to act on and attain one’s goal (Gollwitzer and
Sheeran, 2006; Adriaanse et al., 2011; Bélanger-Gravel et al., 2013;
Toli et al., 2016). In the present paper, we suggest that different
types of IIs support striving for collective versus individual
goals. April 2017 | Volume 8 | Article 603 Frontiers in Psychology | www.frontiersin.org 2 Collective Implementation Intentions Thürmer et al. EXPERIMENT 1: DO COLLECTIVE
IMPLEMENTATION INTENTIONS
SUPPORT COOPERATIVE INTERACTION
AND PERFORMANCE? The aims of Experiment 1 were twofold: First, we sought to
establish that cIIs and individual IIs improve group performance
in comparison to respective goals. Because indispensability
(which should usually trigger collective goals) and identifiability
(which
should
usually
trigger
individual
goals)
improve
performance in such tasks, we expected that cIIs as well as
individual IIs improve performance in comparison to the
respective mere goals. Second, we sought to investigate if
cIIs indeed lead to different interaction patterns during goal
striving than IIs. Positively interdependent goals commonly
are associated with cooperative interaction, and supporting
collective goals with cIIs should therefore intensify group
interaction. In freely interacting groups, this intense group
interaction should express itself in a high amount of verbal
communication between group members. Related to this, the
content of the verbal communication between group members
should also reflect the respective type of goal striving. Research
in psycholinguistics emphasizes that personal pronouns can be
markers of one’s identity (Pennebaker et al., 2003) and research
on social identity has shown that group-related pronouns can be
indicative of group processes such as cooperation (Perdue et al.,
1990; Brewer and Gardner, 1996). If cIIs support cooperative
goal striving, group members with cIIs should therefore refer 2We used the formulas provided by Bliese (1998). Because of the poor
agreement between group members, we additionally analyzed all scales assuming
independence/without aggregating to the group level. This did not change the
results. In Experiment 1, two items were excluded from the Klein et al. scale (“Quite
frankly, I don’t care if I achieve this goal or not.” [reverse scored]/I think this is a
good goal to shoot for”) because they reduced reliability (α < 0.50). The Present Research We analyzed whether planning out how to strive for collective
and individual goals with respective cIIs and individual
IIs increases performance and leads to more versus less
cooperative
interaction. We
used
a
conjunctive
physical
persistence task where freely interacting groups were asked
to hold a medicine ball as long as possible (Bray, 2004). We
chose this task because each group member has to contribute
equally
and
is
therefore
indispensable
for
performance;
moreover,
because
group
members
are
interacting
face
to face, it is easy to identify who failed first (Kerr et al.,
2007; Weber and Hertel, 2007; Kerr and Hertel, 2011). According
to
our
earlier
reasoning
that
indispensability
triggers
collective
goals
and
that
identifiability
triggers April 2017 | Volume 8 | Article 603 Frontiers in Psychology | www.frontiersin.org 3 Collective Implementation Intentions Thürmer et al. more to the group in their verbal communications by using first
person plural pronouns (we, us, our) and use more cooperative
words. instructions individually, repeated their plans silently, envisioned
them in their mind’s eye, and finally wrote them down. This
procedure took about 5 min. p
To measure the impact of this manipulation, a second,
experimental round of the persistence task followed. To rule out
the possibility that cIIs increase persistence because of increased
goal commitment (a goal-setting variable), participants then
responded to three goal commitment items (“It’s hard to take
this goal seriously [reverse scored]/I am strongly committed to
pursuing this goal/It wouldn’t take much to make me abandon
this goal [reverse scored]” 1: not agree at all to 7: agree completely,
Cronbach’s α = 0.71, ICC(1) = −0.12, ICC(2) = −0.47),2 adapted
from Klein et al. (2001). Moreover, at the group level, increased
group identification might improve performance, which also
does not qualify as a goal striving process. Participants thus
responded to seven group identification items (“I identify with
my group/It is important to me to belong to my group/The
fact that I belong to my group has little to do with how I see
myself [reverse scored]/I am happy that I belong to my group/I
often regret that I belong to my group [reverse scored]/I feel
strong ties with my group/In general, I like belonging to my
group” 1: disagree to 7: agree completely, Cronbach’s α = 0.84,
ICC(1) = 0.26, ICC(2) = 0.51), adapted from Leach et al. (2008). Finally, participants provided demographic information
including their height, were debriefed, thanked, and paid. Procedure After
obtaining
informed
consent
including
a
general
fitness check, the experimenter explained that the study
investigated persistence in teams. Participants were to hold a ball
simultaneously as long as possible by standing in a triangle and
stretching out their dominant arm (Bray, 2004). For this task,
groups were asked to form the goal “We (I) want to hold the ball
as long as possible” (individual phrasing in parentheses) that was
written on a board. Participants then performed the first round
of the task and the experimenter measured how long the group
persisted. Next, participants received a paper-and-pencil form that
included the manipulation of the referent and implementation
intention factors. To test whether IIs improve persistence,
experimental groups either added the collective if-then plan (cII)
“And if our muscles hurt, then we will ignore the pain and tell
ourselves: We can do it!” to their collective goal or the individual
if-then plan (II) “And if my muscles hurt, then I will ignore
the pain and tell myself: I can do it!” to their individual goal. The referent factor was thus manipulated by either referring
to the group (we/collective) or to the individual (I). To make
sure that individual and collective control groups had the same
task-relevant knowledge, they were asked to add: “We (I) will
ignore our (my) muscle pain and tell ourselves (myself): We (I)
can do it!” (individual phrasing in parentheses). The content of
these instructions therefore did not differ between conditions
apart from the if-then structure of the IIs. Participants read the Participants and Design One hundred and fifty-six students from the University of
Konstanz (117 females) with a mean age of 22.58 years
(SD = 4.40) participated in return for coffee vouchers, 4€ (i.e.,
about 5$), or partial course credit. Participants were invited to
the laboratory in same-sex triads (52 triads, 39 female) and a male
experimenter randomly assigned groups to a 2 (Implementation
Intention: yes vs. no) × 2 (Referent: individual vs. collective)
factorial design. We used triads instead of dyads because some
group researchers have argued that group phenomena might
operate differently or not even occur in dyads (see Moreland,
2010; Williams, 2010, for a discussion). One participant in a cII group reported pain from a past injury
(the trial was aborted immediately), one collective control group
was not recorded because of hardware failure, two groups had
members who were much older (3 SDs over the mean age of the
sample; 1 collective control group, 1 II group), and one group
stated during debriefing that they had formed IIs although they
were in the collective control condition (including these groups
in the analysis did not change the pattern of results); 47 triads (35
female) remained for analyses. A power analysis (1 – β = 0.70)
with G∗Power (Faul et al., 2007, 2009) showed that our sample
size allows detecting a medium-to-large effect (η2
p = 0.15) in our
four-cell design. Dependent Measures We recorded how long groups held the medicine ball in seconds
per trial. As common in research on group persistence (e.g.,
Kerr et al., 2012), the difference between the experimental and
the baseline measure was computed to measure the impact of
the planning manipulation on persistence. The audio recordings
made during the trials were transcribed by a research assistant,
and the word count function of the computer program AtlasTi
(Muhr, 2012) counted the number of words per trial. We
used the difference between the baseline and the experimental
round to measure the impact of the planning manipulation on
verbal communication. Two independent coders identified words
representing group cooperation (e.g., teamwork, support, help;
inter-coder agreement = 72%). In line with linguistic research on
pronouns and identity (Pennebaker et al., 2003), we further coded
the first person plural pronouns (we, us, ours) in the cooperation
category. Frontiers in Psychology | www.frontiersin.org Results and Discussion Unless indicated otherwise, we analyzed the data with an
ANOVA with Implementation Intention (yes vs. no) and Referent
(individual vs. collective) as between factors. Equivalence of Conditions and Baseline Analysis
All participants copied their respective goals and plans to
the form correctly. Group identification scores, M = 5.26, 3Entering gender as a covariate had a marginal main effect, F(1,42) = 3.86,
p = 0.06, η2
p = 0.08, but it did not change the observed referent effect,
F(1,42) = 9.44, p < 0.01, η2
p = 0.18, and the implementation intention effect,
F(1,42) = 5.68, p = 0.02, η2
p = 0.12. Equivalence of Conditions and Baseline Analysis All participants copied their respective goals and plans to
the form correctly. Group identification scores, M = 5.26, April 2017 | Volume 8 | Article 603 4 Collective Implementation Intentions Thürmer et al. other in the experimental round than groups in the individual
conditions (Table 1), F(1,43) = 8.53, p = 0.01, η2
p = 0.17. However, this main effect was qualified by an Implementation
Intention × Referent interaction, F(1,43) = 5.06, p = 0.03,
η2
p = 0.11. Groups in the control conditions did not differ in the
amount they spoke, F(1,43) = 0.25, p = 0.62, but the cII lead to
more communication in comparison to the II, F(1,43) = 12.10,
p < 0.01, η2
p = 0.22. Planned contrasts showed that the cII led
to more communication than all other conditions, t(43) = 2.52,
p = 0.02, and the II actually led to less communication than all
other conditions, t(43) = 3.42, p < 0.01. Collective planning with
the cII thus indeed lead to more verbal group interaction. SD = 0.96, and goal commitment scores, M = 5.99, SD = 0.78,
were generally high and did not differ between conditions,
independent of whether the scores were aggregated across group
members or treated as independent, Fs < 1, ps > 0.50. Increased
motivation or stronger group identification therefore do not
qualify as alternative explanations for the expected performance
improvements through if-then planning. Entering baseline persistence in a preliminary ANOVA
surprisingly showed a marginal Implementation Intention ×
Referent interaction, F(1,43) = 3.87, p = 0.06, η2
p = 0.08. As
the implementation intention factor was not manipulated until
after this baseline measure, it is not plausible that the plan
condition could have influenced persistence at that point. Instead,
this effect may reflect different ability-levels of the groups. In
line with this reasoning, the interaction became non-significant
when entering the mean height of the group members as a
covariate, F(1,42) = 1.83, p = 0.18, η2
p = 0.04. Accordingly,
we calculated the difference between experimental and baseline
measures (Round 2 – Round 1) to assess the impact of the
manipulation; including height as a covariate did not change
the following persistence analysis. Dependent Variable: Persistence In line with previous research (e.g., Lount et al., 2008), groups
deteriorated from baseline to experimental round (Table 1). To test whether forming if-then plans improved persistence,
we entered the persistence score (experimental minus baseline)
into the ANOVA. As expected, groups with an implementation
intention (cII or II) persisted relatively longer in the experimental
round than groups with a control plan, F(1,43) = 5.11, p = 0.03,
η2
p = 0.11 (Figure 1). This supports our prediction that an II as
well as a cII to ignore muscle pain and to tell oneself that one
can do well on the task improves persistence. Moreover, a main
effect of referent occurred, F(1,43) = 11.16, p < 0.01, η2
p = 0.21:
Groups that had made collective plans persisted relatively longer
than groups with individual plans. The main effects were not
qualified by an Implementation Intention × Referent interaction,
F(1,43) = 0.63, p = 0.43.3 In sum, the observed results are in line
with the idea that if-then planning supports group performance. But do the two types of implementation intentions (cIIs and IIs)
rely on different processes? In sum, Experiment 1 shows that if-then planning improves
group performance, and that cIIs and IIs lead to different
group interaction patterns. While cIIs left verbal communication
between group members intact and led group members to
speak cooperatively with each other, IIs lead to less verbal
communication. This pattern supports the assumption that
group members can strive for goals collectively or individually,
and that forming respective if-then plans supports the matching
type of goal striving (collective or individual). We conducted
Experiment 2 to confirm the causal impact of this assumed
process by either supporting or hindering cooperative verbal
interaction. Equivalence of Conditions and Baseline Analysis No main or interaction effects
for the number of words spoken, Fs(1,43) < 1.90, ps > 0.17,
or the number of cooperative words spoken, Fs(1,43) < 2.90,
ps > 0.10, were observed at baseline, and we therefore also
calculated difference scores. We also assumed that groups with cIIs should communicate
more cooperatively than groups with IIs. To test this assumption,
we entered the cooperation score into the ANOVA. This
ANOVA showed a Referent main effect, F(1,43) = 7.41,
p = 0.01, η2
p = 0.15, that was qualified by a marginal
Referent × Implementation Intention interaction, F(1,43) = 3.66,
p = 0.06, η2
p = 0.08. Pairwise comparisons showed that groups
with cIIs spoke more cooperatively with each other than groups
with IIs, F(1,43) = 10.60, p < 0.01, η2
p = 0.20; no Referent effect
occurred for control groups, F(1,43) = 0.63, p = 0.43. One may
argue that this effect is mainly driven by priming the collective
referent “we;” however, even within the collective referent
conditions that both referred to “we,” if-then planning with cIIs
tended to increase cooperative communication, F(1,43) = 3.42,
p = 0.07, η2
p = 0.07. This overall pattern of results is thus in
line with our assumption that cIIs but not IIs support cooperative
collective goal striving. Process Measure: Group Interaction We argued that cIIs support the use of cooperative task strategies
in comparison to IIs. We thus expected that collective if-then
plans would lead to more communication than individual if-then
plans. To test this prediction, we entered the word count
difference score (experimental minus baseline) into the ANOVA. Indeed, groups in the collective conditions spoke more to each The aim of Experiment 2 was to directly test whether cIIs
improve performance via cooperative group interaction. To test
this process hypothesis, we opted to manipulate the assumed
process variable (group interaction), as recommended by Spencer
et al. (2005; see also Bullock et al., 2010). Our reasoning was as
follows: If cIIs rely more on group interaction than IIs, hindering
group interaction should impair performance in cII groups but
not in II groups. To this end, groups were either encouraged to April 2017 | Volume 8 | Article 603 Frontiers in Psychology | www.frontiersin.org 5 Collective Implementation Intentions Thürmer et al. TABLE 1 | Persistence, verbal communication, and communication content measures by Implementation Intention (II) and Referent (Experiment 1). Measure vs. collective) × 2 (Communication: supported vs. hindered)
between factorial design. Three groups (1 in the II condition
and 2 in the cII condition) did not follow task instructions and
communicated despite being prompted not to (their values were
in the 95% CI range of the communication-supported condition);
thirty-eight triads (27 females) remained for statistical analysis. A power analysis (1 −β = 0.70) with G∗Power (Faul et al., 2007,
2009) indicates that our sample size allows detecting an effect of
the size observed in Experiment 1 (η2
p = 0.15) in our four-cell
design. communicate with each other while performing the persistence
task or were prevented from communicating. Moreover, groups
formed either cIIs (collective referent) or IIs (individual referent)
between the first and the second round. Assuming that cIIs
achieved their effects by enhancing cooperative interaction
between group members, we hypothesized that cIIs should lead
to better performance when the task supported communication
between group members but that this should not be true for IIs. Frontiers in Psychology | www.frontiersin.org Process Measure: Group Interaction Referent
Individual
Collective
Measure
II: no
II: yes
cII: no
cII: yes
Seconds holding the ball
Persistence
Baseline
190.86 (54.14)
[159.60; 222.11]
212.60 (81.33)
[154.42; 270.78]
193.58 (77.49)
[144.35; 242.82]
139.82 (44.54)
[109.89; 169.74]
Experimental
142.07 (44.20)
[116.55; 167.59]
181.80 (61.09)
[138.10; 225.50]
176.00 (73.39)
[129.37; 222.63]
159.64 (41.58)
[131.70; 187.57]
Difference (dependent measure)
−48.79 (28.75)
[−65.39; −32.19]
−30.80 (62.03)
[−75.17; 13.57]
−17.58 (39.53)
[−42.70; 7.53]
19.82 (34.76)
[−3.54; 43.17]
Number of words spoken
Verbal communication
Baseline
96.57 (86.62)
[46.56; 146.59]
174.40 (135.78)
[77.27; 271.53]
104.08 (94.44)
[44.08; 164.08]
100.73 (84.81)
[43.75; 157.70]
Experimental
52.14 (60.81)
[17.03; 87.25]
71.80 (104.68)
[−3.08; 146.68]
72.75 (76.82)
[23.94; 121.56]
99.00 (91.02)
[37.85; 160.15]
Difference (dependent measure)
−44.43 (56.94)
[−77.30; −11.56]
−102.60 (93.28)
[−169.33; −35.87]
−31.33 (67.93)
[−74.49; 11.83]
−1.73 (42.69)
[−30.40; 26.95]
Number of cooperative words spoken
Communication content
Baseline
3.21 (2.86)
[1.56; 4.87]
5.40 (4.84)
[1.94; 8.86]
3.75 (3.44)
[1.56; 5.94]
2.64 (1.80)
[1.42; 3.85]
Pronouns
2.86 (2.51)
[1.41; 4.30]
4.70 (4.40)
[1.55; 7.85]
3.42 (3.40)
[1.26; 5.57]
1.91 (1.38)
[0.99; 2.83]
Other
0.36 (0.84)
[−0.13; 0.84]
0.70 (0.90)
[0.02; 1.38]
0.33 (0.65)
[−0.08; 0.75]
0.73 (0.90)
[0.12; 1.33]
Experimental
1.07 (1.86)
[0.00; 2.14]
2.10 (4.33)
[−1.00; 5.20]
2.58 (2.87)
[0.76; 4.41]
4.00 (4.75)
[0.81; 7.19]
Pronouns
1.07 (1.86)
[0.00; 2.14]
1.90 (4.01)
[−0.97; 4.77]
2.50 (2.84)
[0.69; 4.31]
3.73 (4.45)
[0.74; 6.72]
Other
0.00 (n/a)
[n/a]
0.20 (0.42)
[−0.10; 0.50]
0.08 (0.29)
[−0.10; 0.27]
0.27 (0.47)
[−0.04; 0.59]
Combined difference (dependent measure)
−2.14 (2.28)
[−3.46; −0.83]
−3.30 (4.50)
[−6.52; −0.08]
−1.17 (2.48)
[−2.74; 0.41]
1.36 (3.80)
[−1.19; 3.92]
n
14 triads
10 triads
12 triads
11 triads
Standard deviations are in parentheses and 95% confidence intervals of the condition mean are in brackets. TABLE 1 | Persistence, verbal communication, and communication content measures by Implementation Intention (II) and Referent (Experiment 1). TABLE 1 | Persistence, verbal communication, and communication content measures by Implementation Intention (II) and Referent (Experiment 1). Persistence and Communication support communication, groups were told that they are allowed
to talk to each other, that they should face each other, and wear
the headset around their necks. Audio recordings were made as a
manipulation check. To check whether the Communication factor manipulation
was successful, we entered a word count of the first trial
into the ANOVA: Groups in the communication-supported
condition indeed spoke more than groups in the communication-
hindered condition, F(1,34) = 25.67, p < 0.01, η2
p = 0.43
(Table 2). Even though groups in the “communication hindered”
conditions did not manage to remain completely silent, the
very large effect size (η2
p = 0.43 is equivalent to d = 1.68)
suggests that our manipulation was successful. As expected,
we neither observed an Implementation Intention Referent
main effect, F(1,34) = 0.92, p = 0.34, η2
p = 0.03, nor
an Implementation Intention Referent × Communication
interaction, F(1,34) = 0.45, p = 0.51, η2
p = 0.01, at this point
before the plan manipulation. p
After forming the individual versus collective goals with IIs
used in Experiment 1, groups performed the second round of the
task. Participants then responded to the questionnaires assessing
goal commitment [Cronbach’s α = 0.74, ICC(1) = −0.00,
ICC(2) = −0.00]2 and group identification [Cronbach’s α = 0.91,
ICC(1) = 0.13, ICC(2) = 0.32] used in Experiment 1. To
check whether cII groups wanted to comply with their plan
as much as II groups, participants also responded to a three-
item questionnaire measuring plan commitment [“It is important
for me to fulfill my plan/It would be a shame if I could not
fulfill my plan/I feel committed to my plan,” 1: not at all to 5:
very much, Cronbach’s α = 0.80, ICC(1) = 0.10, ICC(2) = 0.25]
adapted from Wieber et al. (2015). Lastly, we asked participants
for demographic information, including their major and semester
of study. To
test
whether
the
communication
manipulation
alone
impacted
performance,
the
first
round
persistence
measure was
entered into
the ANOVA. Groups in the
communication-supported
condition
outperformed
groups
in
the
communication-hindered
condition
(Table
2),
F(1,34) = 7.48, p = 0.01, η2
p = 0.18. This suggests that
intense interaction increases performance in our physical
persistence
task,
which
is
consistent
with
the
Referent
main effect observed in Experiment 1. Results and Discussion Unless indicated otherwise, we analyzed the data with an
ANOVA with Implementation Intention Referent (collective: cII
vs. individual: II) and Communication (supported vs. hindered)
as between factors. Equivalence of Conditions All participants copied their respective goals and plans to the
form correctly. Goal commitment, M = 5.10, SD = 0.78, plan
commitment, M = 4.02, SD = 0.75, and group identification,
M = 5.33, SD = 1.11, were high and did not differ between
conditions, Fs < 2.20, ps > 0.14. Participants across conditions
thus equally wanted to comply with the adopted goals and plans,
and cared about their group. Persistence and Communication As expected, we
neither
observed
an
Implementation
Intention
Referent
main effect, F(1,34) = 0.37, p = 0.55, η2
p = 0.01, nor
an Implementation Intention Referent × Communication
interaction, F(1,34) = 2.32, p = 0.14, η2
p = 0.06, at this point
before the plan manipulation. Participants and Design Experiment 2 followed the same procedure as Experiment 1,
with the following difference: Before the first round of the
task, instructions were varied to manipulate the Communication
factor. To hinder communication, groups were instructed not to
talk to each other, to each look at a separately marked point on the
wall away from the group, and to wear a headset over their ears; to One hundred and twenty-three university students (90 females)
with a mean age of 22.13 years (SD = 2.85) participated in
return for 4€ or partial course credit. Participants were invited
to the laboratory in same-sex triads (41 triads, 30 females) and
a female experimenter randomly assigned them to one of four
conditions in a 2 (Implementation Intention Referent: individual April 2017 | Volume 8 | Article 603 Frontiers in Psychology | www.frontiersin.org 6 Thürmer et al. Collective Implementation Intentions FIGURE 1 | Mean persistence scores (experimental [s] minus baseline [s]) by Implementation Intention and Referent (Experiment 1). Error bars
represent standard errors. II: Individual implementation intention; cII: collective implementation intention. FIGURE 1 | Mean persistence scores (experimental [s] minus baseline [s]) by Implementation Intention and Referent (Experiment 1). Error bars
represent standard errors. II: Individual implementation intention; cII: collective implementation intention. Persistence and If-then Planning We next tested how collective and individual if-then planning
impacted performance and thus again calculated the persistence
score (experimental minus baseline). Because we were interested April 2017 | Volume 8 | Article 603 Frontiers in Psychology | www.frontiersin.org 7 Thürmer et al. Collective Implementation Intentions
TABLE 2 | Persistence measures by Implementation Intention Referent and Task Communication (Experiment 2). Implementation Intention Referent
Individual (II)
Collective (cII)
Measure
Communication
hindered
Communication
supported
Communication
hindered
Communication
supported
Manipulation check: number of words spoken
Baseline
1.43 (3.37)
[−0.98; 3.84]
21.96 (12.33)
[12.49; 31.44]
2.78 (5.69)
[−1.60; 7.15]
29.60 (24.62)
[11.99; 47.21]
Experimental
0.00 (n/a) [n/a]
12.78 (10.42)
[4.77; 20.79]
0.00 (n/a) [n/a]
17.77 (13.07)
[8.42; 27.11]
Persistence
Baseline (s)
118.90 (43.24)
[87.97; 149.83]
190.11 (60.43)
[143.66; 236.57]
134.22 (57.63)
[89.93; 178.52]
154.50 (44.17)
[122.90; 186.10]
Experimental (s)
120.00 (61.10)
[76.29; 163.71]
139.22 (37.47)
[110.42; 168.02]
97.22 (28.28)
[75.49; 118.96]
132.20 (51.37)
[95.45; 168.95]
Difference
1.10 (42.37)
[−29.21; 31.41]
−50.89 (48.60)
[−88.25; −13.53]
−37.00 (34.97)
[−63.88; −10.12]
−22.30 (25.86)
[−40.80; −3.80]
Difference
z-transformed per
communication
condition
(dependent
measure)
1.84 (4.32)
[−1.25; 4.93]
−1.64 (5.30)
[−5.72; 2.43]
−2.05 (3.57)
[−4.79; 0.70]
1.48 (2.82)
[−0.54; 3.49]
n
10 triads
9 triads
9 triads
10 triads
Standard deviations are in parentheses and 95% confidence intervals of the condition mean are in brackets. FIGURE 2 | z-transformed persistence scores by Implementation Intention Referent and Communication (Experiment 2). Error bars represent standard
errors. II: Individual implementation intention, cII: collective implementation intention. in the additional effects of planning, we sought to account for
the systematic baseline differences caused by the Communication
factor. We therefore pooled the persistence difference scores per
C
i
i
di i
(i
ll
d
I
l
i
Referent
×
Communication
interaction,
F(1,34)
=
6.98,
p = 0.01, η2
p = 0.17: As predicted, cII groups marginally
performed better when communication was supported (Figure 2
d T bl
2)
F(1 34)
3 53
0 07
2
0 09 4 Collective Implementation Intentions Thürmer et al. TABLE 2 | Persistence measures by Implementation Intention Referent and Task Communication (Experiment 2). Persistence and If-then Planning Implementation Intention Referent
Individual (II)
Collective (cII)
Measure
Communication
hindered
Communication
supported
Communication
hindered
Communication
supported
Manipulation check: number of words spoken
Baseline
1.43 (3.37)
[−0.98; 3.84]
21.96 (12.33)
[12.49; 31.44]
2.78 (5.69)
[−1.60; 7.15]
29.60 (24.62)
[11.99; 47.21]
Experimental
0.00 (n/a) [n/a]
12.78 (10.42)
[4.77; 20.79]
0.00 (n/a) [n/a]
17.77 (13.07)
[8.42; 27.11]
Persistence
Baseline (s)
118.90 (43.24)
[87.97; 149.83]
190.11 (60.43)
[143.66; 236.57]
134.22 (57.63)
[89.93; 178.52]
154.50 (44.17)
[122.90; 186.10]
Experimental (s)
120.00 (61.10)
[76.29; 163.71]
139.22 (37.47)
[110.42; 168.02]
97.22 (28.28)
[75.49; 118.96]
132.20 (51.37)
[95.45; 168.95]
Difference
1.10 (42.37)
[−29.21; 31.41]
−50.89 (48.60)
[−88.25; −13.53]
−37.00 (34.97)
[−63.88; −10.12]
−22.30 (25.86)
[−40.80; −3.80]
Difference
z-transformed per
communication
condition
(dependent
measure)
1.84 (4.32)
[−1.25; 4.93]
−1.64 (5.30)
[−5.72; 2.43]
−2.05 (3.57)
[−4.79; 0.70]
1.48 (2.82)
[−0.54; 3.49]
n
10 triads
9 triads
9 triads
10 triads
Standard deviations are in parentheses and 95% confidence intervals of the condition mean are in brackets. TABLE 2 | Persistence measures by Implementation Intention Referent and Task Communication (Experiment 2). FIGURE 2 | z-transformed persistence scores by Implementation Intention Referent and Communication (Experiment 2). Error bars represent standard
errors. II: Individual implementation intention, cII: collective implementation intention. FIGURE 2 | z-transformed persistence scores by Implementation Intention Referent and Communication (Experiment 2). Error bars represent standard
errors. II: Individual implementation intention, cII: collective implementation intention. FIGURE 2 | z-transformed persistence scores by Implementation Intention Referent and Communication (Experiment 2). Error bars represent standard
errors. II: Individual implementation intention, cII: collective implementation intention. Referent
×
Communication
interaction,
F(1,34)
=
6.98,
p = 0.01, η2
p = 0.17: As predicted, cII groups marginally
performed better when communication was supported (Figure 2
and Table 2), F(1,34) = 3.53, p = 0.07, η2
p
= 0.09.4 Referent
×
Communication
interaction,
F(1,34)
=
6.98,
p = 0.01, η2
p = 0.17: As predicted, cII groups marginally
performed better when communication was supported (Figure 2
and Table 2), F(1,34) = 3.53, p = 0.07, η2
p
= 0.09.4 in the additional effects of planning, we sought to account for
the systematic baseline differences caused by the Communication
factor. We therefore pooled the persistence difference scores per
Communication condition (i.e., collapsed across Implementation
Intention Referent conditions) and then computed the respective
z-scores (Table 2). 4Entering gender as a covariate into the model did not have an effect,
F(1,33) = 1.54, p = 0.22, and did not change the observed Implementation Intention Referent × Communication interaction, F(1,33) = 7.25, p = 0.01,
η2
p = 0.18. As a proxy of familiarity, we coded how many group members had
the same major and also were in the same semester (i.e., 1 = all group members
are in a different semester or have a different major, 2 = two of the members are in
the same semester and also have the same major, 3 = all group members have the
same major and are in the same semester). Entering this variable as a covariate into
the model neither had a main effect, F(1,33) = 0.43, p = 0.52, η2
p = 0.01, nor did it
change the observed interaction, F(1,33) = 6.94, p = 0.01, η2
p = 0.17. If-then Planning and Communication We also checked whether if-then planning changed verbal
interaction in the communication condition. Entering the
communication difference score (experimental minus baseline)
into the model showed no main or interaction effects, all
Fs(1,34) < 2.76, all ps > 0.10; also no effects evinced when
entering the cooperation score into the model, all Fs(1,34) < 1,
all ps > 0.65. Thus, cIIs did not further increase cooperative
group interaction in Experiment 2. One reason for this finding
may be that the groups who were instructed to communicate
perceived the task as being highly cooperative and thus already
interacted intensely during baseline. Future research should test
this hypothesis. Implications for Small Group
Performance Experiment 2 investigated whether group communication
indeed qualifies as a process causing the positive effects of cIIs on
group performance. We tested this assumption by manipulating
whether the task at hand supported or hindered group
communication. We found that cII effects were greater when
communication was supported, whereas individual II effects
were greater when communication was hindered. Together
with Experiment 1 demonstrating that cIIs support cooperative
verbal interaction, Experiment 2 suggests that cooperative group
interaction does qualify as a process variable for cII effects but not
II effects. Accordingly, it seems justified to distinguish between
cIIs and individual IIs. Observing that cIIs improve persistence via communication is
in line with recent research showing that social support can
lead to group motivation gains (Hüffmeier et al., 2014). But our
research also demonstrates that groups may perform effectively
without interacting (i.e., by striving individually), as is commonly
found in the management literature (Lount and Wilk, 2014). Our
research thus suggests that individual goals and plans may lead
groups to perform well in conjunctive tasks, although not to the
level of collective goals and plans. It is important to note that group members’ personality
attributes may moderate our effects. Implementation intention
research
shows
that
highly
conscientious
individuals
do
not benefit much from receiving additional implementation
intention
instructions,
supposedly
because
they
already
plan spontaneously (Webb et al., 2007). Analogously, the
conscientiousness of the average member (cf. Neuman et al.,
1999) might moderate cII effects. Future research should test this
assumption. Persistence and If-then Planning Entering this score as dependent variable into
the ANOVA revealed the expected Implementation Intention 4Entering gender as a covariate into the model did not have an effect,
F(1,33) = 1.54, p = 0.22, and did not change the observed Implementation Frontiers in Psychology | www.frontiersin.org April 2017 | Volume 8 | Article 603 8 Collective Implementation Intentions Thürmer et al. Thus, hindering communication impaired performance in cII
groups. less cooperation. Supporting striving for collective goals with
cIIs should therefore enhance group performance via intensifying
cooperative interaction. Moreover, II groups marginally performed better when
the communication was hindered, F(1,34) = 3.45, p = 0.07,
η2
p = 0.09. This may suggest that communication without the
focus on interdependence that collective goals and plans provide
may be distracting instead of helpful. Future research should
investigate this hypothesis. Two experiments support this hypothesis and show that
cIIs improve group performance in a conjunctive physical
persistence task via cooperative verbal communication. The
beneficial effects of cIIs on group performance rely on improved
goal striving, as II effects on individual goal attainment: We
observed performance improvements through cIIs when control
groups received almost identical goals (same strategy with the
same referent) only lacking the if-then format that is typical
of IIs (Experiment 1). Moreover, the observed performance
improvements by cIIs were not due to heightening participants’
goal commitment, but cIIs did increase cooperative group
interaction. We manipulated the intensity of group interaction in
Experiment 2 to confirm the causal role of this assumed process:
Groups with cIIs but not groups with IIs performed worse
when the task hindered communication. Apparently, enhanced
cooperative interaction qualifies as a process associated with cII
but not II effects. GENERAL DISCUSSION Small group research has consistently identified two main
motivators to work hard in a group: your group needs you
(indispensability; Kerr and Hertel, 2011) and the other group
members can recognize your contribution (identifiability; Karau
and Williams, 1993). We argued that indispensability triggers
collective goals (e.g., we want to beat our record), whereas
identifiability triggers individual goals (e.g., I want to beat my
record). The psychology of action highlights that, in addition
to setting goals, people also need to effectively implement goal-
directed actions to secure goal attainment. Accordingly, we
argued that group members should strive for collective goals by
cooperating with each other but strive for individual goals with Our approach to motivation in groups may remind the reader
of the work on goal setting and group performance (O’Leary-
Kelly et al., 1994; Kleingeld et al., 2011). However, although
forming IIs and setting challenging-and-specific goals both add
specificity to one’s goal, these kinds of specificity differ: In goal
setting, one quantifies the desired outcome (i.e., one specifies
a certain goal standard), which makes discrepancies between
the actual state and the desired end state easier to detect. In
contrast, IIs specify how to attain an already set goal in terms of
when, where, and how to act toward it. Despite these differences
between IIs and goal setting, the individual-collective distinction
is crucial for both: Collective goals (Locke and Latham, 1990;
Crown and Rosse, 1995; Crown, 2007) as well as cIIs improve
performance by improving group interaction. Groups can thus
actively regulate the interaction between group members. This April 2017 | Volume 8 | Article 603 Frontiers in Psychology | www.frontiersin.org 9 Collective Implementation Intentions Thürmer et al. growing body of research is in line with the idea that groups are
intentional entities that can regulate their behavior. group and still pursue goals individually. Lastly, others have also
distinguished collective and individual motivation (e.g., Latham
and Locke, 2007; Maciejovsky and Budescu, 2007, 2013; De Dreu
et al., 2008; Levine and Smith, 2013; Maciejovsky et al., 2013). However, all these accounts have not distinguished between the
incentive (goal) and the strategy to attain it (goal striving). In
the light of modest intention-action relations (Sheeran, 2002;
Webb and Sheeran, 2006), introducing this distinction is a crucial
contribution of the present research. growing body of research is in line with the idea that groups are
intentional entities that can regulate their behavior. Implications for the Psychology of
Collective Action Traditionally, the psychology of action and implementation
intention research have focused on individuals (Gollwitzer and
Sheeran, 2006; Gollwitzer and Oettingen, 2011), and research
on implementation intention effects in groups is fairly recent
(Wieber et al., 2012, 2013; Thürmer et al., 2015a). In the present
research, we systematically investigated the implementation
intention referent (i.e., We vs. I) and found that small groups can
improve their performance by forming if-then plans that refer
to the group (i.e., “we” if-then plans or cIIs). If-then planning is
therefore not only effective in individuals and with an individual
referent but also in groups and with a collective referent. In sum, the present research demonstrates that planning
out collective and individual goals improves group performance
via two different routes: Furnishing collective goals with cIIs
increases cooperative interaction but furnishing individual goals
with IIs does not. In this way, goal striving in groups with IIs helps
groups perform to their full potential. Recent accounts have discussed small group self-regulation
without pointing to if-then planning. First, small group
approaches address how groups attempt to regulate their
members’ behavior (e.g., through assigning roles and enforcing
norms) and how the group members react (e.g., by capitulating
or resisting; Peterson and Behfar, 2005; Levine et al., 2010). Our perspective is complementary to this view: To use cIIs,
group members may have to accept pertinent roles and norms
because they otherwise lack commitment to collective goals. Second, the group based self-regulation account (Sassenberg and
Woltin, 2008; Jonas et al., 2010; Woltin and Sassenberg, 2015)
assumes that by identifying as a group member, one self-regulates
in the service of a group. The self-regulation processes are
assumed to be the same as those at the individual level. Intra-
individual processes, such as committing to a goal and a plan,
are also crucial for implementation intention effects. However,
our distinction between cIIs and IIs is based on the referent (We
vs. I) instead of the identification. In line with our perspective,
cIIs increased cooperative communication but did not change
group identification. A group member may thus identify with the AUTHOR CONTRIBUTIONS JLT, FW, and PG jointly designed the studies. JLT and FW
supervised data collection and analyzed the data. JLT prepared
a first draft and JLT, FW, and PG jointly revised the manuscript. This research is part of JLT’s doctoral dissertation. JLT, FW, and PG jointly designed the studies. JLT and FW
supervised data collection and analyzed the data. JLT prepared
a first draft and JLT, FW, and PG jointly revised the manuscript. This research is part of JLT’s doctoral dissertation. ETHICS STATEMENT This
study
was
carried
out
in
accordance
with
the
recommendations of ethics committee of the University of
Konstanz. All subjects gave written informed consent in
accordance with the Declaration of Helsinki. FUNDING This work was supported by the German Research Foundation
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distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) or licensor are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution
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perspective on hidden-profile problems: if-then planning to review information
improves group decisions. J. Behav. Decis. Mak. 28, 101–113. doi: 10.1002/bdm. 1832 Groups, Institutions. Interdisciplinary Approaches, eds G. Seebaß, M. Schmitz,
and P. M. Gollwitzer (Berlin: De Gruyter), 133–162. Wieber, F., Thürmer, J. L., and Gollwitzer, P. M. (2015). Attenuating the
escalation of commitment to a faltering project in decision-making groups:
an implementation intention approach. Soc. Psychol. Pers. Sci. 6, 587–595. doi: 10.1177/1948550614568158 Toli, A., Webb, T. L., and Hardy, G. E. (2016). Does forming implementation
intentions help people with mental health problems to achieve goals? A meta-
analysis of experimental studies with clinical and analogue samples. Br. J. Clin. Psychol. 55, 69–90. doi: 10.1111/bjc.12086 Williams, K. D. (2010). Dyads can be groups (and often are). Small Group Res. 41,
268–274. doi: 10.1177/1046496409358619 Van Lange, P. A. M. (1999). The pursuit of joint outcomes and equality in
outcomes: an integrative model of social value orientation. J. Pers. Soc. Psychol. 77, 337–349. doi: 10.1037/0022-3514.77.2.337 Woltin, K.-A., and Sassenberg, K. (2015). Showing engagement or not:
the influence of social identification and group deadlines on individual
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1368430214542254 Woltin, K.-A., and Sassenberg, K. (2015). Frontiers in Psychology | www.frontiersin.org REFERENCES “Intentional action control
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Automated Determination of Oxygen‐Dependent Enzyme Kinetics in a Tube‐in‐Tube Flow Reactor
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Citation (APA):
Ringborg, R. H., Pedersen, A. T., & Woodley, J. (2017). Automated Determination of Oxygen-Dependent
Enzyme Kinetics in a Tube-in-Tube Flow Reactor. ChemCatChem, 9(17), 3285 – 3288.
https://doi.org/10.1002/cctc.201700811 Downloaded from orbit.dtu.dk on: Oct 24, 2024 Downloaded from orbit.dtu.dk on: Oct 24, 2024 Downloaded from orbit.dtu.dk on: Oct 24, 2024 General rights
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Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright
owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. Automated Determination of Oxygen-Dependent Enzyme Kinetics in a Tube-in-Tube
Flow Reactor Ringborg, Rolf Hoffmeyer; Pedersen, Asbjørn Toftgaard; Woodley, John Document Version
Publisher's PDF, also known as Version of record General rights
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Users may download and print one copy of any publication from the public portal for the purpose of private study or research Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a Selective oxidation is one of the most important transforma-
tions in synthetic organic chemistry.[1–3] The necessity of achiev-
ing high reaction yield in such transformations makes enzymes
particularly interesting as potential catalysts, on account of their
exquisite selectivity in comparison with their chemo-catalytic
counterparts. However, for process application it is often diffi-
cult to reach the required reaction intensity (reaction rate and
product concentration). In particular, issues such as low enzy-
matic activity, product/substrate inhibition, co-factor regenera-
tion and unfavorable thermodynamic equilibria need to be
solved using biocatalytic reaction engineering. These problems
are commonly investigated by studying the kinetic behavior of
an enzyme under different conditions. Subsequently, using
these data, the challenges in reaching the required productivity
can be addressed either by protein engineering or, alternatively,
process engineering to circumvent kinetic limitations. However,
it would be much more effective if solutions arose from a com- Selective oxidation is one of the most important transforma-
tions in synthetic organic chemistry.[1–3] The necessity of achiev-
ing high reaction yield in such transformations makes enzymes
particularly interesting as potential catalysts, on account of their
exquisite selectivity in comparison with their chemo-catalytic
counterparts. However, for process application it is often diffi-
cult to reach the required reaction intensity (reaction rate and
product concentration). In particular, issues such as low enzy-
matic activity, product/substrate inhibition, co-factor regenera-
tion and unfavorable thermodynamic equilibria need to be
solved using biocatalytic reaction engineering. These problems
are commonly investigated by studying the kinetic behavior of
an enzyme under different conditions. Subsequently, using
these data, the challenges in reaching the required productivity
can be addressed either by protein engineering or, alternatively,
process engineering to circumvent kinetic limitations. However,
it would be much more effective if solutions arose from a com- g
yg
p
y
On studying enzyme kinetics, it is important to measure ini-
tial rates at substrate concentrations well above, as well as
below, the true Michaelis constant(s), to determine kinetic pa-
rameters with sufficient accuracy. In the study of oxygen-de-
pendent enzymes, such investigations are notoriously difficult
as a result of the limited solubility of oxygen in water, and to
some extent, of the concomitant limited supply rate of
oxygen. The challenge of controlling the oxygen concentration
leads in many cases to conducting experiments at a single
oxygen concentration (usually that in water, in equilibrium
with air, at 276 mm). Link back to DTU Orbit Link back to DTU Orbit Citation (APA):
Ringborg, R. H., Pedersen, A. T., & Woodley, J. (2017). Automated Determination of Oxygen-Dependent
Enzyme Kinetics in a Tube-in-Tube Flow Reactor. ChemCatChem, 9(17), 3285 – 3288. https://doi.org/10.1002/cctc.201700811 this document breaches copyright please contact us providing details, and we will remove access to the work immediate
ur claim. Communications DOI: 10.1002/cctc.201700811 DOI: 10.1002/cctc.201700811 Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a bination of both approaches. Regardless of the approach taken,
enzyme improvement naturally starts in the hands of the pro-
tein engineer who typically screens for improved enzymes
using single point measurements (i.e. at a single substrate con-
centration) to go through many enzyme variants.[4] In this way,
protein engineering is able to deliver improved enzymes, also
catalyzing the conversion of non-natural substrates.[5] However,
single point measurements can only reveal apparent kinetic
constants, such as the so-called specificity constant (Vmax/KM),
which can be misleading as the basis for selecting the optimal
enzyme.[6–8] At points in development at which selection is
made from a smaller pool of protein variants, it would be
highly desirable to comprehensively quantify the kinetics, to
have an adequate basis for deciding on the best enzyme for a
given reaction, and reactor configuration. Likewise, it is necessa-
ry to determine the activity of an enzyme of interest over the
full range of potential operating conditions to be able to truly
assess the possibilities for process implementation. On this
premise, we suggest that comprehensive kinetic investigations
should be integrated into the improvement cycle of an enzyme
for application. In this way it would be possible to direct screen-
ing to focus on evolving improved enzymatic kinetic properties,
which are ideal for process implementation. To realize such a
scheme, it is necessary to develop an automated characteriza-
tion system.[9] Herein, we present one such system focused on
collecting kinetic data for oxygen-dependent enzymes. Enzyme-mediated oxidation is of particular interest to synthetic
organic chemists. However, the implementation of such sys-
tems demands knowledge of enzyme kinetics. Conventionally
collecting kinetic data for biocatalytic oxidations is fraught
with difficulties such as low oxygen solubility in water and lim-
ited oxygen supply. Here, we present a novel method for the
collection of such kinetic data using a pressurized tube-in-tube
reactor, operated in the low-dispersed flow regime to generate
time-series data, with minimal material consumption. Experi-
mental development and validation of the instrument revealed
not only the high degree of accuracy of the kinetic data ob-
tained, but also the necessity of making measurements in this
way to enable the accurate evaluation of high KMO enzyme sys-
tems. For the first time, this paves the way to integrate kinetic
data into the protein engineering cycle. T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim
85 ChemCatChem 2017, 9, 3285 – 3288 Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a Air saturation is however insufficient to
achieve enzyme saturation for several industrially interesting
oxidases[10–12] and, in any case, it introduces uncertainty into
parameter estimations. Indeed, conventional experiments can
only reveal apparent Michaelis constants which are confined to
the tested parameter space and should therefore be compared
with great care. Likewise, oxygen supply is often carried out by
bubbling air through the reaction solution. However, in doing
so, it is necessary to consider the stripping of any volatile sub-
strate(s) and product(s), as well as potential enzyme deactiva-
tion at the gas-liquid interface.[13] The constraint on the limited
dissolved oxygen concentration in water can be alleviated by
pressurizing the reactor or by using enriched air (to increase [a] Dr. R. H. Ringborg,+ A. Toftgaard Pedersen,+ Prof. J. M. Woodley
Department of Chemical and Biochemical Engineering
Technical University of Denmark
DK-2800 Kgs. Lyngby (Denmark)
E-mail: jw@kt.dtu.dk
[b] Dr. R. H. Ringborg+
EchoSkye
DK-2300 Copenhagen S (Denmark)
[++] These authors contributed equally to this work. Supporting information and the ORCID identification number(s) for the
author(s) of this article can be found under https://doi.org/10.1002/
cctc.201700811. T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA. This is an open access article under the terms of the Creative Commons
Attribution License, which permits use, distribution and reproduction in
any medium, provided the original work is properly cited. [a] Dr. R. H. Ringborg,+ A. Toftgaard Pedersen,+ Prof. J. M. Woodley
Department of Chemical and Biochemical Engineering
Technical University of Denmark
DK-2800 Kgs. Lyngby (Denmark)
E-mail: jw@kt.dtu.dk
[b] Dr. R. H. Ringborg+
EchoSkye
DK-2300 Copenhagen S (Denmark)
[++] These authors contributed equally to this work. Supporting information and the ORCID identification number(s) for the
author(s) of this article can be found under https://doi.org/10.1002/
cctc.201700811. T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA. This is an open access article under the terms of the Creative Commons
Attribution License, which permits use, distribution and reproduction in
any medium, provided the original work is properly cited. T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA. This is an open access article under the terms of the Creative Commons
Attribution License, which permits use, distribution and reproduction in
any medium, provided the original work is properly cited. T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA. Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a We reasoned this would make the
TiTR ideal for studying the kinetics of oxygen dependent bio-
catalytic reactions, since the challenges of conventional sys-
tems can be avoided by creating a bubble-free aeration
system. The small dimensions of the inner tube (I.D/O.D. 230/
410 mm) maximize the surface-to-volume ratio, which com-
bined with the high oxygen permeability of Teflon AF-2400,
enables very high oxygen supply rates. This TiTR allows opera-
tion at dissolved concentrations of oxygen very close to the
equilibrium value between the gas phase and the reaction
medium, despite a low driving force (i.e. the reactor will oper-
ate at a dissolved oxygen concentration within 99% of satura-
tion). Additionally, by pressurizing both the inner and outer
tube, the oxygen solubility in the reaction mixture can be in-
creased proportionally. The setup therefore allows control over
oxygen as a substrate in oxygen-dependent enzyme reactions. Furthermore, the TiTR satisfies the requirement for negligible
change in substrate concentration for measurement of initial
rates, since oxygen can be supplied along the reactor as it is
consumed. Based on this concept, a system suitable for kinetic
characterization of oxygen dependent enzymes was developed
by combining the TiTR with precise liquid and gas supply sys-
tems and connecting the outlet of the inner tube to a UV/Vis
detector. By means of a switch valve, samples were carried
from the injection loop into the detector, where the solution
was subjected to flow injection analysis. To demonstrate the performance of the instrument, the
well-known enzyme, glucose oxidase (GOx, E.C. 1.1.3.4), was se-
lected. The GOx enzyme catalyzes the oxidation of glucose to
glucono-d-lactone, using molecular oxygen (which is itself re-
duced to hydrogen peroxide). Following the enzymatic reac-
tion, glucono-d-lactone is spontaneously hydrolyzed to glucon-
ic acid, which formation can be followed spectrophotometri-
cally (see Supporting Information). The hydrogen peroxide
formed is removed instantaneously by the addition of catalase,
which enables its conversion into water and half the stoichio-
metric amount of oxygen. The removal of hydrogen peroxide
forces the reaction to proceed in a unidirectional manner and
also protects GOx from oxidation. GOx has been shown to
follow a ping-pong bi-bi reaction mechanism (Scheme 1)[24] for
which a rate expression can be derived (Equation (1)). Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a Conse-
quently, the reactor can be described by plug-flow behavior,
which was used in a method recently reported by Moore and
Jensen.[21] In this method, at low residence time, steady-state is
obtained and the flow rate is subsequently ramped down. By
following the conversion during the ramp, initial rate measure-
ments (i.e. concentration-time profiles) are possible without
the need to obtain multiple steady-states. Nevertheless, the re-
ported Moore and Jensen method requires modification for
biocatalysis. Low dispersed flow is very dependent on the dif-
fusivity of the solutes, and the large size of enzyme catalysts
translates into a two order-of-magnitude lower diffusivity com-
pared to small molecules (10@11 cf. 10@9 m2s@1).[22,23] The axial
dispersion of enzymes will therefore be much more pro-
nounced, indicating that enzymes are more dispersed along
the length of the channel compared to the small molecule re-
actants and the resulting products. It was therefore necessary
to make sure that the enzyme concentration in the entire reac-
tor volume remained constant. This was ensured by achieving
steady-state with respect to the enzyme concentration and
thereafter keeping the enzyme feed concentration constant, in-
dependent of the liquid flow rate. In this way, it was assumed
that the degree of dispersion would be dependent on the dif-
fusion coefficients of the substrate(s) and product(s) alone. The
integrated combination of each of the aforementioned devel-
opments has led to the establishment of the current instru-
ment, which now gives a novel and automated way of kineti-
cally characterizing oxygen-dependent enzymes, see Figure 1. The specific details of the setup are described in the Support-
ing Information (SI). Recently, the Teflon AF-2400 fluoropolymer,[14] which is char-
acterized by high gas permeability, has been used as a mem-
brane in the latest development of the so-called Tube-in-Tube
Reactor (TiTR) design[15] which has previously proven to be
useful for the supply of gaseous substrates to liquid reaction
media while retaining the chemical resistance of traditional flu-
oropolymers.[16,17] The TiTR is made of an inner Teflon AF-2400
tube encased within an outer PTFE tube with low oxygen per-
meability. A mixture of oxygen and nitrogen is supplied in the
space between the two tubes, whereby the oxygen can be
transferred to the liquid reaction mixture in the inner tube
through the membrane. ChemCatChem 2017, 9, 3285 – 3288 Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a This is an open access article under the terms of the Creative Commons
Attribution License, which permits use, distribution and reproduction in
any medium, provided the original work is properly cited. 3285 ChemCatChem 2017, 9, 3285 – 3288 Communications the partial pressure), whereas the interfacial effect can only be
alleviated by introducing a physical barrier between the gas
and the liquid. “tongue” profile of laminar flow, and solute concentrations will
thereby only change along the length of the reactor. Conse-
quently, the reactor can be described by plug-flow behavior,
which was used in a method recently reported by Moore and
Jensen.[21] In this method, at low residence time, steady-state is
obtained and the flow rate is subsequently ramped down. By
following the conversion during the ramp, initial rate measure-
ments (i.e. concentration-time profiles) are possible without
the need to obtain multiple steady-states. Nevertheless, the re-
ported Moore and Jensen method requires modification for
biocatalysis. Low dispersed flow is very dependent on the dif-
fusivity of the solutes, and the large size of enzyme catalysts
translates into a two order-of-magnitude lower diffusivity com-
pared to small molecules (10@11 cf. 10@9 m2s@1).[22,23] The axial
dispersion of enzymes will therefore be much more pro-
nounced, indicating that enzymes are more dispersed along
the length of the channel compared to the small molecule re-
actants and the resulting products. It was therefore necessary
to make sure that the enzyme concentration in the entire reac-
tor volume remained constant. This was ensured by achieving
steady-state with respect to the enzyme concentration and
thereafter keeping the enzyme feed concentration constant, in-
dependent of the liquid flow rate. In this way, it was assumed
that the degree of dispersion would be dependent on the dif-
fusion coefficients of the substrate(s) and product(s) alone. The
integrated combination of each of the aforementioned devel-
opments has led to the establishment of the current instru-
ment, which now gives a novel and automated way of kineti-
cally characterizing oxygen-dependent enzymes, see Figure 1. The specific details of the setup are described in the Support-
ing Information (SI). “tongue” profile of laminar flow, and solute concentrations will
thereby only change along the length of the reactor. www.chemcatchem.org T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim
3286 Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a Although such a reactor is very useful for conducting
oxygen-dependent enzyme reactions (under pressure), we real-
ized that a further development was still necessary for the
meaningful collection of kinetic data. Laboratory flow reactors
typically operate in the laminar flow regime with large axial
dispersion, which requires steady-state experiments. Such ex-
periments often consume more material over a longer time
period and with a lower sampling frequency than those per-
formed in equivalent batch apparatus.[18] Recently, a review of
Taylor’s work regarding mixing and dispersion[19] has led to the
application of low dispersed flow in microreactors.[20] This is a
unique regime of laminar flow that occurs only at a microflui-
dic scale.[20] In this flow regime, the radial mixing from the
center of the tube to the edges is governed solely by diffusion. At the microscale, the diffusion lengths are by definition very
small and this will in turn give very short radial mixing times. Low dispersed flow will therefore flatten the well-known r
E½ A ¼
kcatS O
S O þ KMO S þ KMS O
ð1Þ ð1Þ The flow manipulation method applied to produce the
equivalent batch data from the setup, requires an accurate de-
termination of the reactor volume. Hence, initially, residence
time distribution experiments were conducted to determine
the volume of the reactor (155:1.8 mL, see Supporting Infor-
mation). Next, the results of the flow method were compared
with steady-state operation, and it was shown that the setup T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim
3286 Figure 1. Experimental setup of the Tube-in-Tube Reactor. The three syringe pumps on the left deliver a liquid solution to the inner membrane tube, illustrat-
ed by the orange line. Two mass flow controllers are used to vary the gas composition in the range 5–100% O2, supplied to the outer tube. The gas is
wetted and heated before entering the reactor to avoid the stripping of water from the inner tube. The gas was fed through an outer tube, made of PTFE. A
pressure regulator and a manometer were located at both ends of the two tubes to control the pressure, as well as to ensure an equal or higher pressure on
the liquid side of the membrane. Figure 1. Experimental setup of the Tube-in-Tube Reactor. Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a The three syringe pumps on the left deliver a liquid solution to the inner membrane tube, illustrat-
ed by the orange line. Two mass flow controllers are used to vary the gas composition in the range 5–100% O2, supplied to the outer tube. The gas is
wetted and heated before entering the reactor to avoid the stripping of water from the inner tube. The gas was fed through an outer tube, made of PTFE. A
pressure regulator and a manometer were located at both ends of the two tubes to control the pressure, as well as to ensure an equal or higher pressure on
the liquid side of the membrane. Scheme 1. Cleveland representation of the glucose oxidase ping-pong bi bi
mechanism. E denotes the oxidized free form of the enzyme whereas F de-
notes the reduced form of the free enzyme. Figure 2. Specific initial reaction rate vs. oxygen concentration in Batch (x)
and TiTR (o) at a glucose concentration of 400 mm (blue), 200 mm (red),
100 mm (yellow), and 25 mm (purple). Full lines represent the model fit to
the TiTR results. The experiments were carried out at pH 7, 258C and atmos-
pheric pressure. The batch data was scaled by a factor of 0.79 to correct for
time dependent degradation of the enzyme formulation between the ex-
periments, see Supporting Information. Scheme 1. Cleveland representation of the glucose oxidase ping-pong bi bi
mechanism. E denotes the oxidized free form of the enzyme whereas F de-
notes the reduced form of the free enzyme. indeed produces time-series data even with the addition of a
slow diffusing (bio)catalyst (see SI). Finally, to validate the
enzyme kinetics measured in the TiTR, equivalent experiments
to those carried out in batch by Toftgaard Pedersen and co-
workers[25] were conducted. In the batch experiments, the
setup used an aerated stirred tank reactor with adjustable
oxygen/nitrogen feed. The comparison revealed an excellent
correlation between the two systems and the combined results
of the validation experiments confirmed that the kinetics de-
termined using the TiTR setup are reliable (Figure 2). Figure 2. Specific initial reaction rate vs. oxygen concentration in Batch (x)
and TiTR (o) at a glucose concentration of 400 mm (blue), 200 mm (red),
100 mm (yellow), and 25 mm (purple). Full lines represent the model fit to
the TiTR results. ChemCatChem 2017, 9, 3285 – 3288 Keywords: automated
flow
reactor
·
enzyme
catalysis
·
kinetics · oxidation · tube-in-tube [1] W. Kroutil, H. Mang, K. Edegger, K. Faber, Adv. Synth. Catal. 2004, 346,
125–142. [2] F. Hollmann, I. W. C. E. Arends, K. Buehler, A. Schallmey, B. Behler, Green
Chem. 2011, 13, 226. [3] T. Punniyamurthy, S. Velusamy, J. Iqbal, Chem. Rev. 2005, 105, 2329–
2363. Figure 3. Data collected in the TiTR at 1 atm. (0.14–1.3 mm O2) and 6 bar
(0.9–7.13 mm O2) at a glucose concentration of 400 mm (blue), 200 mm
(red), 100 mm (yellow), and 25 mm (purple). Full lines represent the model
fit. Experiments were carried out at pH 7 and 258C. [4] A. Fallah-Araghi, J.-C. Baret, M. Ryckelynck, A. D. Griffiths, Lab Chip
2012, 12, 882–891. [5] U. T. Bornscheuer, G. W. Huisman, R. J. Kazlauskas, S. Lutz, J. C. Moore, K. Robins, Nature 2012, 485, 185–194. [6] R. Eisenthal, M. J. Danson, D. W. Hough, Trends Biotechnol. 2007, 25,
247–249. and TiTR, the batch setup requires four full days of labor. Fur-
thermore, the small dimensions of the system make it possible
to collect one initial rate measurement per 1.4 mL of reaction
mixture, which is considerably less than the 150 mL required in
the alternative sparged batch setup. [7] D. E. Koshland, Bioorg. Chem. 2002, 30, 211–213. [8] R. J. Fox, M. D. Clay, Trends Biotechnol. 2009, 27, 137–140. [9] R. H. Ringborg, J. M. Woodley, React. Chem. Eng. 2016, 1, 10–22. [10] M. Nordkvist, P. M. Nielsen, J. Villadsen, Biotechnol. Bioeng. 2007, 97,
694–707. [11] M. Ghanem, F. Fan, K. Francis, G. Gadda, Biochemistry 2003, 42, 15179–
15188. In summary, we have developed and validated an automat-
ed flow reactor system that rapidly and accurately determines
the kinetics of oxygen-dependent enzymes. The tool allows
perfect control of the oxygen concentration in solution, which
by pressurizing the system can enable values that are up to
25-fold higher than the values achievable by using merely air
under atmospheric conditions. Operation in the low dispersed
flow regime allowed the generation of time-series data with an
enzymatic catalyst, despite its low diffusivity, and the resulting
data were in good agreement with experiments conducted in
a batch system. The system is capable of characterizing the ki-
netics of any enzyme within the oxidoreductase class (EC 1),
for which reactions frequently result in changes to the UV-
spectra, to enable facile quantification of conversion. Keywords: automated
flow
reactor
·
enzyme
catalysis
·
kinetics · oxidation · tube-in-tube The ap-
plication is however not limited to oxygen-dependent en-
zymes alone, but can in principle be used to study many other
enzymes using gaseous substrates, such as hydrogenases
(using H2),[26] formate dehydrogenases (using CO2)[27] or meth-
ane monooxygenases (using CH4).[28] The tool presented here
could introduce kinetic characterization of oxidoreductases
into the catalyst development cycle, where biocatalytic reac-
tion engineering can be used to guide both process and pro-
tein engineering.[9,29] The need to improve this development
cycle further is particularly important to facilitate the wider
and more effective implementation of biocatalytic reactions,
especially in the pharmaceutical industry.[30] [12] L. Pollegioni, B. Langkau, W. Tischer, S. Ghisla, M. S. Pilone, J. Biol. Chem. 1993, 268, 13850–13857. 13] A. S. Bommarius, A. Karau, Biotechnol. Prog. 2005, 21, 1663–167 [14] P. R. Resnick, W. H. Buck in Mod. Fluoropolymers, Wiley, Chichester, 1997,
pp. 397–419. [15] A. Polyzos, M. O. Brien, T. P. Petersen, I. R. Baxendale, S. V. Ley, Angew. Chem. Int. Ed. 2011, 50, 1190–1193; Angew. Chem. 2011, 123, 1222–
1225. [16] M. O’Brien, N. Taylor, A. Polyzos, I. R. Baxendale, S. V. Ley, Chem. Sci. 2011, 2, 1250. [17] B. Tomaszewski, A. Schmid, K. Buehler, Org. Process Res. Dev. 2014, 18,
1516–1526. [18] F. E. Valera, M. Quaranta, A. Moran, J. Blacker, A. Armstrong, J. T. Cabral,
D. G. Blackmond, Angew. Chem. Int. Ed. 2010, 49, 2478–2485; Angew. Chem. 2010, 122, 2530–2537. [19] G. Taylor, Proc. R. Soc. London Ser. A 1953, 219, 186–203. [20] K. D. Nagy, B. Shen, T. F. Jamison, K. F. Jensen, Org. Process Res. Dev. 2012, 16, 976–981. [21] J. S. Moore, K. F. Jensen, Angew. Chem. Int. Ed. 2014, 53, 470–473;
Angew. Chem. 2014, 126, 480–483. [22] E. L. Cussler, Diffusion: Mass Transfer in Fluid Systems, Cambridge Univer-
sity Press, 2009. [23] M. E. Young, P. A. Carroad, R. L. Bell, Biotechnol. Bioeng. 1980, 22, 947–
955. [24] Q. H. Gibson, B. E. P. Swoboda, V. Massey, J. Biol. Chem. 1964, 239,
3927–3934. [25] A. Toftgaard Pedersen, T. Carvalho, E. Sutherland, G. Rehn, R. Ashe, J. M. Woodley, Biotechnol. Bioeng. 2017, 114, 1222–1230. [26] L. Lauterbach, O. Lenz, K. A. Vincent, FEBS J. 2013, 280, 3058–3068. [27] J. Shi, Y. Jiang, Z. Jiang, X. Wang, X. Wang, S. Zhang, P. Han, C. Yang,
Chem. Soc. Rev. 2015, 44, 5981–6000. [28] S. I. Chan, Y. J. Lu, P. Nagababu, S. Maji, M. C. The authors declare no conflict of interest. Keywords: automated
flow
reactor
·
enzyme
catalysis
·
kinetics · oxidation · tube-in-tube Keywords: automated
flow
reactor
·
enzyme
catalysis
·
kinetics · oxidation · tube-in-tube Hung, M. M. Lee, I. J. Hsu,
P. D. Minh, J. C. H. Lai, K. Y. Ng, S. Ramalingam, S. S. F. Yu, M. K. Chan,
Angew. Chem. Int. Ed. 2013, 52, 3731–3735; Angew. Chem. 2013, 125,
3819–3823. Communications Conflict of interest Figure 3. Data collected in the TiTR at 1 atm. (0.14–1.3 mm O2) and 6 bar
(0.9–7.13 mm O2) at a glucose concentration of 400 mm (blue), 200 mm
(red), 100 mm (yellow), and 25 mm (purple). Full lines represent the model
fit. Experiments were carried out at pH 7 and 258C. ChemCatChem 2017, 9, 3285 – 3288 T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim
288 Rolf H. Ringborg+,[a, b] Asbjørn Toftgaard Pedersen+,[a] and John M. Woodley*[a The experiments were carried out at pH 7, 258C and atmos-
pheric pressure. The batch data was scaled by a factor of 0.79 to correct for
time dependent degradation of the enzyme formulation between the ex-
periments, see Supporting Information. Table 1. Parameter estimations based on different experimental data. Pressure is given as absolute pressure. Parameter
Batch reactor
TiTR
TiTR
(1 atm)
(1 atm)
(1 atm+6 bar)
kcat [mmolmin@1 mg@1][a]
17.58:0.62[b]
17.78:1.39
17.82:0.47
KMO [mm]
0.45:0.04
0.51:0.09
0.52:0.03
KMS [mm]
73.1:6.87
75.2:9.38
74.57:5.55
[a] Based on milligrams of liquid formulation [b] The batch data is scaled
by a factor 0.79 to correct for time dependent degradation of the
enzyme formulation between the experiments, see SI. Table 1. Parameter estimations based on different experimental data. Pressure is given as absolute pressure. The fit of Equation (1) to these data revealed a relatively
high Michaelis constant of 0.52 mm for oxygen (Table 1), which
is also obtained from the unsaturated enzyme kinetics ob-
served at high glucose concentrations and atmospheric pres-
sure (Figure 2). It is generally accepted, that to reliably quantify
Michaelis constants it is necessary to measure enzyme kinetics
in a sufficiently large range of substrate concentrations, com-
prising values that are 5-fold (as a minimum, and preferably
10-fold) higher and lower than the true KM. In the TiTR setup,
this was achieved by increasing the operating pressure of the
setup to 6 bar to increase the maximum dissolved oxygen con-
centration to 7.13 mm (using pure O2 at 258C). Enzyme satura-
tion was thereby obtained even at the highest concentration
of glucose (Figure 3), enabling a more reliable prediction of all
the kinetic parameters (Table 1). [a] Based on milligrams of liquid formulation [b] The batch data is scaled
by a factor 0.79 to correct for time dependent degradation of the
enzyme formulation between the experiments, see SI. The TiTR setup was fully automated and computer con-
trolled, thereby enabling characterization of an oxygen-depen-
dent enzyme within 24 hours with minimal manual labor. While the preparation of solutions is identical for both batch 3287 85 – 3288
www.chemcatchem.org
T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim
3287 www.chemcatchem.org T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim
287 Acknowledgements [29] J. M. Woodley, Curr. Opin. Chem. Biol. 2013, 17, 310–316. The research leading to these results has received funding from
the European Union’s Seventh Framework Programme for re-
search, technological development and demonstration under
grant agreement n8 613849 supporting the project BIOOX (A.T.P.). The authors acknowledge Novozymes A/S (Bagsværd, DK) for
kindly supplying the enzyme used for this research. [30] M. D. Truppo, ACS Med. Chem. Lett. 2017, https://doi.org/10.1021/acs-
medchemlett.7b00114. Manuscript received: May 16, 2017
Revised manuscript received: June 21, 2017
Accepted manuscript online: June 27, 2017
Version of record online: August 10, 2017 T 2017 The Authors. Published by Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim
3288 ChemCatChem 2017, 9, 3285 – 3288 3288 www.chemcatchem.org
|
https://openalex.org/W2220858411
|
https://europepmc.org/articles/pmc3998472?pdf=render
|
English
| null |
3-(4-Hexyloxyphenyl)-1,2,4-triazolo[3,4-<i>b</i>]benzothiazole
|
Acta crystallographica. Section E
| 2,014
|
cc-by
| 3,323
|
Dieter Schollmeyer and Heiner Detert* 3441 reflections with I > 2(I)
Rint = 0.074 University Mainz, Duesbergweg 10-14, 55099 Mainz, Germany
Correspondence e-mail: detert@uni-mainz.de Refinement
R[F 2 > 2(F 2)] = 0.047
wR(F 2) = 0.119
S = 1.04
4225 reflections Received 28 January 2014; accepted 29 January 2014 227 parameters
H-atom parameters constrained
max = 0.30 e A˚ 3
min = 0.23 e A˚ 3 Key indicators: single-crystal X-ray study; T = 193 K; mean (C–C) = 0.002 A˚;
R factor = 0.047; wR factor = 0.119; data-to-parameter ratio = 18.6. Data collection: X-AREA (Stoe & Cie, 2011); cell refinement: X-
AREA; data reduction: X-RED (Stoe & Cie, 2011); program(s) used
to solve structure: SIR97 (Altomare et al., 1999); program(s) used to
refine structure: SHELXL97 (Sheldrick, 2008); molecular graphics:
PLATON (Spek, 2009); software used to prepare material for
publication: PLATON. The title compound, C20H21N3OS, was prepared by Huisgen
reaction of 5-(4-hexyloxyphenyl)tetrazole and chlorobenzo-
thiazole. The essentially planar benzothiazolotriazole frame-
work [maximum deviation from the mean plane of 0.077 (1) A˚
for the bridgehead N atom] and the phenyl ring form a
dihedral angle of 53.34 (5). The hexyloxy chain adopts a
gauche–all-anti conformation. The intracentroid separation of
3.7258 (8) A˚ between the triazole and benzene rings is the
closest contact between individual molecules in the crystal. Supporting information for this paper is available from the IUCr
electronic archives (Reference: NC2323). Related literature Altomare, A., Burla, M. C., Camalli, M., Cascarano, G. L., Giacovazzo, C.,
Guagliardi, A., Moliterni, A. G. G., Polidori, G. & Spagna, R. (1999). J. Appl. Cryst. 32, 115–119. For related benzothiazolotriazoles, see: Butler et al. (1972);
Reynolds & van Allan (1959). For triazolo-annulation via
tetrazoles, see: Christiano et al. (2008). For the Huisgen
reaction, see: Huisgen et al. (1960,1961). For the structures of
related triazolo-annulated heterocycles, see: Preis et al. (2011a,b); Herget et al. (2013); Puviarasnan et al. (1999). pp
y
Butler, R. N., O’Sullivan, P. & Scott, L. F. (1972). J. Chem. Soc. Perkin Trans. 1,
pp. 1519–1523. Christiano, R., Gallardo, H., Bortoluzzi, A. J., Bechtold, I. H., Campos, C. E. M. & Longo, L. R. (2008). Chem. Commun. pp. 5134–5136. Herget, K., Schollmeyer, D. & Detert, H. (2013). Acta Cryst. E69, o365–o366. Huisgen, R., Sturm, H. J. & Markgraf, J. H. (1960). Chem. Ber. 93, 2106–2124. Huisgen, R., Sturm, H. J. & Seidel, M. (1961). Chem. Ber. 94, 1555–1562. Preis, J., Schollmeyer, D. & Detert, H. (2011a). Acta Cryst. E67, o987. Preis, J., Schollmeyer, D. & Detert, H. (2011b). Acta Cryst. E67, o2551. Puviarasan, K., Govindasamy, L., Shanmuga Sundara Raj, S., Velmurugan, D.,
Jayanthi, G. & Fun, H.-K. (1999). Acta Cryst. C55, 948–951. Reynolds, G. A. & van Allan, J. A. (1959). J. Org. Chem. 24, 1478–1486. Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122. Spek, A. L. (2009). Acta Cryst. D65, 148–155. Stoe & Cie (2011). X-AREA and X-RED. Stoe & Cie, Darmstadt, Germany. Christiano, R., Gallardo, H., Bortoluzzi, A. J., Bechtold, I. H., Campos, C. E. M. & Longo, L. R. (2008). Chem. Commun. pp. 5134–5136. Herget, K., Schollmeyer, D. & Detert, H. (2013). Acta Cryst. E69, o365–o366. Huisgen, R., Sturm, H. J. & Markgraf, J. H. (1960). Chem. Ber. 93, 2106–2124. Huisgen, R., Sturm, H. J. & Seidel, M. (1961). Chem. Ber. 94, 1555–1562. Preis, J., Schollmeyer, D. & Detert, H. (2011a). Acta Cryst. E67, o987. Preis, J., Schollmeyer, D. & Detert, H. (2011b). Acta Cryst. E67, o2551. Puviarasan, K., Govindasamy, L., Shanmuga Sundara Raj, S., Velmurugan, D., uviarasan, K., Govindasamy, L., Shanmuga Sundara Raj, S., Ve Puviarasan, K., Govindasamy, L., Shanmuga Sundara Raj, S., Velmurugan, D., Jayanthi, G. & Fun, H.-K. (1999). Acta Cryst. C55, 948–951 Jayanthi, G. & Fun, H.-K. (1999). Acta Cryst. C55, 948–951. Reynolds, G. A. & van Allan, J. A. (1959). J. Org. Chem. 24, 1478–1486. 3-(4-Hexyloxyphenyl)-1,2,4-triazolo-
[3,4-b]benzothiazole
Dieter Schollmeyer and Heiner Detert*
University Mainz, Duesbergweg 10-14, 55099 Mainz, Germany
Correspondence e-mail: detert@uni-mainz.de
Received 28 January 2014; accepted 29 January 2014
Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Experimental
Crystal data
C20H21N3OS
Mr = 351.46
Orthorhombic, Pbcn
a = 10.7369 (4) A˚
b = 9.1770 (3) A˚
c = 35.6567 (11) A˚ V = 3513.3 (2) A˚ 3
Z = 8
Mo K radiation
= 0.20 mm1
T = 193 K
0.50 0.20 0.20 mm 3-(4-Hexyloxyphenyl)-1,2,4-triazolo-
[3,4-b]benzothiazole Data collection
Stoe IPDS 2T diffractometer
26869 measured reflections
4225 independent reflections Acta Cryst. (2014). E70, o247 organic compounds 3. Refinement Hydrogen atoms attached to carbons were placed at calculated positions with C—H = 0.95 Å (aromatic) or 0.98–0.99 Å
(sp3 C-atom). All H atoms were refined in the riding-model approximation with isotropic displacement parameters (set at
1.2–1.5 times of the Ueq of the parent atom). 2. Experimental The title compound was prepared by adding chlorobenzothiazole (0.49 g, 2.75 mmol) to a stirred solution of 5-(4-hexyl-
oxyphenyl)tetrazole (0.67 g, 2.75 mmol) and collidine (0.5 ml) in xylenes (12 ml). The mixture was stirred for 15 h at
ambient temperature and heated to 392 K for 24 h. The cooled solution was filtered, washed with water (30 ml), dried
(CaCl2) and concentrated. Chromatography on silica gel using toluene / ethyl acetate 3 / 7 (Rf = 0.15) as an eluent yielded
0.66 g of the pure title compound (68%). Recrystallization from methanol / dichloromethane gave off-white crystals with
m.p. = 400 K 1. Comment The Huisgen reaction of tetrazoles and 2-chloroazines is a versatile method for the synthesis of 1,2,4-triazolo-annulated
azines see: Preis et al. (2011a, 2011b), Herget et al. (2013), and Christiano et al. (2008). This method is also applicable to
azoles with active chlorine and this structure confirms the corresponding [3,4-b]- annulation. The essentially planar
benzothiazolotriazole framework of title compound C20H21N3OS (max. deviation 0.077 Å from mean plane at N(8) and
the planar phenyl ring open a dihedral angle of 53.34 (5)°. The structural features of the π-system are very similar to a
derivative lacking the hexyloxy group, see Puviarasnan et al. (1999). The O19—C20 bond is nearly coplanar with the
mean plane of the phenyl ring (torsion angle: 6.6°) and the hexyl chain shows a gauche-all-anti konformation. A minimal
distance of 3.73 Å between neighbouring molecules was found for the centroids of the triazole and the benzo-ring. Related literature Sheldrick G M (2008) A t C
t A64 112 122 y
,
,
(
)
y
,
Reynolds, G. A. & van Allan, J. A. (1959). J. Org. Chem. 24, 1478–1486. Reynolds, G. A. & van Allan, J. A. (1959). J. Org. Chem. 24, y
(
)
Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122. (
)
y
Spek, A. L. (2009). Acta Cryst. D65, 148–155. Stoe & Cie (2011). X-AREA and X-RED. Stoe & Cie, Darmstadt, Germany. o247 Acta Cryst. (2014). E70, o247 Schollmeyer and Detert
o247 doi:10.1107/S1600536814002153 Schollmeyer and Detert
o supplementary materials Acta Cryst. (2014). E70, o247 [doi:10.1107/S1600536814002153] Acta Cryst. (2014). E70, o247 [doi:10.1107/S1600536814002153] Acta Cryst. (2014). E70, o247 [doi:10.1107/S1600536814002153] Acta Cryst. (2014). E70, o247 [doi:10.1107/S1600536814002153] Figure 1 Figure 1
Crystal structure of the title compound with labeling and displacement ellipsoids drawn at the 50% probability level. 3-(4-Hexyloxyphenyl)-1,2,4-triazolo[3,4-b]benzothiazole Computing details Data collection: X-AREA (Stoe & Cie, 2011); cell refinement: X-AREA (Stoe & Cie, 2011); data reduction: X-RED (Stoe
& Cie, 2011); program(s) used to solve structure: SIR97 (Altomare et al., 1999); program(s) used to refine structure:
SHELXL97 (Sheldrick, 2008); molecular graphics: PLATON (Spek, 2009); software used to prepare material for
publication: PLATON (Spek, 2009). sup-1 Acta Cryst. (2014). E70, o247 supplementary materials Figure 1 Special details Experimental. 1H-NMR (CDCl3): δ = 7.66 (m, 3 H); 7.51 (d, 1 H, J = 7.5 Hz), 7.35 ("t", 1 H), 7.29 ("t", 1H), 7.06 (d, 2
H, J = 8 Hz), 4.05, t, 2 H), 1.83 (qui, 2 H), 1.48 (qui, 2 H), 1.33 (m, 4 H), 0.90 ("t", 3H). 13C-NMR(CDCl3): δ = 156.0,
150.7, 154.3, 127.5, 125.5 (2c), 125.0, 121.2, 121.1, 119.7, 113.5, 109.9, 109.2, 63.2, 26.5, 24.1, 20.6, 17.5, 8.9. FD—
MS:351.4 (M+H+). UV-Vis: dichloromethane: λmax = 260 nm (log ε = 4.11), λmax = 298 nm (log ε = 3.85); cyclohexane:
λmax = 261 nm, λmax = 298 nm; λmax = 298 nm; ethanol: λmax = 258 nm, λmax = 295 nm; fluorescence:
dichloromethane: λmax = 356 nm; cyclohexane: λmax = 333 nm; ethanol: λmax = 358 nm. Geometry. All e.s.d.'s (except the e.s.d. in the dihedral angle between two l.s. planes) are estimated using the full
covariance matrix. The cell e.s.d.'s are taken into account individually in the estimation of e.s.d.'s in distances, angles and
torsion angles; correlations between e.s.d.'s in cell parameters are only used when they are defined by crystal symmetry. An approximate (isotropic) treatment of cell e.s.d.'s is used for estimating e.s.d.'s involving l.s. planes. Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2,
conventional R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used
only for calculating R-factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2
are statistically about twice as large as those based on F, and R- factors based on ALL data will be even larger. Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2,
conventional R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used
only for calculating R-factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2
are statistically about twice as large as those based on F, and R- factors based on ALL data will be even larger. 3-(4-Hexyloxyphenyl)-1,2,4-triazolo[3,4-b]benzothiazole Crystal data
C20H21N3OS
Mr = 351.46
Orthorhombic, Pbcn
Hall symbol: -P 2n 2ab
a = 10.7369 (4) Å
b = 9.1770 (3) Å
c = 35.6567 (11) Å
V = 3513.3 (2) Å3
Z = 8
F(000) = 1488
Dx = 1.329 Mg m−3
Melting point: 400 K
Mo Kα radiation, λ = 0.71073 Å
Cell parameters from 32877 reflections
θ = 2.2–33.7°
µ = 0.20 mm−1
T = 193 K
Needle, colourless
0.50 × 0.20 × 0.20 mm
Data collection
Stoe IPDS 2T
diffractometer
Radiation source: sealed X-ray tube, 12 x 0.4
mm long-fine focus
Graphite monochromator
Detector resolution: 6.67 pixels mm-1
rotation method scans
26869 measured reflections
4225 independent reflections
3441 reflections with I > 2σ(I)
Rint = 0.074
θmax = 28.0°, θmin = 2.9°
h = −14→14
k = −8→12
l = −47→38
Refinement
Refinement on F2
Least-squares matrix: full
R[F2 > 2σ(F2)] = 0.047
wR(F2) = 0.119
S = 1.04
4225 reflections
227 parameters
0 restraints
Primary atom site location: structure-invariant
direct methods
Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.0653P)2 + 0.9425P]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max = 0.001
Δρmax = 0.30 e Å−3
Δρmin = −0.23 e Å−3 Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.0653P)2 + 0.9425P]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max = 0.001
Δρmax = 0.30 e Å−3
Δρmin = −0.23 e Å−3 sup-2 Acta Cryst. (2014). E70, o247 supplementary materials Acta Cryst. (2014). E70, o247 Special details Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq
S1
0.41618 (4)
0.26300 (4)
0.696695 (10)
0.03581 (13)
C2
0.40821 (12)
0.43744 (15)
0.67607 (4)
0.0304 (3)
C3
0.41068 (14)
0.57003 (18)
0.69481 (4)
0.0364 (3)
H3
0.4124
0.5737
0.7214
0.044*
C4
0.41053 (13)
0.69677 (17)
0.67376 (5)
0.0374 (3)
H4
0.4115
0.7884
0.6861
0.045*
C5
0.40897 (13)
0.69200 (16)
0.63482 (5)
0.0340 (3)
H5
0.4109
0.7804
0.6210
0.041*
C6
0.40465 (12)
0.55988 (15)
0.61587 (4)
0.0299 (3)
H6
0.4030
0.5564
0.5892
0.036*
C7
0.40282 (11)
0.43353 (14)
0.63696 (4)
0.0260 (3)
N8
0.40149 (10)
0.28738 (12)
0.62443 (3)
0.0263 (2)
C9
0.40200 (12)
0.20746 (15)
0.59169 (4)
0.0280 (3)
N10
0.41399 (11)
0.06852 (13)
0.60013 (4)
0.0348 (3)
N11
0.42111 (12)
0.05377 (13)
0.63912 (4)
0.0361 (3)
C12
0.41293 (12)
0.18574 (15)
0.65223 (4)
0.0304 (3)
C13
0.38612 (12)
0.26957 (15)
0.55412 (4)
0.0280 (3)
C14
0.46740 (13)
0.23437 (15)
0.52481 (4)
0.0311 (3)
H14
0.5331
0.1670
0.5291
0.037*
C15
0.45328 (13)
0.29627 (16)
0.48985 (4)
0.0323 (3)
H15
0.5089
0.2710
0.4702
0.039*
C16
0.35734 (12)
0.39615 (15)
0.48326 (4)
0.0289 (3)
C17
0.27419 (12)
0.42904 (15)
0.51209 (4)
0.0307 (3)
H17
0.2073
0.4947
0.5077
0.037*
C18
0.28918 (12)
0.36596 (15)
0.54696 (4)
0.0304 (3)
H18
0.2321
0.3889
0.5664
0.036*
O19
0.35160 (9)
0.45394 (11)
0.44817 (3)
0.0345 (2)
C20
0.25760 (14)
0.56334 (16)
0.44224 (4)
0.0354 (3)
H20A
0.2658
0.6407
0.4614
0.043*
H20B
0.1739
0.5191
0.4448
0.043*
C21
0.27167 (14)
0.62833 (16)
0.40378 (4)
0.0367 (3) Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2) sup-3 Acta Cryst. (2014). E70, o247 supplementary materials supplementary materials pp
y
1.396 (2)
C17—H17
0.9500
1.384 (2)
C18—H18
0.9500
0.9500
O19—C20
1.4392 (17)
1.389 (2)
C20—C21
1.503 (2)
0.9500
C20—H20A
0.9900
1.389 (2)
C20—H20B
0.9900
0.9500
C21—C22
1.521 (2)
1.382 (2)
C21—H21A
0.9900
0.9500
C21—H21B
0.9900
1.4137 (17)
C22—C23
1.517 (2)
1.3667 (18)
C22—H22A
0.9900
1.3787 (18)
C22—H22B
0.9900
1.3164 (18)
C23—C24
1.515 (2)
1.466 (2)
C23—H23A
0.9900
1.399 (2)
C23—H23B
0.9900
1.3012 (19)
C24—C25
1.512 (2)
1.3897 (19)
C24—H24A
0.9900
1.399 (2)
C24—H24B
0.9900
1.378 (2)
C25—H25A
0.9800
0.9500
C25—H25B
0.9800
1.399 (2)
C25—H25C
0.9800
0.9500
89.37 (7)
C18—C17—H17
120.1
120.26 (13)
C16—C17—H17
120.1
126.43 (12)
C17—C18—C13
121.31 (13)
113.28 (11)
C17—C18—H18
119.3
118.38 (14)
C13—C18—H18
119.3
120.8
C16—O19—C20
116.03 (11)
120.8
O19—C20—C21
109.90 (12)
121.03 (14)
O19—C20—H20A
109.7
119.5
C21—C20—H20A
109.7
119.5
O19—C20—H20B
109.7
120.94 (14)
C21—C20—H20B
109.7
119.5
H20A—C20—H20B
108.2
119.5
C20—C21—C22
115.56 (12)
117.91 (14)
C20—C21—H21A
108.4
121.0
C22—C21—H21A
108.4
121.0
C20—C21—H21B
108.4
121.42 (13)
C22—C21—H21B
108.4
128.61 (13)
H21A—C21—H21B
107.5
109.90 (12)
C23—C22—C21
111.77 (13)
104.52 (12)
C23—C22—H22A
109.3
114.67 (12)
C21—C22—H22A
109.3
140.56 (12)
C23—C22—H22B
109.3
108.80 (13)
C21—C22—H22B
109.3
126.64 (13)
H22A—C22—H22B
107.9
124.51 (12)
C24—C23—C22
114.37 (13)
109.03 (12)
C24—C23—H23A
108.7 C2—C7
1.396 (2)
C17—H17
0.9500
C3—C4
1.384 (2)
C18—H18
0.9500
C3—H3
0.9500
O19—C20
1.4392 (17)
C4—C5
1.389 (2)
C20—C21
1.503 (2)
C4—H4
0.9500
C20—H20A
0.9900
C5—C6
1.389 (2)
C20—H20B
0.9900
C5—H5
0.9500
C21—C22
1.521 (2)
C6—C7
1.382 (2)
C21—H21A
0.9900
C6—H6
0.9500
C21—H21B
0.9900
C7—N8
1.4137 (17)
C22—C23
1.517 (2)
N8—C12
1.3667 (18)
C22—H22A
0.9900
N8—C9
1.3787 (18)
C22—H22B
0.9900
C9—N10
1.3164 (18)
C23—C24
1.515 (2)
C9—C13
1.466 (2)
C23—H23A
0.9900
N10—N11
1.399 (2)
C23—H23B
0.9900
N11—C12
1.3012 (19)
C24—C25
1.512 (2)
C13—C18
1.3897 (19)
C24—H24A
0.9900
C13—C14
1.399 (2)
C24—H24B
0.9900
C14—C15
1.378 (2)
C25—H25A
0.9800
C14—H14
0.9500
C25—H25B
0.9800
C15—C16
1.399 (2)
C25—H25C
0.9800
C15—H15
0.9500
C12—S1—C2
89.37 (7)
C18—C17—H17
120.1
C3—C2—C7
120.26 (13)
C16—C17—H17
120.1
C3—C2—S1
126.43 (12)
C17—C18—C13
121.31 (13)
C7—C2—S1
113.28 (11)
C17—C18—H18
119.3
C4—C3—C2
118.38 (14)
C13—C18—H18
119.3
C4—C3—H3
120.8
C16—O19—C20
116.03 (11)
C2—C3—H3
120.8
O19—C20—C21
109.90 (12)
C3—C4—C5
121.03 (14)
O19—C20—H20A
109.7
C3—C4—H4
119.5
C21—C20—H20A
109.7
C5—C4—H4
119.5
O19—C20—H20B
109.7
C6—C5—C4
120.94 (14)
C21—C20—H20B
109.7
C6—C5—H5
119.5
H20A—C20—H20B
108.2
C4—C5—H5
119.5
C20—C21—C22
115.56 (12)
C7—C6—C5
117.91 (14)
C20—C21—H21A
108.4
C7—C6—H6
121.0
C22—C21—H21A
108.4
C5—C6—H6
121.0
C20—C21—H21B
108.4
C6—C7—C2
121.42 (13)
C22—C21—H21B
108.4
C6—C7—N8
128.61 (13)
H21A—C21—H21B
107.5
C2—C7—N8
109.90 (12)
C23—C22—C21
111.77 (13)
C12—N8—C9
104.52 (12)
C23—C22—H22A
109.3
C12—N8—C7
114.67 (12)
C21—C22—H22A
109.3
C9—N8—C7
140.56 (12)
C23—C22—H22B
109.3
N10—C9—N8
108.80 (13)
C21—C22—H22B
109.3
N10—C9—C13
126.64 (13)
H22A—C22—H22B
107.9
N8—C9—C13
124.51 (12)
C24—C23—C22
114.37 (13)
C9—N10—N11
109.03 (12)
C24—C23—H23A
108.7 sup-5 Acta Cryst. supplementary materials H21A
0.3565
0.6698
0.4016
0.044*
H21B
0.2118
0.7098
0.4013
0.044*
C22
0.25134 (13)
0.52382 (17)
0.37123 (4)
0.0349 (3)
H22A
0.3231
0.4564
0.3695
0.042*
H22B
0.1757
0.4650
0.3760
0.042*
C23
0.23673 (14)
0.60407 (17)
0.33430 (4)
0.0368 (3)
H23A
0.1652
0.6716
0.3364
0.044*
H23B
0.3123
0.6635
0.3299
0.044*
C24
0.21655 (17)
0.50588 (19)
0.30070 (5)
0.0451 (4)
H24A
0.2927
0.4472
0.2965
0.054*
H24B
0.1475
0.4377
0.3063
0.054*
C25
0.1863 (2)
0.5888 (2)
0.26520 (5)
0.0612 (5)
H25A
0.1085
0.6430
0.2687
0.092*
H25B
0.1768
0.5200
0.2444
0.092*
H25C
0.2540
0.6570
0.2596
0.092*
Atomic displacement parameters (Å2)
U11
U22
U33
U12
U13
U23
S1
0.0409 (2)
0.0353 (2)
0.0313 (2)
0.00007 (15)
−0.00034 (14)
0.00440 (14)
C2
0.0281 (6)
0.0311 (7)
0.0319 (7)
0.0002 (5)
−0.0004 (5)
−0.0004 (6)
C3
0.0350 (7)
0.0393 (8)
0.0350 (8)
−0.0002 (6)
−0.0015 (6)
−0.0103 (6)
C4
0.0349 (7)
0.0303 (7)
0.0471 (9)
0.0004 (6)
−0.0036 (6)
−0.0129 (7)
C5
0.0333 (7)
0.0239 (7)
0.0449 (8)
−0.0005 (5)
−0.0033 (6)
−0.0039 (6)
C6
0.0291 (6)
0.0258 (7)
0.0348 (7)
−0.0019 (5)
−0.0016 (5)
−0.0013 (6)
C7
0.0228 (6)
0.0231 (6)
0.0322 (7)
−0.0009 (5)
0.0001 (5)
−0.0043 (5)
N8
0.0271 (5)
0.0215 (5)
0.0302 (6)
−0.0011 (4)
0.0003 (4)
−0.0009 (4)
C9
0.0250 (6)
0.0237 (6)
0.0353 (7)
−0.0015 (5)
−0.0006 (5)
−0.0060 (5)
N10
0.0345 (6)
0.0243 (6)
0.0455 (7)
−0.0005 (5)
−0.0050 (5)
−0.0035 (5)
N11
0.0385 (6)
0.0255 (6)
0.0443 (7)
−0.0007 (5)
−0.0040 (5)
0.0030 (5)
C12
0.0283 (6)
0.0267 (7)
0.0360 (7)
−0.0010 (5)
−0.0005 (5)
0.0041 (6)
C13
0.0275 (6)
0.0249 (6)
0.0315 (7)
−0.0025 (5)
−0.0028 (5)
−0.0063 (5)
C14
0.0270 (6)
0.0281 (7)
0.0382 (7)
0.0043 (5)
−0.0008 (6)
−0.0067 (6)
C15
0.0304 (7)
0.0306 (7)
0.0358 (7)
0.0030 (5)
0.0038 (6)
−0.0060 (6)
C16
0.0286 (6)
0.0257 (6)
0.0324 (7)
−0.0016 (5)
−0.0025 (5)
−0.0061 (5)
C17
0.0267 (6)
0.0292 (7)
0.0361 (7)
0.0037 (5)
−0.0033 (5)
−0.0085 (6)
C18
0.0264 (6)
0.0314 (7)
0.0334 (7)
0.0008 (5)
0.0008 (5)
−0.0077 (6)
O19
0.0360 (5)
0.0331 (5)
0.0343 (5)
0.0066 (4)
0.0009 (4)
−0.0016 (4)
C20
0.0336 (7)
0.0292 (7)
0.0435 (8)
0.0034 (5)
0.0009 (6)
0.0006 (6)
C21
0.0346 (7)
0.0274 (7)
0.0482 (8)
−0.0013 (6)
0.0007 (6)
0.0057 (6)
C22
0.0319 (7)
0.0290 (7)
0.0437 (8)
−0.0024 (5)
−0.0040 (6)
0.0081 (6)
C23
0.0369 (7)
0.0303 (7)
0.0431 (8)
0.0024 (6)
0.0039 (6)
0.0081 (6)
C24
0.0515 (9)
0.0386 (9)
0.0452 (9)
−0.0031 (7)
0.0014 (7)
0.0053 (7)
C25
0.0812 (14)
0.0626 (12)
0.0398 (9)
0.0116 (11)
0.0092 (9)
0.0047 (9)
Geometric parameters (Å º) Atomic displacement parameters (Å2) sup-4 supplementary materials supplementary materials (2014). E70, o247 supplementary materials supplementary materials pp
y
C12—N11—N10
105.28 (12)
C22—C23—H23A
108.7
N11—C12—N8
112.37 (13)
C24—C23—H23B
108.7
N11—C12—S1
134.96 (12)
C22—C23—H23B
108.7
N8—C12—S1
112.65 (10)
H23A—C23—H23B
107.6
C18—C13—C14
118.47 (13)
C25—C24—C23
113.19 (15)
C18—C13—C9
120.17 (12)
C25—C24—H24A
108.9
C14—C13—C9
121.35 (12)
C23—C24—H24A
108.9
C15—C14—C13
120.78 (13)
C25—C24—H24B
108.9
C15—C14—H14
119.6
C23—C24—H24B
108.9
C13—C14—H14
119.6
H24A—C24—H24B
107.8
C14—C15—C16
120.21 (13)
C24—C25—H25A
109.5
C14—C15—H15
119.9
C24—C25—H25B
109.5
C16—C15—H15
119.9
H25A—C25—H25B
109.5
O19—C16—C17
124.37 (12)
C24—C25—H25C
109.5
O19—C16—C15
116.32 (12)
H25A—C25—H25C
109.5
C17—C16—C15
119.31 (13)
H25B—C25—H25C
109.5
C18—C17—C16
119.89 (12)
C12—S1—C2—C3
−177.71 (13)
C7—N8—C12—N11
−174.91 (11)
C12—S1—C2—C7
0.27 (10)
C9—N8—C12—S1
179.33 (9)
C7—C2—C3—C4
−1.4 (2)
C7—N8—C12—S1
3.92 (14)
S1—C2—C3—C4
176.40 (11)
C2—S1—C12—N11
176.13 (15)
C2—C3—C4—C5
−0.5 (2)
C2—S1—C12—N8
−2.34 (10)
C3—C4—C5—C6
1.5 (2)
N10—C9—C13—C18
128.50 (15)
C4—C5—C6—C7
−0.4 (2)
N8—C9—C13—C18
−48.64 (19)
C5—C6—C7—C2
−1.54 (19)
N10—C9—C13—C14
−51.7 (2)
C5—C6—C7—N8
−178.36 (12)
N8—C9—C13—C14
131.13 (14)
C3—C2—C7—C6
2.5 (2)
C18—C13—C14—C15
1.4 (2)
S1—C2—C7—C6
−175.59 (10)
C9—C13—C14—C15
−178.40 (13)
C3—C2—C7—N8
179.88 (12)
C13—C14—C15—C16
0.3 (2)
S1—C2—C7—N8
1.76 (13)
C14—C15—C16—O19
178.83 (13)
C6—C7—N8—C12
173.48 (13)
C14—C15—C16—C17
−1.9 (2)
C2—C7—N8—C12
−3.63 (15)
O19—C16—C17—C18
−179.06 (12)
C6—C7—N8—C9
0.5 (2)
C15—C16—C17—C18
1.7 (2)
C2—C7—N8—C9
−176.62 (14)
C16—C17—C18—C13
0.0 (2)
C12—N8—C9—N10
−0.47 (14)
C14—C13—C18—C17
−1.6 (2)
C7—N8—C9—N10
172.96 (14)
C9—C13—C18—C17
178.22 (12)
C12—N8—C9—C13
177.11 (12)
C17—C16—O19—C20
4.47 (19)
C7—N8—C9—C13
−9.5 (2)
C15—C16—O19—C20
−176.25 (12)
N8—C9—N10—N11
0.29 (15)
C16—O19—C20—C21
173.79 (12)
C13—C9—N10—N11
−177.22 (12)
O19—C20—C21—C22
63.84 (16)
C9—N10—N11—C12
0.02 (15)
C20—C21—C22—C23
166.39 (12)
N10—N11—C12—N8
−0.33 (15)
C21—C22—C23—C24
179.82 (13)
N10—N11—C12—S1
−178.80 (12)
C22—C23—C24—C25
172.79 (15)
C9—N8—C12—N11
0.50 (15) Acta Cryst. (2014). E70, o247 sup-6
|
https://openalex.org/W3196505597
|
https://www.researchsquare.com/article/rs-853297/latest.pdf
|
English
| null |
Early aggressive nutrition at 22–23 weeks gestational age improves weight gain and does not worsen neurological prognosis
|
Research Square (Research Square)
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Early aggressive nutrition at 22–23 weeks
gestational age improves weight gain and does not
worsen neurological prognosis University of the ryukyudai
kouichi Nakanishi
university of the ryukyus What Is Known: There is limited evidence on the effect of early aggressive nutrition in ELBW infants at GA22–23 weeks. Research Article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/14 Page 1/14 What Is New: The GA22–23-week EAN group also had better weight gain and EAN did not worsen neurodevelopmental
outcomes. Abstract The effect of early aggressive nutrition (EAN) on extremely low birth weight (ELBW) infants is unknown. The purpose of this study was to investigate the effect of EAN on ELBW infants, especially premature
neonates of 22–23 weeks gestational age (GA22–23-week). Twenty-eight preterm infants of less than 26
weeks were divided into two groups (GA22–23-week group, 10 infants; GA24–25-week group, 18 infants)
and compared. Each preterm infant received more than 3.0 g/kg/day of amino acids in the first day after
birth and 1.0 g/kg/day of lipid emulsion from the next day. The GA22–23-week group had significantly
smaller head circumference (20.4 ± 1.0 cm vs. 22.2 ± 1.4 cm, P = 0.002) and body weight at birth (539 ± 68
g vs. 697 ± 155 g, P = 0.003), but there were no differences in early postnatal weight loss (10.4% ± 6.3%
vs. 8.1% ± 6.3%, P = 0.37), and body weight at 37 weeks postmenstrual age (1906 ± 321 g vs. 2081 ± 379
g, P = 0.17). Blood urea nitrogen levels were higher in the GA22–23-week group (59.7 ± 16.6 mg/dl vs. 45.0 ± 10.8 mg/dl, P = 0.004), but there were no differences in direct-bilirubin, bile acids, and ammonia
levels. After discharge, there was no significant difference in developmental quotient at 2 years of age
(71.3 ± 15.1 vs. 78.1 ± 22.6, P = 0.20) between the two groups. Conclusion: We suggest that EAN reduces the rate of early postnatal weight loss in ELBW infants and
contributes to weight gain until full term age. Introduction Recently, early aggressive nutrition (EAN) for neonatal care has become standard practice. Preterm
infants are suddenly cut off from nutritive supply after birth, mainly protein and glucose from the
placenta, causing starvation, endogenous protein loss, and development of hypercatabolism [1]. Protein
is used for energy with a constant glucose supply in preterm infants because they do not have enough fat
and glycogen. Without exogenous protein, 1–2% of endogenous protein per day is lost due to proteolysis. The purpose of EAN is to prevent protein catabolism by administering amino acids (AAs) after birth, to
make the subsequent development as close as possible to fetal development, and to improve
developmental prognosis [2, 3]. It has been reported that EAN intake in very low birth weight (VLBW)
infants can reduce the rate of weight loss and time to regain birthweight, and provide good subsequent Page 2/14 Page 2/14 weight gain [4–6]. It has also been reported that early high protein intake in extremely low birth weight
(ELBW) infants improved weight and height growth outcomes [7]. However, there are few reports of EAN
targeting ELBW infants between gestational age 22 and 25 (GA22–25) weeks, and the effect is unclear. Furthermore, there are potential complications with EAN, such as long-term growth and
neurodevelopment, azotemia, hyperammonemia, and hyper direct bilirubinemia, but studies of these
problems are rare in ELBW infants. The purpose of our study was to examine the effects of EAN,
including short-term prognosis and complications, and to determine whether beneficial effects could be
obtained even for ELBW GA22–25-week infants. Subjects The study design was a retrospective cohort study. All infants admitted to our neonatal intensive care unit
(NICU) from January 2015 to December 2019 were included in the analysis. These infants had GA < 26
weeks at birth and reached the postmenstrual age (PMA) of ≥ 37 weeks. Study subjects consisted of 30
preterm infants, and 28 infants were examined. The other two infants died shortly after birth. One of the
28 infants was small for GA (SGA) with a birth weight and height of less than the 10% tile, and was
excluded from the analysis of body weight change during hospitalization. The NICU databases were used
as information sources: GA, body size (weight, height, head circumference) at birth, presence of SGA, age
when the feeding targets (enteral feeds ≥ 100 ml/kg per day, ≥ 160 ml/kg per day) were achieved, body
measurements (weight, height, head circumference) at 37 weeks PMA, the ratio of weight less than the
10% tile at 37 weeks PMA, early postnatal weight loss rate, and days to regain birthweight. We also
assessed weight change from birth at 41 weeks PMA, short-term prognosis, complications of total
parenteral nutrition (TPN), head circumference at 12 and 18 months, developmental quotient (DQ) at 2
years of age, and head circumference and weight at 3 years age. The 2-year-old DQ was assessed using
the Enjoji’s development scale. For complications associated with TPN, maximum measurements of blood urea nitrogen (BUN), direct
bilirubin (d-bil) and bile acid were recorded from the results of regular blood sampling during
hospitalization. Ammonia levels were recorded at 1 week after birth. The endpoint of short-term prognosis
was necrotizing enterocolitis (NEC), patent ductus arteriosus (PDA) treated with indomethacin and/or
surgery, retinopathy of prematurity (ROP) treated with laser phototherapy, and intraventricular
hemorrhage (IVH) grades III–IV. Necrotizing enterocolitis was defined using Bell’s classification stage 2 or
more. The PDA was diagnosed clinically or with echocardiography and was considered clinically
significant when it required medical treatment. The IVH was defined using Papile’s classification with
ultrasonography. The ROP was treated with laser treatment if it had reached stage III of the international
classification as diagnosed by an ophthalmologist. We also investigated the introduction rate of home
oxygen therapy, home high-flow nasal canula therapy, home continuous positive airway pressure,
tracheostomy, and home tube feeding at discharge. Subjects Page 3/14 Page 3/14 Page 3/14 The protocol for EAN at our facility was as follows: >3.0 g/kg/day amino acid (AA) solution along with a
glucose infusion rate of 5.5 mg/kg/min using a 10% glucose solution was started in the first days after
birth. At day 2 after birth, lipid emulsion was introduced at 1.0 g/kg/day and was increased every day to a
maximum of 3.0 g/kg/day. Fifty mL TPN preparations contained 30 mL of AA (provided as Pleamin-P
Injection, Fuso Pharmaceutical Industries, Osaka, Japan), 10 mL of 50% glucose solution, 1 ml of 10%
sodium chloride solution, 1 mL dipotassium phosphate solution, and 8 mL distilled water. Additionally, a
vitamin preparation (provided as MULTAMIN®ฎ FOR INJECTION, AY PHARMACEUTICALS, Tokyo, Japan),
and a trace element preparation (provided as Elemenmic Injection, AY PHARMACEUTICALS. Tokyo,
Japan) were added. The lipid emulsion (provided as Intralipos Injection 10%, Otsuka Pharmaceutical
Factory, Tokyo, Japan) was administered in parallel from the side tube of the central catheter. Fluids were
started at a rate of 80–100 ml/kg/day and increased to 150–160 ml/kg/day. For enteral nutrition, breast
milk was used at first, and artificial milk was avoided as much as possible until day 5 after birth. The
dose of TPN preparations were increased while replacing enteral nutrition with intravenous nutrition, and
used in combination until full feeding was reached. Data analysis was divided into two groups, GA22–23
weeks and GA24–25 weeks. The Z score was calculated using the standard physique at birth by
gestational age of Japanese. Additionally, body weight was measured daily until 41 weeks PMA, the Z
score was calculated, the average value of each body weight was calculated, and the transition of body
weight change was shown as data. The data of SGA was excluded. Head circumference and height could not be calculated because weekly measurements were not taken. The data analysis was performed using the JMP software program, version 14 (SAS Institute, Cary, NC,
USA). Data for two groups were compared using the Mann-Whitney U test and chi-square test. The level
of significance was set at P < 0.05. Results 11.8 ±
4.8 days, P = 0.51) between the two groups. Table 3 shows the short-term prognosis. The prevalence of IVH III–IV (GA22–23 vs. GA24-25; 3 cases vs. 0 case, P = 0.014) and ROP treated with laser phototherapy (8 cases vs. 7 cases, P = 0.037) in the GA22–
23-week group was higher than the GA24–25-week group, but the prevalence of NEC, PDA treated with
indomethacin treatment, PDA treated with surgery, home oxygen therapy, home high-flow nasal canula
therapy, tracheostomy, and home tube feeding was similar in the two groups. Table 4 shows the complications associated with TPN. The BUN levels were higher (GA22–23 vs. GA24–
25; 59.7 ± 16.6 mg/dl vs. 45.0 ± 10.8 mg/dl, P = 0.004) in the GA22–23-week group, but no differences
were observed in levels of d-bil (1.5 ± 0.7 mg/dl vs. 1.6 ± 0.8 mg/dl, P = 0.89), bile acids (40.1 ± 20.2 mg/dl
vs. 53.2 ± 23.0 mg/dl, P = 0.11), and ammonia (71.5 ± 7.4 µg/dl vs. 55.8 ± 18.3 µg/dl, P = 0.25). Moreover,
there were no cases requiring treatment because of complications. Table 5 shows the progress of the infants after discharge from the NICU. There were no significant
differences between the two groups in all endpoints examined, such as 1-year-old head circumference
(GA22–23 vs. GA24–25; 43.0 ± 1.2 cm vs. 43.7 ± 1.4 cm, P = 0.13), 1.5-year-old head circumference (44.5
± 0.9 cm vs. 45.5 ± 1.7 cm, P = 0.11), 2-year-old DQ (71.3 ± 15.1 vs. 78.1 ± 22.6, P = 0.20), 3-year-old head
circumference (48.9 ± 0.4 cm vs. 48.2 ± 1.0 cm, P = 0.12), 3-year-old weight (11.4 ± 0.7 kg vs. 12.6 ± 2.4 kg,
P = 0.26) and 3-year-old weight Z score (− 1.4 ± 0.5 vs. −0.4 ± 1.6, P = 0.18). No difference in body weight
was observed between the two groups at 37 weeks PMA. Figure 1 shows the changes in Z scores during
the course of hospitalization and the changes in body weight catch-up. The GA22–23-week group at
showed the lowest Z score at 29 to 35 weeks PMA, but then the Z score gradually increased to − 1.0 ± 1.2
SD at 41 weeks PMA. Results Page 4/14
Thirty infants were admitted to our NICU during the study period, and 28 infants were included in the
analysis: 10 in the GA22–23-week group and 18 in the GA24–25-week group. The remaining two infants
had severe respiratory failure, did not respond to resuscitation, and died within 24 h after birth. Table 1
shows the clinical characteristics of the two groups. The GA22–23-week group had a significantly lower
weight at birth (GA22–23 vs. GA24–25; 539 ± 68 g vs. 697 ± 155 g; P = 0.003), head circumference at birth
(20.4 ± 1.0 cm vs. 22.2 ± 1.1 cm; P = 0.002), and height at birth (29.3 ± 2.0 cm vs. 30.9 ± 4.0 cm, P = 0.027). However, there were no significant differences in the Z score of body weight (0.13 ± 0.7 vs. −0.38 ± 1.1, P
= 0.35) and number of SGA infants at birth (0 case vs. 1 case, P = 0.45). Table 2 shows the progress of
infants during hospitalization. There was no difference in the days to reach enteral feeds of 100 ml/kg
(GA22–23 vs. GA24–25; 13.0 ± 5.0 days vs. 12.7 ± 3.7 days, P = 0.94), but the days to reach enteral feeds
of 160 ml/kg was significantly delayed in the GA22–23-week group (45.4 ± 22.5 days vs. 23.7 ± 9.2 days,
P = 0.008). The head circumferences (28.8 ± 1.2 cm vs. 30.4 ± 2.1 cm, P = 0.015) and associated Z scores
(− 2.6 ± 0.8 SD vs. −1.5 ± 1.4 SD, P = 0.016) at 37 weeks PMA were different between the two groups, as
they were at birth, but the body weights (1906 ± 321 g vs. 2081 ± 379 g, P = 0.17) and associated Z scores
(− 2.3 ± 1.0 vs. −1.7 ± 1.3, P = 0.16) at 37 weeks PMA were not different between the two groups. There Page 4/14 Page 4/14 was only one case of SGA at birth in the GA24–25-week group. However, the number of body weights less
than 10% tile at 37 weeks PMA increased in both groups, but the difference was not significant (9 cases
vs. 11 cases, P = 0.10). Additionally, there were no differences in the rate of early postnatal weight loss
(10.4% ± 6.3% vs. 8.1% ± 6.3%, P = 0.37) and the days of regain to birthweight (13.2 ± 5.9 days vs. Results In the GA24–25-week group, the lowest Z score was at 30 weeks PMA, then at 41
weeks PMA the score recovered to − 0.7 ± 1.2 SD (equivalent to the Z score of body weight at birth). Discussion We found that the body weight of the GA22–23-week group was approaching that of the GA24–25-week
group after 37 weeks of PMA, even though sufficient enteral nutrition was delayed in the GA22–23-week
group than in the GA24–25-week group. Thureen et al. showed that there are at least three phases of
faltering growth commonly seen in ELBW infants, as follows: (1) several weeks immediately after birth
when neonates are the most fragile, (2) intermediate time period when infants are commonly and slowly
advanced to full enteral nutrition (catch-up period), and (3) the post-discharge phase [8]. Also, preterm
infants develop a growth deficit during the first few weeks of life, and this deficit may persist and worsen
during hospitalization, causing extrauterine growth restriction (EUGR) [9]. Furthermore, the longer the
period before complete enteral feeding was achieved, the greater the risk of EUGR [10–12]. Although Page 5/14 ELBW infants are often discharged with undergrowth, catch-up growth is likely to occur during the follow-
up period after discharge [13, 14]. It has been established that EUGR leads to a decrease in head
circumference and body weight Z score, which affects neurodevelopment. Although EUGR is an
unavoidable challenge in ELBW infants, improving growth during hospitalization in the NICU may
improve psychomotor development. Our data showed that early postnatal weight loss was not
significantly different between the two groups, with a marked improvement in weight gain from 38 to 41
weeks PMA in the GA22–23-week group, and from 37 to 41 weeks PMA in the GA24–25-week group. Moyses et al. reported in both observational studies and randomized controlled trials that early parenteral
nutrition significantly shortened the number of days required to regain birth weight without increasing
mortality, chronic lung disease, NEC, or IVH [15]. Radmacher et al. reported that early AA administration
shortened the number of days to regain birth weight, increased head circumference and weight at
discharge, and reduced the risk of EUGR [16]. In a study comparing high-dose and low-dose intake of AAs,
high-dose AA intake was similar to the second and third trimesters of pregnancy. [17]. Here, we propose
that the AA dose in the current protocol for ELBW infants at GA22–25 weeks reduced the gradient of
weight loss during the weight loss period after birth, then led to weight gain during the subsequent catch-
up period. Discussion In the catch-up period, the body weight Z scores fell again at 33 and 34 weeks of PMA in the
GA22–23-week and GA24–25-week groups, respectively. But in both groups, body weight Z scores then
increased or stabilized at 37 weeks PMA, and caught up at 41 weeks PMA. The cause of the decrease in
Z scores after 33–34 weeks PMA may reflect the adaptation to a changing extrauterine environment,
such as transfer from the incubator to the cot and the change from premature formula milk to formula
milk. In this study, there was a marked catch-up of weight gain after 37 weeks PMA, and there was almost
no difference in weights between the GA22–23-week and GA24–25-week groups at 41 weeks PMA. Therefore, EAN had a certain effect on weight gain from postnatal to modified maturity in ELBW and
GA22–23-week infants. Regarding short-term prognosis, compared with the 2003–2017 perinatal
maternal and child medical center network database analysis report, the incidence of ROP requiring
treatment was higher, and that of IVH III–IV was lower, in the GA22–23-week group versus the national
data. The possibility of EAN as a cause of the high incidence of ROP cannot be denied, but in our
hospital, factors other than EAN, such as prematurity of the preterm infant and systemic management,
are considered to be strong factors and require further investigation. Additionally, BUN levels were higher
in the GA22–23-week group than those in the GA24–25-week group, and levels in both groups were
higher than the normal range, but no treatment was needed in all cases. Balakrishnan et al. showed that
there was a positive association between protein loading and BUN levels, and BUN levels improved over
time [18]. It was concluded that concerns about metabolic disorders due to early protein administration in
ELBW were not justified. However, further research is needed to determine if AA intake is safe and
effective. One limitation of this study is that a multivariate analysis was not performed because of the
small sample sizes. Regarding the medium- to long-term prognosis, no significant differences in head
circumference, body weight, and 2-year-old DQ were observed, but ongoing detailed examinations are still
required Page 6/14 Page 6/14 In conclusion, EAN reduced the rate of early postnatal weight loss in very preterm infants, did not cause
serious complications, and appeared to contribute to weight gain similar to the fetal period until the time
of modified maturity. Discussion In conclusion, EAN reduced the rate of early postnatal weight loss in very preterm infants, did not cause
serious complications, and appeared to contribute to weight gain similar to the fetal period until the time
of modified maturity. Authors’ contributions MT: data collection, data analysis, manuscript writing. TY: data analysis, data management, manuscript
editing, project development. HG: data collection. KN: project development, manuscript editing. Abbreviations AAs, Amino acids; CPAP, Continuous positive airway pressure; DQ, Developmental Quotient; EAN, Early
aggressive nutrition; ELBW, Extremely low birth weight, GA; Gestational age; IVH, Intraventricular
hemorrhage; NEC, Necrotizing enterocolitis; NICU, Neonatal intensive care unit; PDA, Patent ductus
arteriosus; PMA, Postmenstrual age; ROP, Retinopathy of prematurity; SGA, Small for gestational age;
TPN, Total parenteral nutrition; VLBW, Very low birth weight Ethics approval The study was conducted with approval of the Medical Research Ethics Review for people at the
University of Ryukyus hospital (No. 1725). Code availability Not applicable Acknowledgments We thank the support from faculties and staff in the Maternal and Child Care Hospital of University of
Ryukyus and all participants in this study. Funding Not applicable Availability of data and material Consent for publication Not applicable. Consent to participate For parental informed consent, an opt-out procedure was followed. Page 7/14 References 1. Whitfield JM, Hendrikson H (2006) Prevention of protein deprivation in the extremely low birth weight
infant: a nutritional emergency. Proc (Bayl Univ Med Cent) 19:229–231. https://doi.org/10.1080/08998280.2006.11928169 2. Thureen PJ, Hay WW Jr (2001) Early aggressive nutrition in preterm infants. Semin Neonatol 6:403–
415. https://doi.org/10.1053/siny.2001.0061 2. Thureen PJ, Hay WW Jr (2001) Early aggressive nutrition in preterm infants. Semin Neonatol 6:403–
415. https://doi.org/10.1053/siny.2001.0061 3. Su BH (2014) Optimizing nutrition in preterm infants. Pediatr Neonatol 55:5–13. 3. Su BH (2014) Optimizing nutrition in preterm infants. Pediatr Neonatol 55:5–13. https://doi.org/10.1016/j.pedneo.2013.07.003 3. Su BH (2014) Optimizing nutrition in preterm infants. Pediatr Neonatol 55:5–13. https://doi.org/10.1016/j.pedneo.2013.07.003 4. Wilson DC, Cairns P, Halliday HL, Reid M, McClure G, Dodge JA (1997) Randomised controlled trial of
an aggressive nutritional regimen in sick very low birthweight infants. Arch Dis Child Fetal Neonatal
Ed 77:F4–F11. https://doi.org/10.1136/fn.77.1.f4 4. Wilson DC, Cairns P, Halliday HL, Reid M, McClure G, Dodge JA (1997) Randomised controlled trial of
an aggressive nutritional regimen in sick very low birthweight infants. Arch Dis Child Fetal Neonatal
Ed 77:F4–F11. https://doi.org/10.1136/fn.77.1.f4 5. Yu VYH, James B, Hendry P, Macmahon R.A. (1979) Total parenteral nutrition in very low birthweight
infants. Arch Dis Child 54:653–661. https://dx.doi.org/10.1136/adc.54.9.653 6. Dinerstein A, Nieto RM, Solana CL, Perez GP, Otheguy LE, Larguia AM (2006) Early and aggressive
nutritional strategy (parenteral and enteral) decreases postnatal growth failure in very low birth
weight infants. J Perinatol 26:436–442. https://doi.org/10.1038/sj.jp.7211539 7. Maggio L, Cota F, Gallini F, Lauriola V, Zecca C, Romagnoli C (2007) Effects of high versus standard
early protein intake on growth of extremely low birth weight infants. J Pediatr Gastroenterol Nutr
44:124–129. https://doi.org/10.1097/01.mpg.0000237927.00105.f7 8. Thureen PJ (2007) Early aggressive nutrition in very preterm infants. Nestle Nutr Workshop Ser
Pediatr Program 59:193–208. https://doi.org/10.1159/000098536 8. Thureen PJ (2007) Early aggressive nutrition in very preterm infants. Nestle Nutr Workshop Ser
Pediatr Program 59:193–208. https://doi.org/10.1159/000098536 9. Clark RH, Thomas P, Peabody J (2003) Extrauterine growth restriction remains a serious problem in
prematurely born neonates. Pediatrics 111(5 Pt 1):986–990. https://doi.org/10.1542/peds.111.5.986 9. Clark RH, Thomas P, Peabody J (2003) Extrauterine growth restriction remains a serious problem in
prematurely born neonates. Pediatrics 111(5 Pt 1):986–990. https://doi.org/10.1542/peds.111.5.986 10. Steward DK, Pridham KF (2002) Growth patterns of extremely low-birth-weight hospitalized preterm
infants. J Obstet Gynecol Neonatal Nurs 31:57–65. https://doi.org/10.1111/j.1552-
6909.2002.tb00023.x 10. Steward DK, Pridham KF (2002) Growth patterns of extremely low-birth-weight hospitalized preterm
infants. J Obstet Gynecol Neonatal Nurs 31:57–65. https://doi.org/10.1111/j.1552-
6909.2002.tb00023.x 11. Conflict of interest The authors declare no competing interests. The authors declare no competing interests. References Sakurai M, Itabashi K, Sato Y, Hibino S, Mizuno K (2008) Extrauterine growth restriction in preterm
infants of gestational age < or = 32 weeks. Pediatr Int 50:70–75. https://doi.org/10.1111/j.1442-
200X.2007.02530.x Page 8/14 12. Radmacher PG, Looney SW, Rafail ST, Adamkin DH (2003) Prediction of extrauterine growth
retardation (EUGR) in VVLBW infants. J Perinatol 23:392–395. https://doi.org/10.1038/sj.jp.7210947 13. Ernst KD, Radmacher PG, Rafail ST, Adamkin DH (2003) Postnatal malnutrition of extremely low
birth-weight infants with catch-up growth postdischarge. J Perinatol 23:477–482. https://doi.org/10.1038/sj.jp.7210974 14. Embleton NE, Pang N, Cooke RJ (2001) Postnatal malnutrition and growth retardation: an inevitable
consequence of current recommendations in preterm infants? Pediatrics 107:270–273. https://doi.org/10.1542/peds.107.2.270 15. Moyses HE, Johnson MJ, Leaf AA, Cornelius VR (2013) Early parenteral nutrition and growth
outcomes in preterm infants: a systematic review and meta-analysis. Am J Clin Nutr 97:816–826. https://doi.org/10.3945/ajcn.112.042028 16. Radmacher PG, Lewis SL, Adamkin DH (2009) Early amino acids and the metabolic response of
ELBW infants (< or = 1000 g) in three time periods. J Perinatol 29:433–437. https://doi.org/10.1038/jp.2009.36 17. Thureen PJ, Melara D, Fennessey PV, Hay WW Jr (2003) Effect of low versus high intravenous amino
acid intake on very low birth weight infants in the early neonatal period. Pediatr Res 53:24–32. https://doi.org/10.1203/00006450-200301000-00008 17. Thureen PJ, Melara D, Fennessey PV, Hay WW Jr (2003) Effect of low versus high intravenous amino
acid intake on very low birth weight infants in the early neonatal period. Pediatr Res 53:24–32. https://doi.org/10.1203/00006450-200301000-00008 18. Balakrishnan M, Tucker R, Stephens BE, Bliss JM (2011) Blood urea nitrogen and serum bicarbonate
in extremely low birth weight infants receiving higher protein intake in the first week after birth. J
Perinatol 31:535–539. https://doi.org/10.1038/jp.2010.204 18. Balakrishnan M, Tucker R, Stephens BE, Bliss JM (2011) Blood urea nitrogen and serum bicarbonate
in extremely low birth weight infants receiving higher protein intake in the first week after birth. J
Perinatol 31:535–539. https://doi.org/10.1038/jp.2010.204 Tables Page 9/14
Table 1
Patient characteristics at birth. GA22–23-weeks
(n = 10)
GA24–25-weeks
(n = 18)
P-value
Birth-weight (g)
539 ± 68
697 ± 155
0.003
Birth-weight (Z score)
0.13 ± 0.7
−0.38 ± 1.1
0.35
Head circumference at birth (cm)
20.4 ± 1.0
22.2 ± 1.4
0.002
Height at birth (cm)
29.3 ± 2.0
30.9 ± 4.0
0.027
SGA at birth No (%)
0 (0)
1 (5.6)
0.45a
GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; SGA,
small for gestational age. a Chi-square test GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; SGA,
small for gestational age. a Chi square test Page 9/14 Page 9/14 Table 2
The progress of nutrition-related factors during hospitalization. GA22–23
weeks
(n = 10)
GA24–25-
weeks
(n = 18)
P-
value
Days to achieved enteral feeds 100 ml/kg/day
13.0 ± 5.0
12.7 ± 3.7
0.94
Days to achieved enteral feeds 160 ml/kg/day
45.4 ± 22.5
23.7 ± 9.2
0.008
Head circumference at 37 weeks PMA (cm)
28.8 ± 1.2
30.4 ± 2.1
0.015
Head circumference at 37 weeks PMA (Z-score)
−2.6 ± 0.8
−1.5 ± 1.4
0.016
Body weight at 37 weeks PMA (g)
1906 ± 321
2081 ± 379
0.17
Body weight at 37 weeks PMA (Z-score)
−2.3 ± 1.0
−1.7 ± 1.3
0.16
No. of body weights less than 10% tile at 37 weeks
PMA
9
11
0.10a
Early postnatal weight loss (%)
10.4 ± 6.3
8.1 ± 6.3
0.37
The age of regain to birthweight
13.2 ± 5.9
11.8 ± 4.8
0.51
GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; PMA
postmenstrual age. Values shown are mean ± SD. a Chi-square test Table 2 Table 2
The progress of nutrition-related factors during hospitalization. Page 10/14 Table 3
The short-term prognosis. GA22–23-weeks
(n = 10)
GA24–25-weeks
(n = 18)
P-valuea
NEC No. (%)
1 (10)
0 (0)
0.17
PDA (indomethacin) No. (%)
8 (80)
9 (50)
0.13
PDA (surgery) No. (%)
3 (30)
3 (16.7)
0.41
ROP No. (%)
8 (80)
7 (38.9)
0.037
IVH grade Ⅲ–Ⅳ No. (%)
3 (30)
0 (0)
0.014
Home oxygen therapy No. (%)
3 (30)
10 (55.6)
0.40
Home HFNC No. (%)
1 (10)
1 (5.6)
0.28
Home CPAP No. (%)
0 (0)
0 (0)
Tracheostomy No. (%)
0 (0)
2 (11.1)
0.27
Home feeding No. Tables (%)
1 (10)
1 (5.6)
0.66
GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; NEC,
necrotizing enterocolitis; PDA, patent ductus arteriosus; ROP, retinopathy of prematurity; IVH
intraventricular hemorrhage; HFNC, high flow nasal canula; CPAP, continuous positive airway
pressure. a Chi-square test a Chi-square test Page 11/14 Page 11/14 Table 4
Complications associated with total parenteral nutrition. GA22–23-weeks
GA24–25-weeks
P-valuea
Max BUN (mg/dl)
59.7 ± 16.6
(n = 10)
45.0 ± 10.8
(n = 18)
0.004
Max d-bil (mg/dl)
1.5 ± 0.7
(n = 10)
1.6 ± 0.8
(n = 18)
0.89
Max bile acid (µmol/L)
40.1 ± 20.2
(n = 10)
53.2 ± 23.0
(n = 18)
0.11
NH3 (µg/dl)
71.5 ± 7.4
(n = 4)
55.8 ± 18.3
(n = 4)
0.25
GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; BUN,
blood urea nitrogen; d-bil, direct bilirubin. a Mann-Whitney U test GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; BUN,
blood urea nitrogen; d-bil, direct bilirubin. Page 12/14 Table 5
The anthropometrics and developmental evaluations after discharge from the Neonatal Intensive Care
Unit. GA22–23-weeks
GA24–25-weeks
P-value
1-year-old head circumference (cm)
43.0 ± 1.2
(n = 8)
43.7 ± 1.4
(n = 14)
0.13
1.5-year-old circumference (cm)
44.5 ± 0.9
(n = 6)
45.5 ± 1.7
(n = 10)
0.11
2-year-old DQ
71.3 ± 15.1
(n = 6)
78.1 ± 22.6
(n = 7)
0.20
3-year-old head circumference (cm)
48.9 ± 0.4
(n = 3)
48.2 ± 1.0
(n = 6)
0.12
3-year-old weight (kg)
11.4 ± 0.7
(n = 5)
12.6 ± 2.4
(n = 9)
0.26
3-year-old weight (Z score)
−1.4 ± 0.5
(n = 5)
−0.4 ± 1.6
(n = 9)
0.18
GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; DQ,
developmental quotient. Table 5 GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; DQ,
developmental quotient. GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; DQ,
developmental quotient. GA22–23-weeks, 22–23 weeks gestational age; GA24–25-weeks, 24–25 weeks gestational age; DQ,
developmental quotient. Figures Figures Page 13/14 Figure 1 Changes in the Z score of body weight during the course of hospitalization
a) Mean Z score of body
weight at 29 weeks PMA in the GA22–23-group: −2.3 ± 0.8 (n=10)
Mean Z score of body weight at 29
weeks PMA in the GA24–25-group: −1.9 ± 0.6 (n=17)
b) Mean Z score of body weight at 41 weeks PMA in
the GA22–23-group: −1.0 ± 1.2 (n=8)
Mean Z score of body weight at 41 weeks PMA in the GA24–25-
group: −0.7 ± 1.2 (n=8)
GA22–23-group, 22–23 weeks gestational age; GA24–25-group, 24–25 weeks
gestational age; PMA, postmenstrual age. Page 14/14
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Knowledge and use of antibiotics in six ethnic groups: the HELIUS study
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Antimicrobial resistance and infection control
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cc-by
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Abstract Background: The increase of antimicrobial resistance, mainly due to increased antibiotic use, is worrying. Preliminary evidence suggests that antibiotic use differs across ethnic groups in the Netherlands, with higher use in
people of non-Dutch origin. We aimed to determine whether appropriate knowledge and use of antibiotics differ
by ethnicity and whether knowledge on antibiotics is associated with antibiotic use. Methods: We performed a cross-sectional study analyzing baseline data (2011–2015) from a population-based
cohort (HELIUS study), which were linked to data from a health insurance register. We included 21,617 HELIUS
participants of South-Asian Surinamese, African-Surinamese, Turkish, Moroccan, Ghanaian, and Dutch origin. Fifteen
thousand seven participants had available prescription data from the Achmea Health Data-base (AHD) in the year
prior to their HELIUS study visit. Participants were asked five questions on antibiotic treatment during influenza-like
illness, pneumonia, fever, sore throat and bronchitis, from which higher versus lower antibiotic knowledge level was
determined. Number of antibiotic prescriptions in the year prior to the HELIUS study visit was used to determine
antibiotic use. Results: The percentage of individuals with a higher level of antibiotic knowledge was lower among all ethnic
minority groups (range 57 to 70%) compared to Dutch (80%). After correcting for baseline characteristics, including
medical conditions, first-generation African Surinamese and Turkish migrants received a significantly lower number
of antibiotic prescriptions compared to individuals of Dutch origin. Only second-generation Ghanaian participants
received more prescriptions compared to Dutch participants (aIRR 2.09, 95%CI 1.06 to 4.12). Higher level of
antibiotic knowledge was not significantly associated with the number of prescriptions (IRR 0.92, 95%CI 0.85 to 1.00). Conclusions: Levels of antibiotic knowledge varied between ethnic groups, but a lower level of antibiotic knowledge
did not correspond with a higher number of antibiotic prescriptions. Keywords: Antibiotics, Antibiotic knowledge, Antibiotic use, Ethnic groups A recent meta-analysis showed a higher prevalence of
antimicrobial resistance among migrants in Europe [2]. There is preliminary evidence in the Netherlands that
the use of antibiotics also differs across ethnic groups,
with a higher use of antibiotics among people of non-
Dutch origin [3]. The reason for this difference, however,
is unclear. It could be explained by increased incidence
of bacterial infections, but, to the best of our knowledge,
there is no evidence to support this hypothesis. Alterna-
tively, knowledge about antibiotic use might vary across
ethnic groups. © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract As expectations and knowledge of the
patient could potentially drive a physician’s decision to
prescribe antibiotics, receiving prescriptions could also Knowledge and use of antibiotics in six
ethnic groups: the HELIUS study Emelie C. Schuts1†, Eline van Dulm2*†
, Anders Boyd2,3, Marieke B. Snijder4,5, Suzanne E. Geerlings1,
Maria Prins1,2 and Jan M. Prins1 Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200
https://doi.org/10.1186/s13756-019-0636-x Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200
https://doi.org/10.1186/s13756-019-0636-x Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200
https://doi.org/10.1186/s13756-019-0636-x Open Access Open Access Background The emergence of antimicrobial resistance, along with
the steady decline in antibiotic development, has been
identified as a major health threat for the coming decade
by the World Health Organization (WHO). Increase in
antibiotic use is the main reason for this development
[1] and as such, antibiotics should only be prescribed
when there is a clear indication for use. * Correspondence: evdulm@ggd.amsterdam.nl
†Emelie C. Schuts and Eline van Dulm contributed equally to this work. 2Department of Infectious Diseases, Public Health Service Amsterdam,
Nieuwe Achtergracht 100, 1018, WT, Amsterdam, The Netherlands
Full list of author information is available at the end of the article Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Page 2 of 17 Page 2 of 17 differ between ethnic groups [4–6]. There are also
cultural-specific approaches to dealing with authority,
being the physician in this setting, which have explained
differences in antibiotic use between countries [7]. Ethnicity was defined according to the country of birth
of the participant as well as that of their parents [12]. Specifically, a participant is considered to be of non-
Dutch ethnic origin if they fulfill either of the following
criteria (i): they were born abroad and had at least one
parent born abroad (first generation) or (ii) they were
born in Netherlands but both their parents were born
abroad (second generation). Dutch participants were
born in the Netherlands and had both parents who
were born in the Netherlands. After HELIUS data
collection, the Surinamese group were further classi-
fied according to self-reported ethnic origin (obtained
by questionnaire), into ‘African Surinamese’, ‘South-
Asian Surinamese’, ‘Javanese Surinamese’ and ‘other/
unknown Surinamese’. The HELIUS (Healthy life in an Urban Setting) study
is a large-scale, population-based cohort study among
different ethnic groups, which was established with the
aim to investigate mechanisms underlying the impact of
ethnicity on communicable and non-communicable dis-
eases [8, 9]. In 2018, approximately 13% of the popula-
tion of the Netherlands was of non-Western origin [10]. The
largest
non-Western
population
groups
were
individuals of Turkish (2.4%), Moroccan (2.3%) and
Surinamese (2.0%) descent [10]. In Amsterdam, approxi-
mately 36% of the population in 2018 was of non-
Western descent [11]. The ethnic groups included in the
HELIUS study are the largest ethnic minority groups of
Amsterdam [9]. Amongst other data, data on antibiotic
knowledge were collected. We were able to link these
data at the individual level to data from a health insur-
ance register on recent antibiotic use. Data linkage Permission to link participants’ individual data to outside
health registries was asked in the written informed con-
sent form [8]. Of the 22,165 HELIUS participants, 19,
895 agreed. HELIUS data of these individuals were
linked to reimbursement data from the Achmea insur-
ance company (Achmea Health Database, AHD) from
2010 until 2015. The AHD, obtained from the largest
health insurance company in Amsterdam, contains all
healthcare expenditures of every insured participant,
including medications. A trusted third party linked
data on reimbursed antibiotic prescriptions using an
encrypted social security number and returned data
without any identifying information. Procedures were
in
accordance
with
the
General
Data
Protection
Regulation [13]. This study then provides a unique opportunity to de-
termine whether knowledge about and use of antibiotics
vary between ethnic groups, and if so, whether differ-
ences in antibiotic use can be attributed to differences in
knowledge
about
antibiotics. We
hypothesized
that
antibiotic use differs among ethnic groups as a result of
differences in knowledge. Study population and design y p p
g
The HEalthy LIfe in an Urban Setting (HELIUS) study is
a multiethnic cohort study conducted in Amsterdam,
which focuses on cardiovascular disease (e.g. diabetes),
mental health (e.g. depressive disorders), and infectious
diseases [8, 9]. In brief, baseline data collection took
place in 2011–2015 and included people aged 18 to 70
years of Dutch, Surinamese, Ghanaian, Moroccan, and
Turkish origin. A random sample of participants, strati-
fied by ethnic origin, was taken from the municipality
register of Amsterdam. Participants filled in an extensive
self-administered questionnaire (variables included in the
questionnaire are described elsewhere) [9] and underwent
a physical examination during which biological samples
were obtained [9]. No information was provided regarding
appropriate antibiotic use. Between 2011 and 2015, 24,789
persons were included. Data collection procedures have
been previously described in detail [9]. Both questionnaire
data and physical examination data were available for 22,
165 participants. The HELIUS study was conducted in
accordance with the Declaration of Helsinki and was ap-
proved by the AMC Ethical Review Board. All participants
provided written informed consent. Inclusion and exclusion criteria for present study
Of the 22,165 participants, we excluded those of Javan-
ese Surinamese or other/unknown Surinamese origin
and those with another/unknown ethnic origin because
of small participant numbers. For analyses on antibiotic
use, we included those who gave permission for data
linkage and could be linked to the AHD. To reduce bias
for individuals with short-term insurance, we excluded
those who were insured with Achmea for less than 365
days in the year preceding their HELIUS study visit. Outcome variables The primary outcomes were level of antibiotic know-
ledge and antibiotic use during the year prior to the
HELIUS visit. Level of antibiotic knowledge was based
on five questions, used in other studies [4, 6, 14], which
asked the perceived necessity (yes/no) for antibiotic
treatment during influenza-like illness, pneumonia, fever,
sore throat and bronchitis. Using these questions, we
created an overall knowledge score of antibiotic use by
summing
the
total
number
of
correct
responses, Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Page 3 of 17 Page 3 of 17 Analysis on antibiotic use in the year prior to HELIUS
study visit included all HELIUS participants who were
linked to the AHD and were insured for at least 365 days
with Achmea in the year prior to their HELIUS study
visit. Determinants for having received ≥1 antibiotic pre-
scription were assessed using logistic regression. The
same multivariable approach as above was used for this
outcome. We also compared antibiotic use during the
entire period insured at Achmea versus the year prior to
HELIUS study visit to assess differences when consider-
ing longer time periods. resulting in a score ranging from 0 to 5. A two-
parameter logistic regression model was fitted to the five
binary items based on the assumptions of item response
theory (see Additional file 1). From this model, “higher”
and “lower” levels of antibiotic knowledge were defined
by a knowledge score of ≥4 and < 4, respectively. resulting in a score ranging from 0 to 5. A two-
parameter logistic regression model was fitted to the five
binary items based on the assumptions of item response
theory (see Additional file 1). From this model, “higher”
and “lower” levels of antibiotic knowledge were defined
by a knowledge score of ≥4 and < 4, respectively. y
g
p
y
Antibiotic use was obtained from linked AHD data
and was based on the total number of reimbursed antibi-
otics (classified by ATC code J01; anti-infectives for sys-
temic use) dispensed by community pharmacies from
2010 until 2015. We evaluated antibiotic use (yes/no) in
the year prior to the HELIUS study visit, as well as the
number of antibiotic prescriptions over the past year
and during the entire insured period. Statistical analyses Multicollinearity was verified using variance inflation
factors, while any variable with an inflation factor of ≥4
was considered multicollinear and excluded from the
model. To understand whether the association between
ethnicity and outcome was modified by demographic
variables, interaction between ethnicity and other demo-
graphic variables was also assessed in all multivariable
models. Sociodemographics, health status, antibiotic knowledge
level and questions on antibiotic use were presented by
ethnicity. To assess selection bias resulting from AHD
data linkage, the same variables were compared between
participants who were successfully versus unsuccessfully
linked. Comparisons between ethnic groups were made
using a Pearson’s χ2 or Fisher exact test for categorical
data
and
Kruskal-Wallis
rank
test
for
continuous
variables. The three variables involving antibiotic-related behav-
ior were not initially considered in the final multivariable
models. To assess whether ethnic differences in anti-
biotic use could be explained by patterns of antibiotic-
related behavior, additional multivariable models includ-
ing these variables were constructed for the endpoints (i)
having received ≥1 antibiotic prescription and (ii) total
number of antibiotic prescriptions. Analysis on level of antibiotic knowledge included all
HELIUS participants with available data. Odds ratios
(OR) comparing levels of antibiotic knowledge across
determinants and their 95% confidence intervals (CI)
were estimated using logistic regression. All variables
with an associated p-value < 0.2 in univariable analyses
were included in a full multivariable model and variables
with
a p-value above
this
level were removed in
backwards-stepwise fashion. Given that the research aim
was to determine differences between ethnicity, ethnic
groups were forced in all models. This multivariable ap-
proach was chosen to not only assess other variables as-
sociated
with
antibiotic
knowledge,
but
also
to
understand the extent of confounding bias when asses-
sing the relationship between ethnicity and outcome
variables. Figure 1 provides an overview of all descriptive ana-
lysis and modeling used in the study. Significance was
determined using a p-value < 0.05. All analyses were
conducted with Stata 13.1 (StataCorp., College Station,
Texas, USA). Outcome variables Determinants for the total number of antibiotic pre-
scriptions were then evaluated. As this outcome con-
tained a high proportion of zero values and was over-
dispersed, we used a zero-inflated negative binomial re-
gression model. This model contains two parts: one ac-
counting for zero values in the count distribution (zero-
inflated) and another accounting for the over-dispersed
count distribution (negative binomial). Covariates for the
zero-inflated part were determined a priori from the
risk-factor analysis on ≥1 antibiotic prescription. Covari-
ates for the negative binomial part were selected from
covariates with a p-value < 0.2 in univariable analyses
and variables above this p-value were removed in
backwards-stepwise fashion. Incidence risk ratios (IRR)
comparing the number of antibiotics prescribed over the
past year across levels of determinants were estimated
from this model. Other variables Independent variables were obtained from the HELIUS
study questionnaire (migration generation; sex; age; level
of education; marital status; self-reported medical condi-
tions; smoking; alcohol consumption; difficulty with the
Dutch language and perceived health) and physical
examination (body mass index (BMI, kg/m2)). Variables
on antibiotic-related behavior were: not having finished
antibiotic treatment; having saved antibiotics for later;
and ever having asked the general practitioner (GP) for
antibiotics. Definitions and grouping of variables are
extensively described elsewhere [8]. Participants Of the 22,165 HELIUS participants with available data,
21,617 were eligible after applying exclusion criteria. Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Page 4 of 17 Fig. 1 Overview of descriptive analysis and models used in the study. Abbreviations: HELIUS – Healthy Life in an Urban Setting; AHD – Achmea
Health Database Fig. 1 Overview of descriptive analysis and models used in the study. Abbreviations: HELIUS – Healthy Life in an Urban Setting; AHD – Achmea
Health Database ptive analysis and models used in the study. Abbreviations: HELIUS – Healthy Life in an Urban Setting; AHD – Achmea Fig. 1 Overview of descriptive analysis and models used in the study. Abbreviations: HELIUS – Healthy Life in an Urban Setting; AHD – Achmea
Health Database Their baseline characteristics, stratified by ethnicity, are
shown in Table 1. Median age of participants was 46
years (IQR 34 to 55) and 58% were women. The propor-
tion of several medical conditions predisposing individ-
uals to antibiotic treatment differed by ethnicity. Of
these conditions, South-Asian Surinamese participants
had the highest prevalence of self-reported diabetes mel-
litus (17%) and cerebrovascular accident (CVA) (6%)
over the last 12 months. Turkish individuals had more
prevalent artery stenosis (10%), severe or chronic fatigue
(45%) and respiratory diseases (15%), whereas Ghanaians
more frequently reported high blood pressure (33%). Excellent perceived health was reported in 12% of Dutch
participants in contrast to 3.3% of Turkish participants. their GP for antibiotics ranged from 0.6% in African
Surinamese participants to 1.9% in Turkish and Moroc-
can participants. As shown in Table 2, there was a significantly lower
odds of individuals with higher level of antibiotic know-
ledge among all non-Dutch ethnic groups compared to
Dutch individuals (overall p < 0.001) (Table 2). Across all
non-Dutch groups, second-generation participants had a
higher level of antibiotic knowledge than first-generation
participants;
however,
results
remained
significantly
lower compared to the Dutch group. In multivariable analysis, all ethnic minority groups
had lower odds for higher level of antibiotic knowledge
compared to Dutch (overall p < 0.001), although the ef-
fect for second-generation Ghanaian participants was
not statistically significant. The odds for higher level of
antibiotic knowledge were higher in all age groups > 25
years of age (except for those ≥65) when compared to
≤25 years of age. Participants Furthermore, women had a significantly
higher odds of having a higher level of antibiotic know-
ledge compared to males. Lower odds for a higher level
of antibiotic knowledge were found for the following
medical conditions: myocardial Infarction (MI), severe
or chronic fatigue, respiratory diseases and having a BMI
≥25. Lower odds for higher level of antibiotic knowledge
were also seen among individuals who regularly or occa-
sionally requested antibiotics from their GP or who
regularly or occasionally did not finish treatment. Ethnic differences in antibiotic knowledge In several ethnic groups, there were substantial propor-
tions of individuals reporting the need to be treated with
antibiotics for illnesses without indication, as shown in
Table 1. The number of people reporting to have been
treated with antibiotics and not having regularly com-
pleted their antibiotic treatment was low across all eth-
nic groups, ranging from 0.1% in Dutch participants to
2.1% in Ghanaian participants. Few individuals regularly
saved their antibiotics for later use, ranging from < 0.1%
in Dutch participants to 0.3% in Turkish participants. The percentage of participants having regularly asked Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Page 5 of 17 Table 1 Characteristics of the HELIUS study population (N = 21,617) by ethnicity
Variablesa
Ethnicity
Dutch
(N = 4564)
South-Asian
Surinamese
(N = 3043)
African
Surinamese
(N = 4151)
Ghanaian
(N = 2339)
Turkish
(N = 3614)
Moroccan
(N = 3906)
Sociodemographics
Female sex
2475 54%
1672 55%
2535 61%
1434 61%
1980 55%
2392 61%
Age in years, median (IQR)
47
(34–58)
48
(35–56)
50
(40–57)
47
(38–53)
42
(31–50)
40
(30–50)
Migration generation
1st generation
N.A. N.A. 2328 77%
3468 84%
2231 95%
2544 70%
2680 69%
2nd generation
N.A. N.A. 715
23%
683
16%
108
4.6%
1080 30%
1226 31%
Educational level
Unknown
25
0.6%
16
0.5%
36
0.9%
42
1.8%
38
1.1%
38
1.0%
No school/elementary school
150
3.3%
437
14%
231
6%
660
28%
1135 31%
1205 31%
Lower vocational/lower secondary
school
646
14%
1010 33%
1477 36%
917
39%
889
25%
694
18%
Intermediate vocational/ intermediate
secondary school
994
22%
885
29%
1464 35%
578
25%
1020 28%
1294 33%
Higher vocational/university
2749 60%
695
23%
943
23%
142
6%
532
15%
675
17%
Marital status
Married/registered partnership
1724 38%
1043 34%
766
19%
420
18%
2208 61%
2285 59%
Cohabiting
914
20%
311
10%
441
11%
427
19%
132
3.7%
110
2.8%
Unmarried/never married
1474 32%
1001 33%
2231 54%
779
34%
761
21%
1010 26%
Divorced/separated
356
8%
580
19%
617
15%
656
28%
407
11%
414
11%
Widow/widower
87
1.9%
92
3.0%
65
1.6%
23
1.0%
90
2.5%
69
1.8%
Health status
Self-reported medical conditions (previous 12 months)
Diabetes mellitus
102
2.2%
521
17%
419
10%
185
8%
336
9%
389
10%
CVA/one-sided loss of bodily
function ≤1 day
160
3.5%
212
7%
261
6%
95
4.1%
196
5%
195
5%
MI incl. Ethnic differences in antibiotic knowledge ≥half hour chest pain or
dotter/bypass operation
233
5%
491
16%
440
11%
225
10%
591
16%
476
12%
Severe heart condition
67
1.5%
120
4.0%
105
2.5%
75
3.2%
153
4.3%
58
1.5%
Malignant disorder
103
2.3%
70
2.3%
85
2.1%
33
1.4%
73
2.0%
46
1.2%
Severe or chronic fatigue
633
14%
1032 34%
956
23%
186
8%
1602 45%
1465 38%
High blood pressure
534
12%
720
24%
1230 30%
770
33%
610
17%
546
14%
Artery stenosis
85
1.9%
193
6%
181
4.4%
115
5%
348
10%
200
5%
Respiratory diseases
345
8%
433
14%
354
9%
117
5%
556
15%
446
11%
Serious/persistent intestinal disorders
249
5%
248
8%
308
7%
70
3.0%
433
12%
391
10%
Psoriasis
136
3.0%
168
6%
128
3.1%
71
3.1%
154
4.3%
121
3.1%
(Chronic) eczema
420
9%
406
13%
370
9%
71
3.1%
471
13%
423
11%
Incontinence
309
7%
326
11%
342
8%
108
4.7%
464
13%
300
8%
Body Mass Index (kg/m2), median (IQR)
24.1
(21.9–
26.7)
25.7
(23.2–
28.8)
27.0
(23.9–
30.8)
27.9
(25.0–
31.2)
27.9
(24.6–
31.7)
27.0
(23.9–
30.7)
Smoking
Yes
1129 25%
861
28%
1309 32%
104
4.5%
1240 35%
525
13%
No, never
1689 37%
1758 58%
2016 49%
2027 87%
1700 47%
2874 74%
No, but ever
1737 38%
413
14%
805
19%
191
8%
648
18%
492
13%
Alcohol consumption
Never
297
7%
1072 35%
1002 24%
806
35%
2414 67%
3265 84% Table 1 Characteristics of the HELIUS study population (N = 21,617) by ethnicity Schuts et al. Ethnic differences in antibiotic knowledge Antimicrobial Resistance and Infection Control (2019) 8:200 Page 6 of 17 Table 1 Characteristics of the HELIUS study population (N = 21,617) by ethnicity (Continued) Table 1 Characteristics of the HELIUS study population (N = 21,617) by ethnicity (Continued)
Variablesa
Ethnicity
Dutch
(N = 4564)
South-Asian
Surinamese
(N = 3043)
African
Surinamese
(N = 4151)
Ghanaian
(N = 2339)
Turkish
(N = 3614)
Moroccan
(N = 3906)
Not in previous 12 months
110
2.4%
251
8%
292
7%
408
18%
358
10%
338
9%
Monthly or less
436
10%
758
25%
1242 30%
508
22%
367
10%
127
3.3%
2–4 times per month
894
20%
541
18%
873
21%
291
13%
257
7%
87
2.2%
2–3 times per week
1413 31%
262
9%
439
11%
193
8%
132
3.7%
56
1.4%
≥4 times per week
1408 31%
147
5%
272
7%
109
4.7%
57
1.6%
16
0.4%
Difficulty with Dutch language
Yes
N.A. N.A. Ethnic differences in antibiotic knowledge 711
23%
520
13%
1926 83%
2136 60%
1774 46%
Perceived health
Excellent
541
12%
162
5%
303
7%
226
10%
117
3.3%
166
4.3%
Very good
1381 30%
310
10%
571
14%
458
20%
383
11%
384
10%
Good
2205 48%
1623 53%
2335 56%
1180 51%
1871 52%
1871 48%
Mediocre
402
9%
811
27%
834
20%
383
16%
921
26%
1223 31%
Bad
28
0.6%
131
4.3%
101
2.4%
88
3.8%
307
9%
241
6%
Antibiotics
Knowledge concerning antibioticsb
Antibiotics effective for influenza
324
7%
554
19%
592
15%
658
29%
744
21%
648
18%
Antibiotics effective for pneumonia
4166 92%
2304 77%
3114 77%
1312 58%
2587 73%
2741 73%
Antibiotics effective for feverc
689
15%
552
19%
679
17%
586
26%
898
26%
614
17%
Antibiotics effective for sore throatc
672
15%
760
26%
1089 27%
720
32%
1203 34%
978
26%
Antibiotics effective for bronchitis
2246 50%
1385 50%
1862 46%
919
41%
1235 35%
1485 40%
Higher level of antibiotic knowledged
3638 80%
1996 68%
2737 69%
1248 57%
2128 62%
2528 70%
Did not finish antibiotic treatment
Yes, regularly
5
0.1%
49
1.6%
44
1.1%
48
2.1%
41
1.2%
44
1.1%
Yes, occasionally
332
7%
312
10%
527
13%
174
8%
424
12%
445
12%
Always finished or no antibiotics
4203 93%
2646 88%
3524 86%
2053 90%
3104 87%
3361 87%
Saved antibiotics for later
Yes, regularly
2
0.0%
7
0.2%
9
0.2%
5
0.2%
10
0.3%
6
0.2%
Yes, occasionally
37
0.8%
45
1.5%
68
1.7%
62
2.7%
60
1.7%
46
1.2%
No, never
297
7%
304
10%
492
12%
146
6%
387
11%
430
11%
Not applicable (no antibiotics)
4203 93%
2646 88%
3524 86%
2053 91%
3104 87%
3361 87%
Ever asked GP for antibiotics
Yes, regularly
38
0.8%
34
1.1%
26
0.6%
36
1.6%
67
1.9%
71
1.9%
Yes, occasionally
824
18%
491
16%
607
15%
401
18%
734
21%
634
17%
No, never
3674 81%
2482 83%
3441 84%
1835 81%
2744 77%
3074 81%
Missing data, n: marital status 128; diabetes 78; stroke 55; myocardial infarction 33; heart condition 83; malignant disorders 137; fatigue 145; high
blood pressure 101; artery stenosis 140; respiratory diseases 115; bowel diseases 115; psoriasis 98; eczema 117; incontinence 126; BMI 23; smoking
107; alcohol 127; perceived health 61; AB effective for influenza 614; AB effective for pneumonia 477; AB effective for fever 685; AB effective for
sore throat 625; AB effective for bronchitis 663; asked GP for AB 414; did not finish treatment 292; saved AB 325
Abbreviations: IQR Inter Quartile Range, CVA Cerebro Vascular Accident, MI Myocardial infarction, N.A. Ethnic differences in antibiotic knowledge Not Applicable, GP General Practitioner
N.A. Not applicable (categories not applicable due to Dutch ethnicity)
aAll variables are reported as n (%), unless otherwise indicated
bAnswered “yes” to the statements below
cThe Dutch General Practitioners guidelines (and those of other European countries) advise against the use of antibiotics for fever in general or sore
throat, as they usually constitute viral infections, with only a few exceptions in both cases. Therefore, antibiotics are in general not appropriate for dBased on a summed score with cutoff determined by an Item Response Theory model (≥4 out of 5 antibiotic knowledge questions correctly
answered was considered as having a higher level of knowledge) Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Page 7 of 17 Table 2 Variables associated with higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis)
Univariable
Multivariable (N = 20,081a)#
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
Sociodemographics
Ethnicity
<.001
<.001
Dutch
Ref
Ref
South-Asian Surinamese
1st generation
0.49
0.44–0.55
0.53
0.47–0.60
2nd generation
0.56
0.47–0.67
0.60
0.50–0.73
African Surinamese
1st generation
0.51
0.46–0.57
0.53
0.47–0.59
2nd generation
0.75
0.62–0.91
0.79
0.64–0.96
Ghanaian
1st generation
0.31
0.27–0.34
0.31
0.27–0.35
2nd generation
0.64
0.41–0.98
0.74
0.47–1.18
Turkish
1st generation
0.35
0.31–0.39
0.40
0.36–0.45
2nd generation
0.56
0.48–0.65
0.62
0.53–0.74
Moroccan
1st generation
0.51
0.45–0.57
0.56
0.50–0.63
2nd generation
0.71
0.61–0.83
0.75
0.63–0.89
Female sex
1.18
1.11–1.25
<.001
1.32
1.23–1.40
<.001
Age
<.001
<.001
< 25 years
Ref
Ref
25–34 years
1.24
1.01–1.34
1.32
1.16–1.50
35–44 years
0.99
0.81–1.05
1.30
1.14–1.49
45–54 years
0.85
0.71–0.91
1.19
1.04–1.37
55–64 years
0.95
0.78–1.02
1.26
1.08–1.45
≥65 years
1.06
0.84–1.22
1.15
0.95–1.39
Educational level
<.001
Unknown
Ref
No school/elementary school
1.10
0.79–1.55
Lower vocational/lower secondary school
1.27
0.91–1.77
Intermediate vocational/ intermediate secondary school
1.54
1.11–2.15
Higher vocational/university
2.06
1.47–2.87
Marital status
<.001
Married/registered partnership
Ref
Cohabiting
1.15
1.04–1.27
Unmarried/never married
1.08
1.01–1.16
Divorced/separated
0.81
0.74–0.89
Widow/widower
1.10
0.88–1.36
Health status
Self-reported medical conditions (previous 12 months)
Diabetes mellitus
0.70
0.63–0.77
<.001
CVA/one-sided loss of bodily function ≤1 day
0.85
0.75–0.97
.015
MI incl. ≥half hour chest pain or dotter/bypass operation
0.71
0.65–0.77
<.001
0.89
0.81–0.98
.017 Schuts et al. Ethnic difference in antibiotic use Of the 19,895 HELIUS participants consenting to link
their data to other health registries, 15,461 were linked
to the AHD (77.7%). Of these 15,461 participants, 15,007
(97%) were insured for ≥365 days in the year prior to
their HELIUS study visit. Additional file 2: Table S1
shows the characteristics of the study participants linked
versus not linked to the AHD. Participants present in
the AHD register had a lower level of education, higher
prevalence of medical conditions, and less often had
higher levels of antibiotic knowledge. Table 5 shows the results from the analysis on the as-
sociation between ethnicity and total number of anti-
biotic prescriptions received in the year prior to the
HELIUS study visit. Differences across ethnic groups
were observed overall for the number of antibiotic pre-
scriptions in both univariable and multivariable analysis
(both p = 0.004). First-generation African Surinamese
and Turkish migrants had a significantly lower number
of antibiotic prescriptions compared to individuals of
Dutch origin. Only second-generation Ghanaian partici-
pants has more prescriptions compared to Dutch partici-
pants. Furthermore, female sex, diabetes mellitus, MI,
malignant disorder, respiratory disease, eczema and
worse perceived health were significantly associated with
a higher number of antibiotic prescriptions. Table 3 describes antibiotic use according to ethnicity
for participants registered in the AHD. In total, 31,530
antibiotic prescriptions were recorded over the study
period. The proportion of participants receiving ≥1 anti-
biotic prescription in the year prior to their HELIUS
study visit was highest among first-generation Turkish
participants (25%) and was comparably high among
second-generation
Ghanaian
and
first-generation
Moroccan participants (both 25%). The proportion of
participants receiving ≥1 antibiotic prescription in the
year prior to the HELIUS study visit was lowest in Dutch
and second generation South-Asian Surinamese partici-
pants (both 16%). Having a higher level of antibiotic knowledge was not
significantly associated with the number of prescriptions
when included in multivariable analysis (p = 0.446). No
significant interactions between ethnicity and sex or
education were observed. Finally, adjusting the associ-
ation between ethnicity and antibiotic use for antibiotic-
related behaviors did not change these associations. When considering the entire period during which par-
ticipants were insured at Achmea prior to the HELIUS
study visit (median 6.0 years, IQR 5.0 to 6.0), the propor-
tion of participants receiving ≥1 antibiotic prescription
was highest among first generation Turkish participants
(69%) and lowest in second-generation Ghanaian partici-
pants (49%). Ethnic differences in antibiotic knowledge Antimicrobial Resistance and Infection Control (2019) 8:200 Page 9 of 17 Table 2 Variables associated with higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis)
(Continued)
Univariable
Multivariable (N = 20,081a)#
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
Did not finish treatment
<.001
<.001
Always finished or no antibiotics
Ref
Ref
Yes, regularly
0.51
0.39–0.67
0.71
0.54–0.94
Yes, occasionally
0.73
0.66–0.80
0.80
0.73–0.88
Abbreviations: OR Odds Ratio, aOR adjusted Odds Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner
aFewer observations in the multivariable model than in the total study population were due to missing observations on certain covariates
#We found significant interactions between ethnicity and sex (p = 0.007) and ethnicity and age (p = 0.047) Table 2 Variables associated with higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis)
(Continued)
Univariable
Multivariable (N = 20,081a)#
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
Did not finish treatment
<.001
<.001
Always finished or no antibiotics
Ref
Ref
Yes, regularly
0.51
0.39–0.67
0.71
0.54–0.94
Yes, occasionally
0.73
0.66–0.80
0.80
0.73–0.88
Abbreviations: OR Odds Ratio, aOR adjusted Odds Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner
aFewer observations in the multivariable model than in the total study population were due to missing observations on certain covariates
#We found significant interactions between ethnicity and sex (p = 0.007) and ethnicity and age (p = 0.047) Table 2 Variables associated with higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis) th higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis) Abbreviations: OR Odds Ratio, aOR adjusted Odds Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner
aFewer observations in the multivariable model than in the total study population were due to missing observations on certain covariates
#We found significant interactions between ethnicity and sex (p = 0.007) and ethnicity and age (p = 0.047) Abbreviations: OR Odds Ratio, aOR adjusted Odds Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner
aFewer observations in the multivariable model than in the total study population were due to missing observations on certain covariates
#We found significant interactions between ethnicity and sex (p = 0.007) and ethnicity and age (p = 0.047) (p < 0.001) and multivariable analysis (p < 0.001). Discussion Our study shows that knowledge on the need to use an-
tibiotics for treatment is lower among all ethnic minority
groups compared to Dutch, with second generation eth-
nic minorities showing higher levels of knowledge com-
pared to first generation migrants. We also observed
ethnic differences in the use of antibiotics, with a higher
proportion having received at least one prescription, but
a lower mean number of antibiotic prescriptions among
some ethnic minority groups compared to Dutch. The
only ethnic group with a significantly higher number of Ethnic difference in antibiotic use The mean number of prescriptions during
the entire insured period was comparable to the mean
number of prescriptions in the year prior to HELIUS
study visit for all ethnic groups (Table 2). Ethnic differences in antibiotic knowledge In mul-
tivariable analysis, compared to Dutch individuals, first
and second generation Ghanaian individuals and first-
generation Moroccan individuals had significantly higher
odds of receiving ≥1 antibiotic prescription. Adding vari-
ables on antibiotic-related behavior and level of anti-
biotic use knowledge to the multivariable model did not
change these associations. Ethnic differences in antibiotic knowledge Antimicrobial Resistance and Infection Control (2019) 8:200
Page 9 of 17 Schuts et al. Ethnic differences in antibiotic knowledge Antimicrobial Resistance and Infection Control (2019) 8:200 Page 8 of 17 Table 2 Variables associated with higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis)
(Continued)
Univariable
Multivariable (N = 20,081a)#
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
Severe heart condition
0.61
0.52–0.73
<.001
Malignant disorder
0.97
0.78–1.20
.752
Severe or chronic fatigue
0.80
0.75–0.85
<.001
0.89
0.82–0.95
.001
High blood pressure
0.78
0.73–0.84
<.001
Artery stenosis
0.69
0.61–0.78
<.001
Respiratory diseases
0.68
0.62–0.75
<.001
0.80
0.72–0.88
<.001
Serious/persistent intestinal disorders
0.88
0.79–0.98
.024
Psoriasis
0.76
0.66–0.89
.001
(Chronic) eczema
0.93
0.84–1.02
.121
Incontinence
0.84
0.76–0.93
.001
Body Mass Index
<.001
.001
< 18.5
Ref
Ref
18.5–25
1.03
0.81–1.31
1.02
0.80–1.31
25–30
0.80
0.63–1.01
0.96
0.75–1.24
30–40
0.67
0.52–0.85
0.86
0.66–1.11
≥40
0.58
0.43–0.78
0.78
0.57–1.08
Smoking
<.001
Yes
Ref
No, never
1.03
0.96–1.11
No, but ever
1.19
1.09–1.30
Alcohol usage
<.001
Never
Ref
Not in previous 12 months
0.89
0.80–1.00
Monthly or less
1.10
1.01–1.20
2–4 times per month
1.27
1.16–1.40
2–3 times per week
1.35
1.22–1.49
≥4 times per week
1.59
1.42–1.78
Difficulty with Dutch language
<.001
No
Ref
Yes
0.65
0.61–0.69
Not applicable
1.70
1.56–1.85
Perceived health
<.001
Excellent
Ref
Very good
0.97
0.85–1.12
Good
0.83
0.73–0.93
Mediocre
0.63
0.56–0.72
Bad
0.48
0.40–0.57
Antibiotics
Ever asked GP for antibiotics
<.001
<.001
N
R f
R f Table 2 Variables associated with higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis) with higher antibiotic knowledge in HELIUS study population (N = 21,617) (logistic regression analysis) edge in HELIUS study population (N = 21,617) (logistic regression analysis)
Univariable
Multivariable (N = 20,081a)#
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
0.61
0.52–0.73
<.001
0.97
0.78–1.20
.752
0.80
0.75–0.85
<.001
0.89
0.82–0.95
.001
0.78
0.73–0.84
<.001
0.69
0.61–0.78
<.001
0.68
0.62–0.75
<.001
0.80
0.72–0.88
<.001
0.88
0.79–0.98
.024
0.76
0.66–0.89
.001
0.93
0.84–1.02
.121
0.84
0.76–0.93
.001
<.001
.001
Ref
Ref
1.03
0.81–1.31
1.02
0.80–1.31
0.80
0.63–1.01
0.96
0.75–1.24
0.67
0.52–0.85
0.86
0.66–1.11
0.58
0.43–0.78
0.78
0.57–1.08
<.001
Ref
1.03
0.96–1.11
1.19
1.09–1.30
<.001
Ref
0.89
0.80–1.00
1.10
1.01–1.20
1.27
1.16–1.40
1.35
1.22–1.49
1.59
1.42–1.78
<.001
Ref
0.65
0.61–0.69
1.70
1.56–1.85
<.001
Ref
0.97
0.85–1.12
0.83
0.73–0.93
0.63
0.56–0.72
0.48
0.40–0.57
<.001
<.001
Ref
Ref
0.51
0.40–0.65
0.60
0.46–0.77
0 57
0 53 0 61
0 59
0 55 0 64 Yes, occasionally Schuts et al. Determinants of antibiotic use and number of
prescriptions Table 4 shows the results from the analysis on the asso-
ciation between ethnicity and having received ≥1 anti-
biotic prescription in the year prior to the HELIUS study
visit. Differences across ethnic groups were observed
overall for any antibiotic prescription in both univariable Page 10 of 17 Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Table 3 Antibiotic use in participants linked to AHD (N = 15,007) stratified by ethnicity
Ethnicity
Dutch
South-Asian Surinamese
African Surinamese
Ghanaian
Turkish
Moroccan
(N = 2071)
1st gen
(N = 1645)
2nd gen
(N = 452)
1st gen
(N = 2334)
2nd gen
(N = 432)
1st gen
(N = 1789)
2nd gen
(N = 84)
1st gen
(N = 2102)
2nd gen
(N = 776)
1st gen
(N = 2119)
2nd gen
(N = 857)
Duration of insurance at
Achmea (in years)
between 2010 and 2015,
median (IQR)
6.0
(4.0–6.0)
6.0
(6.0–6.0)
6.0
(4.0–6.0)
6.0
(6.0–6.0)
6.0
(5.0–6.0)
6.0
(6.0–6.0)
6.0
(4.0–6.0)
6.0
(96.0–6.0)
6.0
(5.0–6.0)
6.0
(6.0–6.0)
6.0
(4.0–6.0)
Within year prior to
HELIUS study visit
Participants with ≥1 ABP
16%
22%
16%
17%
17%
22%
25%
25%
19%
25%
17%
Number of ABP among
all participants
included in the AHD
Mean
0.26
0.39
0.26
0.28
0.28
0.33
0.55
0.40
0.34
0.41
0.28
Median (IQR)
0.00
(0.0–0.0)
0.00
(0.0–0.0)
0.00
(0.0–0.0)
0.00
(0.0–0.0)
0.00
(0.0–0.0)
0.00
(0.0–0.0)
0.00
(0.0–0.5)
0.00
(0.0–1.0)
0.00
(0.0–0.0)
0.00
(0.0–1.0)
0.00
(0.0–0.0)
Number of ABP among
participants with ≥1 ABP
Mean
1.66
1.75
1.59
1.58
1.64
1.51
2.19
1.57
1.78
1.64
1.63
Median (IQR)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
2.00 (1.0–3.0)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
1.00 (1.0–2.0)
During entire insured period
Participants with ≥1 ABP
51%
63%
53%
56%
51%
62%
49%
69%
59%
67%
54%
Number of ABP per year
among all participants
included in the AHD
Mean
0.31
0.46
0.30
0.31
0.30
0.35
0.34
0.44
0.38
0.43
0.33
Median (IQR)
0.17 (0.0–0.3)
0.17 (0. 0–0.6)
0.17 (0. 0–0.3)
0.17 (0.0–0.3)
0.17 (0.0–0.3)
0.17 (0.0–0.5)
0.00 (0.0–0.7)
0.25 (0.0–0.7)
0.17 (0.0–0.5)
0.17 (0.0–0.6)
0.17 (0.0–0.5)
Abbreviations: ABP Antibiotic Prescription, IQR Inter Quartile Range Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200
Page 11 of 17 Schuts et al. Determinants of antibiotic use and number of
prescriptions Antimicrobial Resistance and Infection Control (2019) 8:200 Page 12 of 17 antibiotic prescription in the year prior to HELIUS visit in participants linked to
ed)
Univariable
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
aOR
(95% CI)
P-values
1.38
1.18–1.62
<.001
1.78
1.60–1.98
<.001
1.28
1.13–1.45
<.001
1.24
1.09–1.40
.001
1.45
1.18–1.79
.001
1.93
1.52–2.47
<.001
1.33
1.02–1.74
.037
1.86
1.71–2.02
<.001
1.20
1.08–1.33
.001
1.16
1.04–1.29
.008
1.36
1.25–1.49
<.001
1.46
1.25–1.70
<.001
0.80
0.67–0.96
.014
0.77
0.64–0.92
.004
2.19
1.96–2.44
<.001
1.66
1.47–1.87
<.001
1.59
1.41–1.81
<.001
1.87
1.64–2.12
<.001
1.24
1.07–1.43
.004
1.22
1.05–1.41
.009
1.28
1.05–1.56
.015
1.30
1.15–1.47
<.001
2.08
1.85–2.35
<.001
1.32
1.15–1.52
<.001
1.32
1.15–1.52
<.001
<.001
Ref
1.03
0.72–1.46
1.24
0.87–1.76
1.64
1.15–2.33
1.97
1.31–2.97
.184
<.001
.003
Ref
Ref
Ref
0.99
0.90–1.09
0.78
0.69–0.87
0.82
0.72–0.92
0.90
0.80–1.02
0.91
0.79–1.04
0.93
0.81–1.07
<.001
.017
.012
Ref
Ref
Ref
0.88
0.77–1.02
0.96
0.82–1.12
0.95
0.81–1.12
0.68
0.61–0.77
0.83
0.72–0.95
0.82
0.71–0.94
0.73
0.64–0.83
0.93
0.79–1.09
0.92
0.78–1.08
0.64
0.55–0.75
0.92
0.76–1.10
0.89
0.74–1.08
0.48
0.39–0.58
0.70
0.55–0.88
0.68
0.54–0.86
<.001
Ref
1.32
1.21–1.43
0.80
0.71–0.91
<.001
<.001
.002
Ref
Ref
Ref
1.09
0.86–1.37
1.05
0.83–1.34
1.03
0.80–1.31
1.55
1.27–1.90
1.22
0.99–1.51
1.20
0.97–1.49
2.47
2.01–3.04
1.37
1.09–1.72
1.32
1.05–1.67
3.85
3.02–4.91
1.69
1.28–2.23
1.59
1.20–2.11
<.001 Table 4 Variables associated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
AHD (N = 15,007) (logistic regression analysis) (Continued)
Univariable
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
aOR
(95% CI)
P-values
CVA/one-sided loss of bodily function ≤1 day
1.38
1.18–1.62
<.001
MI incl. Determinants of antibiotic use and number of
prescriptions Antimicrobial Resistance and Infection Control (2019) 8:200 Page 11 of 17 Table 4 Variables associated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
AHD (N = 15,007) (logistic regression analysis)
Univariable
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
aOR
(95% CI)
P-values
Sociodemographics
Ethnicity
<.001
<.001
.004
Dutch
Ref
Ref
Ref
South-Asian Surinamese
1st generation
1.57
1.33–1.85
1.05
0.86–1.27
1.04
0.85–1.26
2nd generation
1.05
0.79–1.38
0.95
0.71–1.28
0.92
0.68–1.24
African Surinamese
1st generation
1.15
0.98–1.35
0.89
0.75–1.07
0.88
0.73–1.05
2nd generation
1.14
0.87–1.50
1.02
0.76–1.36
0.96
0.71–1.29
Ghanaian
1st generation
1.53
1.30–1.81
1.38
1.14–1.68
1.28
1.05–1.56
2nd generation
1.81
1.09–3.01
1.92
1.12–3.27
1.64
0.94–2.87
Turkish
1st generation
1.84
1.58–2.15
1.07
0.88–1.31
1.00
0.82–1.22
2nd generation
1.27
1.02–1.57
1.02
0.80–1.30
1.01
0.79–1.29
Moroccan
1st generation
1.81
1.55–2.11
1.22
1.00–1.49
1.15
0.94–1.41
2nd generation
1.14
0.92–1.41
0.93
0.73–1.19
0.89
0.69–1.14
Female sex
1.91
1.75–2.08
<.001
1.77
1.60–1.95
<.001
1.70
1.54–1.88
<.001
Age
<.001
< 25 years
Ref
25–34 years
1.04
0.87–1.24
35–44 years
1.28
1.09–1.50
45–54 years
1.34
1.15–1.56
55–64 years
1.42
1.21–1.66
≥65 years
1.59
1.29–1.96
Educational level
<.001
.005
.001
Unknown
Ref
Ref
Ref
No school/elementary school
1.41
0.95–2.09
1.55
0.93–2.58
1.55
0.87–2.75
Lower vocational/lower secondary school
1.05
0.71–1.55
1.50
0.90–2.50
1.47
0.83–2.60
Intermediate vocational/ intermediate secondary school
0.93
0.63–1.39
1.43
0.86–2.39
1.38
0.78–2.44
Higher vocational/university
0.66
0.44–0.99
1.18
0.71–1.99
1.12
0.63–2..00
Marital status
<.001
Married/registered partnership
Ref
Cohabiting
0.66
0.56–0.77
Unmarried/never married
0.78
0.71–0.86
Divorced/separated
1.14
1.02–1.27
Widow/widower
1.26
0.98–1.64
Health status
Self-reported medical conditions (previous 12 months) Table 4 Variables associated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
AHD (N = 15,007) (logistic regression analysis)
Univariable
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
aOR
(95% CI)
P-values
Sociodemographics ated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
c regression analysis) .001 Schuts et al. Determinants of antibiotic use and number of
prescriptions ≥half hour chest pain or dotter/bypass operation
1.78
1.60–1.98
<.001
1.28
1.13–1.45
<.001
1.24
1.09–1.40
.001
Severe heart condition
1.45
1.18–1.79
.001
Malignant disorder
1.93
1.52–2.47
<.001
1.33
1.02–1.74
.037
Severe or chronic fatigue
1.86
1.71–2.02
<.001
1.20
1.08–1.33
.001
1.16
1.04–1.29
.008
High blood pressure
1.36
1.25–1.49
<.001
Artery stenosis
1.46
1.25–1.70
<.001
0.80
0.67–0.96
.014
0.77
0.64–0.92
.004
Respiratory diseases
2.19
1.96–2.44
<.001
1.66
1.47–1.87
<.001
1.59
1.41–1.81
<.001
Serious/persistent intestinal disorders
1.87
1.64–2.12
<.001
1.24
1.07–1.43
.004
1.22
1.05–1.41
.009
Psoriasis
1.28
1.05–1.56
.015
(Chronic) eczema
1.30
1.15–1.47
<.001
Incontinence
2.08
1.85–2.35
<.001
1.32
1.15–1.52
<.001
1.32
1.15–1.52
<.001
Body Mass Index
<.001
< 18.5
Ref
18.5–25
1.03
0.72–1.46
25–30
1.24
0.87–1.76
30–40
1.64
1.15–2.33
≥40
1.97
1.31–2.97
Smoking
.184
<.001
.003
Yes
Ref
Ref
Ref
No, never
0.99
0.90–1.09
0.78
0.69–0.87
0.82
0.72–0.92
No, but ever
0.90
0.80–1.02
0.91
0.79–1.04
0.93
0.81–1.07
Alcohol usage
<.001
.017
.012
Never
Ref
Ref
Ref
Not in previous 12 months
0.88
0.77–1.02
0.96
0.82–1.12
0.95
0.81–1.12
Monthly or less
0.68
0.61–0.77
0.83
0.72–0.95
0.82
0.71–0.94
2–4 times per month
0.73
0.64–0.83
0.93
0.79–1.09
0.92
0.78–1.08
2–3 times per week
0.64
0.55–0.75
0.92
0.76–1.10
0.89
0.74–1.08
≥4 times per week
0.48
0.39–0.58
0.70
0.55–0.88
0.68
0.54–0.86
Difficulty with Dutch language
<.001
No
Ref
Yes
1.32
1.21–1.43
Not applicable
0.80
0.71–0.91
Perceived health
<.001
<.001
.002
Excellent
Ref
Ref
Ref
Very good
1.09
0.86–1.37
1.05
0.83–1.34
1.03
0.80–1.31
Good
1.55
1.27–1.90
1.22
0.99–1.51
1.20
0.97–1.49
Mediocre
2.47
2.01–3.04
1.37
1.09–1.72
1.32
1.05–1.67
Bad
3.85
3.02–4.91
1.69
1.28–2.23
1.59
1.20–2.11
Antibiotic-related behavior Table 4 Variables associated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
AHD (N = 15,007) (logistic regression analysis) (Continued)
Univariable
Multivariable excluding
Multivariable including ated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
c regression analysis) (Continued) Schuts et al. Determinants of antibiotic use and number of
prescriptions Antimicrobial Resistance and Infection Control (2019) 8:200 Page 13 of 17 Page 13 of 17 Table 4 Variables associated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
AHD (N = 15,007) (logistic regression analysis) (Continued)
Univariable
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
OR
(95% CI)
P-values
aOR
(95% CI)
P-values
aOR
(95% CI)
P-values
No
Ref
Yes
0.77
0.71–0.84
Ever asked GP for antibiotics
<.001
<.001
No, never
Ref
Ref
Yes, regularly
4.72
3.59–6.21
3.07
2.28–4.14
Yes, occasionally
2.42
2.20–2.66
2.11
1.91–2.34
Did not finish treatment
<.001
<.001
Always finished or no antibiotics
Ref
Ref
Yes, regularly
2.70
2.02–3.62
1.80
1.29–2.50
Yes, occasionally
1.62
1.45–1.83
1.32
1.16–1.50
Abbreviations: OR Odds Ratio, aOR adjusted Odds Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner ated with having received ≥1 antibiotic prescription in the year prior to HELIUS visit in participants linked to
c regression analysis) (Continued) ethnic groups received less antibiotics for viral infections
than non-Hispanic white children. antibiotic prescriptions was second generation Ghanaian
participants. Furthermore, we showed that a lower
level of antibiotic knowledge was not associated with
receiving antibiotics or average number of antibiotic
prescriptions, and that ethnic differences in antibiotic
use therefore cannot be explained by level of know-
ledge on antibiotics. Lower odds for higher level of antibiotic use know-
ledge were also seen among individuals who regularly or
occasionally requested antibiotics from their GP or who
regularly or occasionally did not finish treatment. These
findings suggest that improving antibiotic knowledge
might decrease the number of requests for antibiotics in
primary care and improve appropriate use. g
A previous study in Dutch primary care centres dem-
onstrated
higher
use
of
antibiotics
among
first-
generation migrants from Turkey, Morocco, Surinam or
the Antilles compared to Dutch, after adjustment for
age, sex, education, presence of chronic diseases, and
smoking [3]. We found that the odds of having ≥1 anti-
biotic prescription was higher in some ethnic groups in
unadjusted analysis, but after adjusting for several vari-
ables including medical conditions, the odds were sig-
nificantly higher among Ghanaian and first-generation
Moroccan participants only. In contrast, in our analyses
on the number of antibiotic prescriptions as an outcome,
only
second-generation
Ghanaian
migrants
were
at
higher risk of receiving a higher number of prescriptions
compared to Dutch participants. Determinants of antibiotic use and number of
prescriptions For all other ethnic
groups, no evidence of a higher risk for more frequent
prescriptions was found, while even a lower number was
present for first-generation African Suriname and Turk-
ish participants. To the best of our knowledge, no other
studies have evaluated the variation in level of antibiotic
knowledge and antibiotic use between ethnic groups and
thus our findings need to be confirmed. Notably, our
findings on antibiotic prescriptions and ethnicity are in
line with a large retrospective cohort study performed in
pediatric emergency departments in the United States
[15]. This study also looked at the association between
ethnicity and antibiotic prescribing, showing that other Our study has several strengths. First, the HELIUS
study consists of a large number of participants from
major ethnic groups living in the same city, with repre-
sentation from all socioeconomic levels. Second, all out-
comes and determinants were measured using the same
methodology across all ethnic groups and HELIUS used
translated questionnaires and had ethnically-matched in-
terviewers and research assistants to provide assistance
during data collection. These procedures enhance the
comparability between ethnic groups. Another major
strength of the current study is that HELIUS data could
be linked to data from a health insurance register cover-
ing the majority (77.7%) of the study population. g
j
y
y p p
Our study has also limitations. First, although HELIUS
participants were recruited via an ethnicity-stratified
random
selection
of
the
municipal
registry
of
Amsterdam, the response rate for HELIUS study was
28% and there may be selection bias [8]. However, ana-
lysis from a previous HELIUS study have shown that
participants are not exceedingly different from non-
respondents regarding sociodemographic variables [8]. Second, we did not take into account the use of antibi-
otics purchased over the counter in the home country of
participants [6, 16–18], and we might therefore have
underestimated
antibiotic
use
in
non-Dutch
ethnic Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200
Page 14 of 17 Schuts et al. Determinants of antibiotic use and number of
prescriptions Antimicrobial Resistance and Infection Control (2019) 8:200 Page 14 of 17 Page 14 of 17 Table 5 Variables associated with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
negative binomial regression analysis)
Univariablea
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
Sociodemographics
Ethnicity
.004
.004
.001
Dutch
Ref
Ref
Ref
South-Asian Surinamese
1st generation
1.06
0.85–1.31
0.86
0.68–1.10
1.02
0.82–1.28
2nd generation
0.82
0.55–1.21
0.94
0.61–1.44
0.94
0.64–1.36
African Surinamese
1st generation
0.79
0.64–0.99
0.73
0.58–0.93
0.81
0.65–1.00
2nd generation
0.83
0.57–1.22
0.90
0.59–1.36
0.93
0.65–1.33
Ghanaian
1st generation
0.75
0.60–0.94
0.77
0.60–1.00
0.81
0.65–1.02
2nd generation
1.66
0.89–3.11
2.09
1.06–4.12
2.70
1.47–4.94
Turkish
1st generation
0.85
0.69–1.04
0.74
0.59–0.92
0.79
0.64–0.97
2nd generation
1.14
0.87–1.51
1.14
0.84–1.53
1.10
0.84–1.44
Moroccan
1st generation
0.99
0.81–1.21
0.89
0.70–1.11
0.89
0.72–1.10
2nd generation
0.84
0.63–1.13
0.92
0.67–1.27
1.02
0.76–1.37
Female sex
1.36
1.20–1.54
<.001
1.35
1.18–1.54
<.001
1.29
1.15–1.46
<.001
Age
.023
< 25 years
Ref
25–34 years
1.09
0.91–1.30
35–44 years
1.16
0.98–1.38
45–54 years
1.09
0.92–1.29
55–64 years
1.14
0.95–1.36
≥65 years
1.44
1.16–1.80
Educational level
.096
Unknown
Ref
No school/elementary school
1.74
0.86–3.52
Lower vocational/lower secondary school
1.74
0.86–3.52
Intermediate vocational/ intermediate secondary school
1.57
0.77–3.17
Higher vocational/university
1.45
0.71–2.96
Marital status
.212
Married/registered partnership
Ref
Cohabiting
0.85
0.72–1.00
Unmarried/never married
0.99
0.89–1.10
Divorced/separated
1.01
0.90–1.13
Widow/widower
1.14
0.90–1.45
Health status
Self-reported medical conditions (previous 12 months) Table 5 Variables associated with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
negative binomial regression analysis)
Univariablea
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
S
i d
hi ociated with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
gression analysis) ted with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
i
l
i ) Schuts et al. Determinants of antibiotic use and number of
prescriptions Antimicrobial Resistance and Infection Control (2019) 8:200 Page 15 of 17 Page 15 of 17 Table 5 Variables associated with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
negative binomial regression analysis) (Continued)
Univariablea
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
CVA/one-sided loss of bodily function ≤1 day
1.10
0.95–1.29
.208
MI incl. ≥half hour chest pain or dotter/bypass operation
1.35
1.19–1.54
<.001
1.22
1.06–1.41
.005
Severe heart condition
1.26
1.04–1.52
.019
Malignant disorder
1.91
1.47–2.48
<.001
1.60
1.21–2.12
.001
1.60
1.28–2.00
Severe or chronic fatigue
1.29
1.15–1.44
<.001
High blood pressure
1.14
1.04–1.25
.006
Artery stenosis
1.30
1.08–1.57
.005
Respiratory diseases
1.50
1.32–1.71
<.001
1.34
1.16–1.54
<.001
1.29
1.13–1.47
<.001
Serious/persistent intestinal disorders
1.24
1.07–1.44
.004
Psoriasis
1.08
0.90–1.31
.406
(Chronic) eczema
1.21
1.07–1.37
.002
1.14
1.00–1.29
.042
Incontinence
1.31
1.13–1.50
<.001
Body Mass Index
.736
< 18.5
Ref
18.5–25
0.98
0.70–1.37
25–30
0.98
0.70–1.37
30–40
1.04
0.74–1.46
≥40
1.06
0.71–1.57
Smoking
.099
Yes
Ref
No, never
1.13
1.00–1.29
No, but ever
1.02
0.87–1.21
Alcohol usage
.075
Never
Ref
Not in previous 12 months
0.93
0.77–1.13
Monthly or less
0.94
0.80–1.11
2–4 times per month
1.01
0.85–1.20
2–3 times per week
0.73
0.58–0.91
≥4 times per week
0.81
0.61–1.08
Difficulty with Dutch language
.320
No
Ref
Yes
0.94
0.86–1.04
Not applicable
1.05
0.88–1.25
Perceived health
<.001
.001
<.001
Excellent
Ref
Ref
Ref
Very good
0.98
0.68–1.42
1.03
0.71–1.49
0.99
0.70–1.39
Good
1.29
0.94–1.77
1.19
0.85–1.65
1.17
0.86–1.59
Mediocre
1.73
1.25–2.39
1.40
1.00–1.97
1.44
1.05–1.97
Bad
2.30
1.62–3.26
1.71
1.17–2.49
1.72
1.22–2.43
Antibiotic-related behavior ociated with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
gression analysis) (Continued) .054 Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200
Page 16 of 17 Schuts et al. Abbreviations AHD: Achmea Health Database; aIRR: adjusted Incidence Risk Ratio;
aOR: adjusted Odds Ratio; BMI: Body Mass Index; CVA: Cerebrovascular
Accident; GP: General Practitioner; HELIUS: Healthy life in an Urban Setting;
IQR: Interquartile Range; IRR: Incidence Risk Ratio; MI: Myocardial Infarction;
OR: Odds Ratio; WHO: World Health Organization Determinants of antibiotic use and number of
prescriptions Moreover, since this
was a cross-sectional study, we were unable to model
antibiotic knowledge with future antibiotic prescriptions. Further research should examine the association of anti-
biotic knowledge with future antibiotic prescriptions. Fi-
nally, we are unable to determine if individuals were
more demanding towards their GP or if their GPs
were more lenient in prescribing antibiotics during
illness [4, 5]. Neither completing antibiotic therapy,
assessed by pill count, nor duration of antibiotic use
could be taken into account as these data were not
il bl Determinants of antibiotic use and number of
prescriptions Antimicrobial Resistance and Infection Control (2019) 8:200 Page 16 of 17 Page 16 of 17 Table 5 Variables associated with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
negative binomial regression analysis) (Continued)
Univariablea
Multivariable excluding
variables on antibiotic-
related behavior
Multivariable including
variables on antibiotic-
related behavior
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
IRR
(95% CI)
P-values
No
Ref
Yes
0.92
0.85–1.00
Ever asked GP for antibiotics
<.001
<.001
No, never
Ref
Ref
Yes, regularly
2.96
2.34–3.73
1.87
1.45–2.41
Yes, occasionally
1.75
1.59–1.92
1.15
1.06–1.30
Did not finish treatment
<.001
Always finished or no antibiotics
Ref
Yes, regularly
1.50
1.12–2.00
Yes, occasionally
1.32
1.18–1.48
Abbreviations: IRR Incidence Risk Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner
aAccounts for zero-inflated distribution ociated with number of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated
gression analysis) (Continued) umber of antibiotic prescriptions in participants linked to ADH (N = 15,007) (zero-inflated s: IRR Incidence Risk Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner
i fl
d di
ib
i Abbreviations: IRR Incidence Risk Ratio, CI Confidence Interval, CVA Cerebro Vascular Accident, MI Myocardial infarction, GP General Practitioner
aAccounts for zero-inflated distribution groups. As a recent HELIUS study found that Dutch
people of Turkish or Moroccan origin were more likely
to use healthcare in the Netherlands as well as their
country of origin [19], underestimation of antibiotic use
in non-Dutch ethnic groups seems unlikely. Third, since
several characteristics, such as education level and med-
ical conditions, of HELIUS participants insured at Ach-
mea differed from those insured elsewhere, selection
bias could have been introduced in analysis on antibiotic
use. This difference could be due to the fact that the
City of Amsterdam provided health insurance discounts
with Achmea for low-income individuals. These differ-
ences were corrected for during multivariable analyses
to the most possible extent. Fourth, the variable ‘ever
asked GP for antibiotics’ does not discriminate between
appropriate or inappropriate requests for antibiotics and
misclassification might have occurred. However, this
variable gives some information on participants’ atti-
tudes towards antibiotic use. Furthermore, due to pri-
vacy restrictions, we were unable to include indication
for antibiotic therapy and duration of antibiotic use as
additional indices for antibiotic use (apart from the
number of antibiotics prescribed). Supplementary information pp
y
Supplementary information accompanies this paper at https://doi.org/10. 1186/s13756-019-0636-x. pp
y
Supplementary information accompan
1186/s13756-019-0636-x. Additional file 1. Supplementary Methods. Additional file 2: Table S1. Characteristics of participants not linked
versus linked to the Achmea Health Database. Additional file 1. Supplementary Methods. Additional file 2: Table S1. Characteristics of participants not linked
versus linked to the Achmea Health Database. Conclusions To our knowledge, this study is the first to examine eth-
nic disparities in level of antibiotic knowledge and use in
a large population-based sample among adults with dif-
ferent ethnic backgrounds. Health policy makers and
healthcare professionals are increasingly developing in-
terventions to improve the quality of antibiotic use,
which is needed to help contain antimicrobial resistance. Targeted campaigns can be considered, for instance,
during the annual European Antibiotic Awareness Day,
since this event addresses improvement in the quality of
antibiotic use to the general public [20]. Still, this study
shows that a lower level of antibiotic knowledge is not
necessarily linked to higher antibiotic usage, indicating
that interventions aimed at improving knowledge alone
might be insufficient to reduce antibiotic use. Neverthe-
less, the underlying reasons for these findings need
further evaluation. Author details
1D
f 20. European Centre for Disease Prevention and Control. Antimicrobial
consumption. In: ECDC, editor. Annual epidemiological report for 2016. Stockholm: ECDC; 2018. https://ecdc.europa.eu/en/publications-data/
antimicrobial-consumption-annual-epidemiological-report-2016. 1Department of Internal Medicine, Division of Infectious Diseases, Amsterdam
UMC, University of Amsterdam, Meibergdreef 9, 1105, AZ, Amsterdam, The
Netherlands. 2Department of Infectious Diseases, Public Health Service
Amsterdam, Nieuwe Achtergracht 100, 1018, WT, Amsterdam, The
Netherlands. 3INSERM, Sorbonne Université, Institut Pierre Louis
d’Épidémiologie et de Santé Publique, Paris, France. 4Department of Public
Health, Amsterdam UMC, University of Amsterdam, Amsterdam Public Health
Research Institute, Amsterdam, The Netherlands. 5Department of Clinical
Epidemiology, Biostatistics and Bioinformatics, Amsterdam UMC, University of
Amsterdam, Amsterdam Public Health Research Institute, Amsterdam, The
Netherlands. Consent for publication
Not applicable. 18. Hu J, Wang Z. In-home antibiotic storage among Australian Chinese
migrants. Int J Infect Dis. 2014;26:103–6. 18. Hu J, Wang Z. In-home antibiotic storage among Australian Chinese
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the country of origin among Moroccan and Turkish migrants of older age
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h The HELIUS study is conducted by the Academic Medical Center Amsterdam
and the Public Health Service of Amsterdam. Both organizations provided
core support for HELIUS. The HELIUS study is also funded by the Dutch Heart
Foundation (2010 T084), the Netherlands Organization for Health Research
and Development (ZonMw) (200500003), the European Union (FP-7)
(278901), and the European Fund for the Integration of non-EU immigrants
(EIF) (2013EIF013). The authors were independent from funders and had full
access to all data. The decision to submit for publication was uninfluenced
by the funders. The authors of this study take full responsibility for the integ-
rity of the data and the accuracy of the data analysis. 10. StatLine. Population key figures 2019. https://opendata.cbs.nl/statline/#/CBS/
nl/dataset/37296ned/table?ts=156888214600. 11. StatLine. Population data; age, migration background, gender and region. 2019. https://opendata.cbs.nl/statline/#/CBS/nl/dataset/37713/table?ts=156
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autoriteitpersoonsgegevens.nl/en. 14. Special Eurobarometer 338: Antimicrobial Resistance (2010). http://ec. europa.eu/public_opinion/archives/eb_special_339_320_en.htm#338. Acknowledgements The authors would like to acknowledge the HELIUS participants for their
contribution; the HELIUS team for data collection and management. Page 17 of 17 Page 17 of 17 Page 17 of 17 Schuts et al. Antimicrobial Resistance and Infection Control (2019) 8:200 Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Received: 31 July 2019 Accepted: 24 October 2019 Received: 31 July 2019 Accepted: 24 October 2019 Authors’ contributions 7. Deschepper R, Grigoryan L, Lundborg CS, Hofstede G, Cohen J, Kelen GV,
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Grigoryan L, Burgerhof JG, Degener JE, Deschepper R, Lundborg CS,
Monnet DL, et al. Determinants of self-medication with antibiotics in
Europe: the impact of beliefs, country wealth and the healthcare system. J
Antimicrob Chemother. 2008;61(5):1172–9.
5.
Grigoryan L, Burgerhof JG, Degener JE, Deschepper R, Lundborg CS,
Monnet DL, et al. Attitudes, beliefs and knowledge concerning antibiotic
use and self-medication: a comparative European study.
Pharmacoepidemiol Drug Saf. 2007;16(11):1234–43.
6.
Norris P, Ng LF, Kershaw V, Hanna F, Wong A, Talekar M, et al. Knowledge
and reported use of antibiotics amongst immigrant ethnic groups in New
Zealand. J Immigr Minor Health. 2010;12(1):107–12. References
WHO A 1. WHO. Antimicrobial resistance: global report on surveillance 2014; 2014. p. 257. 2. Nellums LB, Thompson H, Holmes A, Castro-Sanchez E, Otter JA, Norredam
M, et al. Antimicrobial resistance among migrants in Europe: a systematic
review and meta-analysis. Lancet Infect Dis. 2018;18(7):796–811. y
3. Hogenhuis CC, Grigoryan L, Numans MM, Verheij TJ. Differences in antibiotic
treatment and utilization of diagnostic tests in Dutch primary care between
natives and non-western immigrants. Eur J Gen Pract. 2010;16(3):143–7. 4. Grigoryan L, Burgerhof JG, Degener JE, Deschepper R, Lundborg CS,
Monnet DL, et al. Determinants of self-medication with antibiotics in
Europe: the impact of beliefs, country wealth and the healthcare system. J
Antimicrob Chemother. 2008;61(5):1172–9. 5. Grigoryan L, Burgerhof JG, Degener JE, Deschepper R, Lundborg CS,
Monnet DL, et al. Attitudes, beliefs and knowledge concerning antibiotic
use and self-medication: a comparative European study. Pharmacoepidemiol Drug Saf. 2007;16(11):1234–43. 6. Norris P, Ng LF, Kershaw V, Hanna F, Wong A, Talekar M, et al. Knowledge
and reported use of antibiotics amongst immigrant ethnic groups in New
Zealand. J Immigr Minor Health. 2010;12(1):107–12.
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Gesnerus 67/2 (2010) 217–240 Gesnerus 67/2 (2010) 217–240 Summary Based on a critique of the traditional ruling of mental hospital, therapeutic
community is an innovative model elaborated in Great Britain during World
War II. According to this approach, all the relationships at work inside the
institution have a big impact on the patients’ state. One of the favoured tools
of the therapeutic community lies in regular meetings common to patients
and staff, but also reserved to professionals. During these sessions small and
big problems are intended to be discussed and resolved collectively. The
constitution of this approach as a model and its diffusion in continental
European psychiatry during the second half of the 20th century is described
in this paper. Four stages are distinguished: the genesis, the constitution of
a distinct approach and diffusion in Continental Europe, the radicalisation
and criticism by the antipsychiatric movement, the institutionalisation and
decline. Keywords: therapeutic community; 20th century psychiatry; Europe;
psychosocial reform; antipsychiatry Keywords: therapeutic community; 20th century psychiatry; Europe
psychosocial reform; antipsychiatry Eléments pour une histoire de la communauté
thérapeutique dans la psychiatrie occidentale de
la seconde moitié du 20e siècle Catherine Fussinger Catherine Fussinger, Institut universitaire d’histoire de la médecine et de la santé publique,
1, chemin des Falaises, CH-1005 Lausanne (Catherine.Fussinger@chuv.ch). Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 Résumé Basée sur une critique du système traditionnel de prise en charge des
patient-e-s dans les hôpitaux psychiatriques, la communauté thérapeutique
est un modèle novateur élaboré en Grande-Bretagne durant la Seconde
Guerre mondiale, dans lequel l’ensemble des rapports interpersonnels à
l’œuvre au sein de l’institution sont perçus comme ayant un fort impact Catherine Fussinger, Institut universitaire d’histoire de la médecine et de la santé publique,
1, chemin des Falaises, CH-1005 Lausanne (Catherine.Fussinger@chuv.ch). Gesnerus 67 (2010)
217 Gesnerus 67 (2010)
217 sur l’état des malades. Aussi, l’un des instruments privilégiés de la commu-
nauté thérapeutique réside-t-il dans un système de réunions régulières entre
soignant-e-s et soigné-e-s, mais aussi entre professionnel-le-s, au cours des-
quels petits et grands problèmes doivent être débattus et résolus collective-
ment. La constitution de cette approche comme un courant à part entière et
sa diffusion au sein de la psychiatrie occidentale au cours de la seconde moitié
du 20ème siècle est retracée dans cet article en opérant une distinction entre
quatre étapes: genèse, constitution du courant et diffusion en Europe conti-
nentale, appropriation et critique au sein du mouvement antipsychiatrique,
institutionnalisation et déclin. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 1 Ce modèle reste par contre plus prégnant dans la prise en charge de personnes toxicomanes. Introduction Comme bon nombre de notions ayant eu cours au sein de la psychiatrie
occidentale, la communauté thérapeutique s’avère difficile à appréhender. Si cela fut vrai dans les années 1950 à 1980, y compris dans le milieu psy-
chiatrique, cela l’est davantage encore aujourd’hui. En effet, bien que ce
modèle soit encore appliqué ici et là, il a cessé d’être investi comme une
véritable alternative dans les institutions prenant en charge des personnes
souffrant de troubles psychiques1. Pourtant, après la première utilisation du terme en 1946, la communauté
thérapeutique est rapidement devenue un modèle dont la carrière a duré
quarante ans au moins.De plus,bien que son essor ait été au départ très étroi-
tement lié à la psychiatrie britannique, puis nord-américaine, des commu-
nautés thérapeutiques furent créées dans nombre de pays occidentaux à par-
tir du milieu des années 1960. La visibilité de ce courant demeura toutefois
relative. En effet, si la mise en œuvre de cette approche au sein d’un hôpital
psychiatrique exigeait un intense travail de négociations, ces discussions se
déroulèrent essentiellement au niveau local. Elles n’impliquèrent donc pas
de mobilisation d’ampleur nationale au sein de la profession psychiatrique,
comme ce fut le cas pour d’autres approches novatrices en matière de poli-
tique de santé mentale. Cette inscription locale ainsi que la durée de vie sou-
vent éphémère des expériences engagées expliquent sans doute pourquoi la
communauté thérapeutique constitue un épisode peu connu de l’histoire de
la psychiatrie dans la seconde moitié du 20ème siècle – période qui,rappelons-
le, demeure encore actuellement la moins étudiée en regard des 150 années
précédentes. 1 Ce modèle reste par contre plus prégnant dans la prise en charge de personnes toxicomanes. 218 Gesnerus 67 (2010) L’historien-ne amené-e à constater le rôle joué par cette approche dans
telle ou telle institution psychiatrique risque dès lors d’être confronté-e à
plusieurs difficultés. Comme nous le verrons plus loin, la communauté thé-
rapeutique est un «objet mou» reposant sur des définitions labiles. Mais
surtout, dans la plupart des cas, sa mise en œuvre au niveau local ne s’est pas
accompagnée de production de documents et le recours à l’histoire orale ne
suffit pas toujours à pallier ce manque de sources écrites. De plus, la littéra-
ture secondaire ne permet que partiellement de surmonter ces difficultés. Introduction L’historien-ne amené-e à constater le rôle joué par cette approche dans
telle ou telle institution psychiatrique risque dès lors d’être confronté-e à
plusieurs difficultés. Comme nous le verrons plus loin, la communauté thé-
rapeutique est un «objet mou» reposant sur des définitions labiles. Mais
surtout, dans la plupart des cas, sa mise en œuvre au niveau local ne s’est pas
accompagnée de production de documents et le recours à l’histoire orale ne
suffit pas toujours à pallier ce manque de sources écrites. De plus, la littéra-
ture secondaire ne permet que partiellement de surmonter ces difficultés. Certes, la plupart des ouvrages traitant de l’évolution de la psychiatrie au
20ème siècle en Grande-Bretagne ou aux USA mentionnent la communauté
thérapeutique, mais ils la présentent en quelques paragraphes seulement2. Quant aux travaux consacrés à ce sujet, ils portent essentiellement sur les
prémisses de ce courant durant la guerre3, ainsi que sur ses promoteurs les
plus connus4; quelques études s’emploient également à analyser des expé-
riences locales5. Enfin, la communauté thérapeutique a suscité très tôt
l’intérêt des sociologues et des ethnologues qui l’ont pour la plupart abordée
à partir de la thèse du contrôle social6. Effectuées entre les années 1950
et 1980, ces recherches, d’un apport incontestable, sont toutefois susceptibles
d’être classées aussi bien parmi les sources que dans la littérature secondaire7. Force est donc de constater l’absence de travaux historiques embrassant la
carrière de la communauté thérapeutique dans son ensemble8. En retraçant
les grandes étapes de son évolution,le présent article entend offrir des jalons
à partir desquels des expériences singulières devraient être plus faciles à
situer. 5 Sur le rôle de la communauté thérapeutique au sein d’un hôpital de jour londonien: Spandler
2006. Dans sa thèse sur le mouvement antipsychiatrique aux Pays–Bas, Gemma Blok examine
le fonctionnement d’une communauté thérapeutique établie dans un hôpital psychiatrique
néerlandais: Blok 2004. 5 Sur le rôle de la communauté thérapeutique au sein d’un hôpital de jour londonien: Spandler
2006. Dans sa thèse sur le mouvement antipsychiatrique aux Pays–Bas, Gemma Blok examine
le fonctionnement d’une communauté thérapeutique établie dans un hôpital psychiatrique
néerlandais: Blok 2004. 6 Volontiers qualifiée de foucaldienne aujourd’hui, cette perspective a de fait diverses sources
d’inspiration. 3 Rose 1989; Jones 2004;Thalassis 2007; Harrison 2000. 2 Jones 1972; Busfield 1986; Grob 1994. ;
;
4 Millard 1996; Harrison 2000. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 5 Sur le rôle de la communauté thérapeutique au sein d’un hôpital de jour londonien: Spandler
2006. Dans sa thèse sur le mouvement antipsychiatrique aux Pays–Bas, Gemma Blok examine
le fonctionnement d’une communauté thérapeutique établie dans un hôpital psychiatrique
néerlandais: Blok 2004. Introduction Pour le sociologue Michael Bloor (1986), dans le cas de la communauté théra-
peutique, elle peut soit être appliquée au niveau macro (les finalités réadaptatives de la
communauté thérapeutique se trouvent alors soulignées),soit au niveau micro (l’examen porte
alors les rapports de pouvoir se jouant au quotidien).Victor Sharp (1975) aurait été le premier
à étudier la communauté thérapeutique sous l’angle du contrôle social. p
q
g
7 Suite à une première recherche menée dans la deuxième moitié des années 1950 (Rapoport
1960, 1974) destinée à aider les psychiatres à mieux théoriser leur pratique, plusieurs autres
études furent réalisées au cours des années 1970 et 80 dans une perspective qui se voulait
plus critique (Sharp 1975; Bloor et al. 1982, 1986, 1988; Wiley 1986; McKeganey/Bloor 1987;
Manning 1976, 1989). g
)
8 Les sociologues Bloor, McKeganey, et Fonkert (1988), ainsi que Manning (1976, 1989) propo-
sent de brefs historiques.Pour le point de vue de promoteurs de la communauté thérapeutique:
Clark 1977; Campling/Haigh 1999. g
)
8 Les sociologues Bloor, McKeganey, et Fonkert (1988), ainsi que Manning (1976, 1989) propo-
sent de brefs historiques.Pour le point de vue de promoteurs de la communauté thérapeutique:
Clark 1977; Campling/Haigh 1999. Gesnerus 67 (2010)
219 Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication. http://creativecommons.org/licenses/by-sa/4.0 L’histoire de la communauté thérapeutique peut être divisée en quatre
phases.Le premier moment,quelque peu mythique,est celui des expériences
fondatrices au cours de la Seconde Guerre mondiale. La seconde étape, de
1945 au milieu des années 1960, voit la constitution à proprement parler de
ce courant à travers la multiplication des expériences au sein des pays anglo-
saxons ainsi que leur théorisation dans diverses publications. La troisième
phase,qui court du milieu des années 1960 à la fin des années 1970,comprend
deux mouvements distincts. On assiste d’une part à une diffusion du modèle
de la communauté thérapeutique dans plusieurs pays occidentaux. On
observe d’autre part une appropriation de cette approche par le mouvement
antipsychiatrique, dont il résulta une radicalisation de certaines pratiques
mais aussi une remise en cause. A partir des années 1980 enfin, ce courant
donne des signes d’institutionnalisation, les efforts déployés en ce sens ne
semblent toutefois pas être parvenus à enrayer son déclin. 9 Bloch 1962, 234sq.; Clark 1964, 42sq.; Clark 1977, 553; Bleandonu 1970, 9sq.; Main 1983, 217.
10 Clark (1977, 54) affirme par exemple que «l’analyse sociale» constitue l’outil principal de la
communauté thérapeutique. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 La communauté thérapeutique: un premier portrait Avant de retracer la trajectoire de la communauté thérapeutique, il importe
de commencer par en dresser un portrait plus précis. En concurrence
avec des termes apparus à la même époque – tels que «psychiatrie sociale»,
«psychothérapie de groupe», mais aussi «psychiatrie administrative» –, la
communauté thérapeutique fut d’emblée une notion élastique, ainsi que le
relevèrent plusieurs acteurs sociaux9. Les différentes conceptions de cette
approche ont toutefois en commun l’attention accordée à l’impact de «l’en-
vironnement social» sur l’état des patient-e-s. En effet, l’idée forte qui sous-
tend la communauté thérapeutique est que si les règles de vie et l’ensemble
des relations interpersonnelles à l’œuvre au sein des institutions psychia-
triques s’avèrent en certains cas pathogènes, elles ont aussi un pouvoir thé-
rapeutique. L’emprise croissante des conceptions psychanalytiques dans les années
1950 explique en partie l’importance accordée à cette composante rela-
tionnelle. Cela dit, tous les promoteurs de la communauté thérapeutique
ne se définissent pas comme psychanalystes et la plupart d’entre eux ont
refusé de présenter ce courant comme une forme de psychothérapie à
proprement parler. De plus, ils insistèrent souvent davantage sur la dimen-
sion «sociale» de leur approche10. Dans la mesure où ce terme renvoie 220 Gesnerus 67 (2010) surtout à la prise en compte des rapports interpersonnels et à la dynamique
de groupe, le «social» tend toutefois à se confondre avec le «psychologique»
dans ce contexte. L’élaboration de la communauté thérapeutique s’inscrit dans le cadre
des efforts déployés dès les années 1950 pour rompre avec le fonctionnement
traditionnel des hôpitaux psychiatriques, dénoncé comme profondément
aliénant pour les malades. Formulée par une frange de psychiatres réforma-
teurs11, cette critique fut très vite à l’origine d’expériences alternatives. Par-
tie prenante de ce mouvement, la communauté thérapeutique a ainsi parfois
pu englober presque l’intégralité des réformes entreprises pour «humaniser»
les hôpitaux psychiatriques (extension et diversification des activités occu-
pationnelles et de réhabilitation; introduction de la mixité; tentative de réta-
blissement des liens avec l’extérieur par le biais de sorties en ville,de vacances
et d’un maintien des contacts avec la famille; restitution des objets person-
nels; diminution ou suppression des pratiques d’enfermement et de conten-
tion, etc.). 11 Parmi les ouvrages ayant eu beaucoup de retentissement, on peut citer Stanton Alfred
& Schwartz Morris, The Mental Hospital.A study of Institutional Participation in Psychiatric
Illness and Treatment, 1954 et Barton Russel, Institutional Neurosis, 1959. 12 Initialement conçu à l’intention des patient-e-s psychiatriques, ce modèle a par la suite
également été préconisé pour la prise en charge de personnes dépendantes (alcool, drogue),
délinquantes ou emprisonnées; ces développements ne seront toutefois pas abordés dans cet
article. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 La communauté thérapeutique: un premier portrait Si les théoriciens de la communauté thérapeutique situèrent bien
leur travail dans le cadre de ces réformes, ils se distinguèrent cependant
par l’attention particulière accordée à l’amélioration des relations et de la
communication entre les malades et les soignant-e-s, mais aussi entre les
différentes catégories de soignant-e-s. De manière plus restrictive, la notion de communauté thérapeutique a pu
être utilisée pour désigner le fonctionnement d’un petit groupe de malades
(généralement entre 20 et 30) et de soignant-e-s adoptant des règles de vie
en commun qui se voulaient en elles-mêmes thérapeutiques. De telles com-
munautés furent parfois créées au sein d’une division d’un hôpital psychia-
trique dans le cadre de projets pilotes, comme elles purent s’installer dans
une maison individuelle dans une zone d’habitation ordinaire et se doter d’un
statut institutionnel autonome (fondation, association)12. Dans un cas comme dans l’autre, on retrouve cependant certaines carac-
téristiques communes dans ce qui se voulait une transformation radicale
de l’organisation hiérarchique des institutions psychiatriques. Des réunions
journalières, ou au moins pluri-hebdomadaires, réunissant l’ensemble des
malades et du personnel constituent le trait le plus saillant du fonctionne-
ment des communautés thérapeutiques. Basées sur une libre circulation 12 Initialement conçu à l’intention des patient-e-s psychiatriques, ce modèle a par la suite
également été préconisé pour la prise en charge de personnes dépendantes (alcool, drogue),
délinquantes ou emprisonnées; ces développements ne seront toutefois pas abordés dans cet
article. Gesnerus 67 (2010)
221 Gesnerus 67 (2010)
221 de la parole, qualifiée à l’époque de «démocratique», ces rencontres étaient
censées permettre d’aborder tous les problèmes et incidents survenus au
sein de l’institution, ainsi que de formuler des propositions afin d’améliorer
l’organisation de la vie communautaire13. Ce nouvel agencement avait pour
but explicite d’amener le personnel et les patient-e-s à s’investir activement
dans l’entreprise thérapeutique. Cela impliquait notamment, pour le per-
sonnel, de se déprendre d’une attitude décrite comme autoritaire, voire
répressive,mais aussi d’accepter d’être régulièrement remis en cause lors des
discussions collectives – aussi bien par ses collègues que par les patient-e-s –
et d’être en mesure de reconnaître ses erreurs comme ses difficultés person-
nelles. Considérés comme des sujets à part entière,les malades se virent quant
à eux octroyer un droit à la parole. Plutôt que de les cantonner dans une
position «d’objet passif de soins», on se mit à leur prêter des compétences
thérapeutiques, tant pour eux-mêmes que pour leurs congénères. La communauté thérapeutique: un premier portrait L’octroi
d’un tel statut s’accompagna toutefois de nouvelles exigences: on attendit
en particulier d’eux qu’ils parviennent à s’affranchir de leur passivité comme
de leur attitude oppositionnelle. Le paradoxe est que, pour parvenir à ce
résultat,des comportements ouvertement oppositionnels furent tolérés,voire
valorisés,ce qui impliquait un changement de posture considérable de la part
de l’équipe soignante. Comme le soulignèrent deux psychiatres de l’époque:
«La question la plus importante à se poser lorsqu’un malade est agité ou
difficile est: Qu’est-ce que ce comportement signifie? et non: Comment
pouvons-nous y mettre fin le plus aisément possible?»14 La permissivité qui
résulta de ce repositionnement constitue une autre caractéristique impor-
tante de la communauté thérapeutique. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 Genèse en temps de guerre Instituées rétrospectivement comme fondatrices, les premières expériences
se déroulèrent en Grande-Bretagne entre 1941 et 1945, dans le contexte
particulier de la Seconde Guerre mondiale15. Dans un climat où la question
du moral et de la cohésion des troupes se voyait très investie,les services psy- 13 Ainsi que Clark (1977, 559) le souligne, l’étendue des domaines discutés collectivement a
cependant pu varier considérablement d’une expérience à l’autre: si en certains cas l’équipe
thérapeutique et les patient-e-s allèrent jusqu’à élaborer collectivement des décisions concer-
nant les traitements, ces discussions communes furent parfois limitées à l’organisation des
loisirs. 13 Ainsi que Clark (1977, 559) le souligne, l’étendue des domaines discutés collectivement a
cependant pu varier considérablement d’une expérience à l’autre: si en certains cas l’équipe
thérapeutique et les patient-e-s allèrent jusqu’à élaborer collectivement des décisions concer-
nant les traitements, ces discussions communes furent parfois limitées à l’organisation des
loisirs. 14 Le psychiatre belge Claude Bloch cite ici le psychiatre britannique Denis V. Martin: Bloch
1962, 248. 15 Cette première phase est celle qui a été le plus étudiée:Rose 1989;Harrison 2000;Jones 2004;
Thalassis 2007. 222 222
Gesnerus 67 (2010) Gesnerus 67 (2010) chiatriques militaires britanniques furent le théâtre de pratiques novatrices
qui impliquèrent des patients souffrant de névroses de guerre. Dès 1941, le psychiatre Maxwell Jones (1907–1990)16 – habituellement
salué comme le père de la communauté thérapeutique – introduisit une série
de modifications dans sa manière de traiter les patients hospitalisés à Mill
Hill, une dépendance du Maudsley Hospital, dans la banlieue de Londres17. Responsable d’une unité psychosomatique réunissant une centaine de mili-
taires souffrant de troubles fonctionnels cardiaques, Jones pensa que le
meilleur moyen de les amener à admettre qu’ils souffraient de troubles psy-
chosomatiques était de les informer des mécanismes à l’œuvre derrière leurs
symptômes. Le nombre des patients ne lui permettant pas de s’entretenir
individuellement avec chacun, il organisa des conférences à l’intention de
tous. Il constata cependant rapidement que celles-ci n’étaient guère pro-
fitables.Aussi décida-t-il de travailler en petits groupes, à raison de trois ren-
contres par semaine durant un mois18. Ayant observé que certains aspects
de la vie au sein des divisions étaient abordés par les patients lors de ces
réunions, Jones s’intéressa aux «phénomènes sociologiques»19 à l’origine
des changements d’atmosphère au sein des services. 16 Maxwell Jones est resté durant toute sa carrière un fervent promoteur de la communauté
thérapeutique, voir Millard 1996 et Clark 2005.
17 Jones 1953, 1–15.
18 On trouve plusieurs transcriptions de ces séances de discussion dans Jones 1953, 4–12.
19 Jones 1953, 13.
20 Bion/Rickman 1943. 16 Maxwell Jones est resté durant toute sa carrière un fervent promoteur de la communauté
thérapeutique, voir Millard 1996 et Clark 2005. p
q
17 Jones 1953, 1–15. 19 Jones 1953, 13. 20 Bion/Rickman 1943. 7 Jo es 953,
5.
18 On trouve plusieurs transcriptions de ces séances de discussion dans Jones 1953, 4–12.
19 J
1953 13 Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 Genèse en temps de guerre Ces différents constats
amenèrent Jones et son équipe à entreprendre dès 1944 des jeux de rôles qui
s’apparentaient au psychodrame de Jakob Moreno (1889–1974) – dont ils
ignoraient cependant tout alors –, afin d’amener les patients à prendre
conscience de leurs problèmes personnels. La seconde expérience se déroula en deux étapes et sous la houlette de
plusieurs psychiatres, au sein d’un hôpital psychiatrique militaire doté de
300–400 lits,situé à Northfield près de Birmingham.Alors que Maxwell Jones
put développer son projet durant presque toute la période de la guerre, la
première expérience de Northfield,initiée en 1942,fut interrompue après six
semaines par la direction de l’hôpital. En dépit de ce désaveu, les psychiatres
et psychanalystes Wilfred Bion (1897–1979) et John Rickman (1891–1951)
décidèrent de publier un article en commun, paru en 1943 dans The Lancet,
afin de rendre compte du travail initié par chacun d’eux à Northfield20. On
mesure la différence de leur démarche respective lorsqu’on sait que Bion
était placé à la tête d’un training ward de 100 patients alors que Rickman
entreprit une thérapie de groupe au sein d’une division qui ne comportait
qu’une quinzaine de lits. Tous deux cependant entendaient trouver des Gesnerus 67 (2010)
223 Gesnerus 67 (2010)
223 Gesnerus 67 (2010)
223 Downloaded from Brill.com 10/24/2024 04:03:06AM
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of the prevailing CC-BY-NC license at the time of publication. http://creativecommons.org/licenses/by-sa/4.0 moyens pour parvenir à établir un esprit de corps, conduisant chaque patient
à contribuer de manière active au bon fonctionnement du groupe.C’est ainsi
que Bion, par exemple, réduisit au minimum les exigences relatives au fonc-
tionnement du service et y toléra un désordre certain, afin que la demande
de règles de vie en commun émane des patients eux-mêmes plutôt que d’être
imposée par les soignants. Bien que les expériences de Bion et de Rickman aient été interrompues
prématurément, le travail de psychothérapie de groupe se poursuivit à
Northfield avec l’arrivée en avril 1943 du psychanalyste Heinrich Foulkes
(1898–1976). Peu avant la fin de la guerre, le psychiatre et psychanalyste
Thomas Main (1911–1990) et Harold Bridger (1909–2005) – professeur de
mathématiques avant le début du conflit – initièrent ce qu’on désigne habi-
tuellement comme la seconde expérience de Northfield. Downloaded from Brill.com 10/24/2024 04:03:06AM
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of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 21 Six articles paraissent dans le numéro de mai 1946 du Bulletin of the Menninger Clinic.
22 Main 1946, 66. 25 Rattaché jusqu’en 1959 au Belmont Hospital,un grand hôpital de la banlieue sud de Londres,
le service initialement dirigé par Jones a reçu différentes appellations au fil des années:
désigné dans un premier temps sous le terme de Industrial Neurosis Unit, il prit le nom de
Social Rehabilitation Unit de 1954 à 1959; à partir de 1959, une fois ce service devenu indé-
pendant, Henderson Hospital devint l’appellation définitive. Genèse en temps de guerre C’est à son propos
que fut pour la première fois employé le terme de «communauté thérapeu-
tique» par Main dans le cadre d’un numéro consacré, en 1946, à la psychia-
trie britannique durant la guerre par une revue de psychiatrie américaine
d’obédience psychanalytique21. Bien que moins véhémente que ce qu’elle sera au plus fort de l’antipsy-
chiatrie, la critique du fonctionnement habituel des hôpitaux psychiatriques
d’alors apparaît clairement dans l’introduction de l’article de Main: The concept of a hospital as a refuge too often means, however, that the patients are robbed
of their status as responsible human beings.Too often they are called «good» or «bad» only
according for their obedience, dependency and gratitude. The fine traditional mixture of
charity and discipline they receive is a practised technique of removing their initiative as adult
beings, and making them «patients». They are less trouble thus to the staff. [...] So, isolated
anddominated,the patienttends to remain gripped by the hospital machine even in the games
or prescribed occupations which occupy his time between treatments.Within such a setting,
health and stability are too often bought at the excessive price of desocialisation. Sooner or
later the patient,alone and unsupported,must face the difficult task of returning to the society
in which he became unstable, and there regain social integration, and a daily sense of values
and purpose. This task is no light for a desocialised man, however healthy he may have
become.The design of a hospital as a social retreat also ignores positive therapeutic forces –
the social support, and emotional opportunities which are granted in spontaneously struc-
tured communities.22 L’impossibilité matérielle de pratiquer des psychothérapies approfondies au
sein des institutions psychiatriques publiques ne constitue pas la seule raison
pour Main de s’intéresser au potentiel thérapeutique de la communauté, il
lui accorde en effet une pertinence intrinsèque: It is true that radical individual treatment can free the inner drives of the patient, and make
him capable of full and stable social life, but it fails to give him an assured technique for full
social participation – he can only learn this from the impact of society itself.Treatment of the
neurotic patient, who suffers from a disturbance of social relationships, cannot therefore be 21 Six articles paraissent dans le numéro de mai 1946 du Bulletin of the Menninger Clinic. 22 Main 1946, 66. Genèse en temps de guerre 224
Gesnerus 67 (2010 224 224
Gesnerus 67 (2010) Gesnerus 67 (2010) regarded as satisfactory unless it is undertaken within a framework of social reality which
can provide him with opportunities for attaining fuller social insight and for expressing and
modifying his emotional drives according to the demands of real life.23 Dans le reste de son article, Main insiste beaucoup sur les changements de
rôle que la mise en place d’une communauté thérapeutique implique tant de
la part du psychiatre que du personnel infirmier.Ce thème,également présent
d’emblée chez Maxwell Jones, a été abondamment repris par la suite. Notons
que dans l’après-guerre ces deux psychiatres furent les seuls à œuvrer au
développement de la communauté thérapeutique en tant que courant: Main
comme psychanalyste,Jones comme promoteur de la psychiatrie sociale.Bion
et Foulkes se tournèrent pour leur part vers le développement de la psycho-
thérapie psychanalytique de groupe. Cela aurait sans doute également été le
cas de Rickman s’il n’était pas décédé si rapidement. Quant à Bridger, il mit
l’essentiel de ses compétences de psychanalyste au service du management. ,
24 C’est du moins en ces termes que les patient-es de Jones sont présenté-e-s par un psychiatre
suisse ayant fait un voyage d’étude en Grande-Bretagne:Schneider,1954,465;voir aussi Jones
1954. 23 Main 1946, 66. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 23 Main 1946, 66.
24 C’est du moins en ces termes que les patient-es de Jones sont présenté-e-s par un psychiatre
suisse ayant fait un voyage d’étude en Grande-Bretagne:Schneider,1954,465;voir aussi Jones
1954.
25 Rattaché jusqu’en 1959 au Belmont Hospital,un grand hôpital de la banlieue sud de Londres, Constitution d’un courant Au cours de la seconde phase, de 1946 à 1965 environ, la communauté
thérapeutique s’est progressivement imposée comme une approche en soi. Un nombre important de publications – des articles mais surtout des mono-
graphies – relatant des expériences de plus longue durée fit connaître cette
approche aux psychiatres en exercice à cette époque.Par ailleurs,après avoir
été expressément présentée comme une approche adaptée aux malades
névrotiques durant la guerre, elle fut étendue à d’autres catégories à partir
des années 1950. De 1947 à 1959, Maxwell Jones s’employa à développer la commu-
nauté thérapeutique en travaillant avec une population bien particulière de
patient-e-s, qualifiés à l’époque de «psychopathes», de «déséquilibrés carac-
tériels», d’«adultes asociaux» ou encore de «délinquants» – une catégorie
de malades qui auraient été la «croix» des psychiatres, ces derniers ne
sachant que faire pour les traiter24. Menée au sein d’une unité mixte de 100
lits (²/³ d’hommes pour un 1/³ de femmes) – le Belmont Hospital25 –, cette Gesnerus 67 (2010)
225 Gesnerus 67 (2010)
225 Downloaded from Brill.com 10/24/2024 04:03:06AM
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of the prevailing CC-BY-NC license at the time of publication. http://creativecommons.org/licenses/by-sa/4.0 expérience a été présentée dans divers articles26 et dans deux ouvrages. Le premier, Social Psychiatry, est paru en 1952 en Grande-Bretagne sous
la direction de Jones puis en 1953 sous un nouveau titre, The Therapeutic
community. A New Treatment Method in Psychiatry, aux USA27. Le second
fut publié en 1960 en Grande-Bretagne sous le titre de Community as
doctor. New Perspectives on a Therapeutic Community28. Menée au sein
du Belmont Hospital durant les années 1950 par une équipe placée sous la
direction de Robert Norman Rapoport,un sociologue américain,cette étude
visait à donner de meilleurs fondements théoriques à la communauté théra-
peutique. Quelques années plus tard, le Dr Denis V. Martin29 montra pour sa part
que la communauté thérapeutique était un mode de prise en charge suscep-
tible d’être appliqué avec profit à l’ensemble des patient-e-s d’un hôpital
psychiatrique ordinaire, soit aussi bien aux patient-e-s schizophrènes consi-
déré-e-s comme chroniques qu’aux malades hospitalisé-e-s pour une crise
aiguë, ou encore qu’aux névrosé-e-s. Le travail initié dès 1955 par Martin eut
également un grand impact car,jusqu’alors,les communautés thérapeutiques
avaient toujours été mises sur pied au sein d’unités comprenant une centaine
de lits au maximum. Downloaded from Brill.com 10/24/2024 04:03:06AM
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http://creativecommons.org/licenses/by-sa/4.0 ;
p p
;
;
27 Si Maxwell Jones est présenté comme le premier auteur de ce travail, il fit figurer le nom de
six collaborateurs comme coauteurs.
28 La version originale de cet ouvrage n’étant pas disponible, je me suis référée à la traduction
française parue en 1974.
29 Malheureusement, je n’ai pas trouvé d’information sur la carrière du Dr Martin.
30 Ayant commencé à pratiquer la communauté thérapeutique dès 1958, le Dr Clark publia
en 1964 Administrative Therapy.The role of the Doctor in the Therapeutic Community après
avoir séjourné aux USA grâce à une bourse. On trouve plusieurs textes de David Clark sur
l’histoire de la communauté thérapeutique et sur sa propre expérience à Fulbourn sur le site
web des archives de The Planned EnvironmentTherapyTrust (http://www.pettarchiv.org.uk). 30 Ayant commencé à pratiquer la communauté thérapeutique dès 1958, le Dr Clark publia
en 1964 Administrative Therapy.The role of the Doctor in the Therapeutic Community après
avoir séjourné aux USA grâce à une bourse. On trouve plusieurs textes de David Clark sur
l’histoire de la communauté thérapeutique et sur sa propre expérience à Fulbourn sur le site
web des archives de The Planned EnvironmentTherapyTrust (http://www.pettarchiv.org.uk). 26 Jones 1954; Jones et Rapoport 1955; Jones 1956; Jones et al. 1956. p p
27 Si Maxwell Jones est présenté comme le premier auteur de ce travail, il fit figurer le nom de
six collaborateurs comme coauteurs.
28 La version originale de cet ouvrage n’étant pas disponible, je me suis référée à la traduction
française parue en 1974.
29 Malheureusement, je n’ai pas trouvé d’information sur la carrière du Dr Martin.
30 Ayant commencé à pratiquer la communauté thérapeutique dès 1958, le Dr Clark publia
en 1964 Administrative Therapy.The role of the Doctor in the Therapeutic Community après 29 Malheureusement, je n’ai pas trouvé d’information sur la carrière du Dr Martin. ;
p p
;
;
27 Si Maxwell Jones est présenté comme le premier auteur de ce travail, il fit figurer le nom de
six collaborateurs comme coauteurs.
28 La version originale de cet ouvrage n’étant pas disponible, je me suis référée à la traduction
française parue en 1974.
29 Malheureusement je n’ai pas trouvé d’information sur la carrière du Dr Martin Constitution d’un courant Or, après avoir dirigé à titre expérimental une commu-
nauté thérapeutique de vingt-sept femmes schizophrènes, Martin parvint à
étendre ce modèle à l’ensemble de Claybury, un hôpital de 2200 lits, situé à
la périphérie de Londres. Décrivant les étapes de son travail et les difficultés
rencontrées,Martin apportait la démonstration avec son livre – Adventure in
Psychiatry. Social Change in a Mental Hospital (1962) – que la communauté
thérapeutique n’était pas une approche réservée à des petites unités ac-
cueillant des patient-e-s ayant un profil bien particulier comme cela avait été
le cas jusqu’alors. Vers la fin des années 1950, un autre psychiatre, David H. Clark, entreprit
d’introduire la communauté thérapeutique à Fulbourn, un hôpital psychia-
trique de 820 lits, situé près de Cambridge30. Quant à Maxwell Jones, ce n’est
qu’en 1962, après un séjour de trois ans aux USA, qu’il chercha à implan- 226 Gesnerus 67 (2010) ter son approche dans un hôpital psychiatrique «ordinaire» de 400 lits, au
moment où il prit la direction de l’hôpital écossais de Dingleton, situé à
60 kilomètres d’Edimbourg31. Enfin, le Dr Thomas Main poursuivit quant à lui l’expérience ini-
tiée durant la guerre en travaillant essentiellement avec des patient-e-s
névrosé-e-s.Dès 1946,il prit en effet la direction d’une clinique psychiatrique
privée, le Cassel Hospital, situé dans un comté au sud-est de Londres. Or, bien que cette clinique fût entrée en 1948 dans le National Health
Service, elle avait pu conserver l’essentiel de ses caractéristiques antérieures. Elle demeura donc un établissement accueillant des névrosé-e-s, voire par-
fois aussi la famille de ceux-ci. Mis à part le maintien de son orientation
psychanalytique, les moyens matériels pour pratiquer des psychothérapies
furent garantis par un taux d’encadrement des patient-e-s particulièrement
élevé. En effet, au début des années 1960, près de quatorze psychiatres
s’occupaient d’une soixantaine de patient-e-s32. De plus, non seulement la
majorité des psychiatres avaient une formation analytique, mais c’était
également le cas d’une bonne part du personnel infirmier33. En articulant traitements psychanalytiques individuels et communauté thé-
rapeutique, Main eut surtout un rayonnement important au sein du
mouvement psychanalytique, tandis que les travaux de Jones et de Martin
montraient, pour leur part, que l’on pouvait pratiquer la communauté théra-
peutique sans être psychanalyste34. Signalons enfin que c’est seulement à la
fin de cette seconde phase que l’emploi du terme «communauté thérapeu-
tique» s’imposa. 31 Bléandonu 1970, 38. Jones dirigea Dingleton jusqu’en 1969, date à laquelle il partit s’instal-
ler définitivement aux USA, il était alors âgé de 62 ans. D’après son collègue David Clark, il
tenta d’ouvrir des communautés thérapeutiques dans différents états, mais sans succès.A la
fin de sa vie, il aurait développé un vif intérêt pour les questions spirituelles: Clark 2005.
32 Blé
d
1970 56 32 Bléandonu 1970, 56. 36 http://pettrust.org.uk/index.php/Planned_Environment_Therapy_Trust 34 Jones a entrepris une psychanalyse et a également été supervisé dans les années 1950, il a
toutefois renoncé à devenir membre de la société de psychanalyse britannique:Millard 1996;
nous n’avons pas d’informations précises concernant le cursus de Martin, mais certains de
ses propos nous conduisent à penser qu’il n’avait pas de formation analytique.
5
ili
l
d
i
l
k l
d ,
33 Briggs 1959, 216. D’après Bloor/McKeganey/Fonkert 1988, le rôle thérapeutique des méde-
cins et du personnel infirmier semble toutefois être demeuré clairement distinct (27). Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 35 Jones utilise les deux notions, Clark la seconde. 37 http://www.therapeuticcommunities.org
38 Manning 1989, 30sq. et 53.
39 Dans son ouvrage, Bléandonu (1970, 88–101) rend compte de la visite effectuée en 1967 par
le Dr Roger Gentis dans trois communautés thérapeutiques néerlandaises. Voir aussi: Blok
2004.
40 Kennard 1999.
41 Ploeger 1980; Kennard 1999.
42 Ploeger 1980.
43 Legrand 1988, 15; Pietropoli Charmet 1997.
44 Pedrali 1997; Pietropoli Charmet 1997. Constitution d’un courant Auparavant, il s’était vu concurrencer par d’autres notions,
comme celles de «psychiatrie sociale» ou de «psychiatrie administrative»35. Certains psychiatres américains parlèrent pour leur part de «thérapie par
le milieu», ou encore d’«équipe thérapeutique». Au milieu des années 1960,
la communauté thérapeutique avait suffisamment gagné en importance en
Grande-Bretagne pour susciter la création d’une première association faîtière
en 1966 – The Planned Environment Therapy Trust36 – puis d’une seconde en 31 Bléandonu 1970, 38. Jones dirigea Dingleton jusqu’en 1969, date à laquelle il partit s’instal-
ler définitivement aux USA, il était alors âgé de 62 ans. D’après son collègue David Clark, il
tenta d’ouvrir des communautés thérapeutiques dans différents états, mais sans succès.A la
fin de sa vie, il aurait développé un vif intérêt pour les questions spirituelles: Clark 2005. 32 Blé
d
1970 56 p
(
)
34 Jones a entrepris une psychanalyse et a également été supervisé dans les années 1950, il a
toutefois renoncé à devenir membre de la société de psychanalyse britannique:Millard 1996;
nous n’avons pas d’informations précises concernant le cursus de Martin, mais certains de
ses propos nous conduisent à penser qu’il n’avait pas de formation analytique. 35 Jones utilise les deux notions, Clark la seconde. Gesnerus 67 (2010)
227 1972 – The Association ofTherapeutic Communities.37 En 1976,cette dernière
comptait 30 membres collectifs représentant des institutions ayant adopté le
modèle de la communauté thérapeutique, la moitié était établie en Grande-
Bretagne et le reste à l’étranger et,10 ans plus tard,leur nombre avait doublé. D’après le sociologue Manning, 17 communautés thérapeutiques étaient en
activité en Grande-Bretagne au milieu des années 7038. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 38 Manning 1989, 30sq. et 53. 37 http://www.therapeuticcommunities.org Diffusion en dehors de la Grande-Bretagne Sans parler des USA,où de nombreuses communautés thérapeutiques furent
fondées, cette approche se diffusa dès les années 1960 en Europe continen-
tale. Fragmentaires, les informations disponibles ne nous permettent toute-
fois pas de préjuger de sa diffusion effective dans les différents pays. La communauté thérapeutique semble avoir été bien accueillie aux Pays-
Bas. Une association nationale y fut notamment créée en 1973 à l’initiative
de six hôpitaux39. De plus, bien acceptée par les instances dirigeantes de la
psychiatrie, cette approche n’aurait pas été cantonnée dans une position
marginale40. Les pays scandinaves lui auraient également réservé un bon
accueil41. En Allemagne de l’Ouest par contre, où cinq communautés théra-
peutiques au moins furent créées au cours des années 1960, la diffusion de
ce modèle aurait été entravée – aux dires d’un de ses promoteurs – par le
scepticisme conjoint des représentants de la psychiatrie universitaire et des
médecins-directeurs des hôpitaux psychiatriques42. La communauté théra-
peutique suscita également un enthousiasme certain en Italie. Ce modèle fut
notamment adopté dès 1968 à Pérouse, deux communautés thérapeutiques
furent créées à Milan dans la deuxième moitié des années 1960, ainsi qu’une
à Rome et une autre à Venise43. Son développement semble toutefois avoir
été en partie limité par la querelle entre des représentant-e-s de la commu-
nauté thérapeutique accordant une grande importance aux conceptions psy-
chanalytiques et les tenant-e-s de l’antipsychiatrie organisé-e-s dès 1973 au
sein du mouvement Psichiatria Democratica, nous y reviendrons44. 228 228
Gesnerus 67 (2010) En France, la diffusion de la communauté thérapeutique fut sans doute
inhibée par le statut qu’y occupait déjà la «psychothérapie institutionnelle»45. En effet, cette approche – également issue d’expériences menées durant la
guerre – présente de nombreux points communs avec la communauté théra-
peutique. Cette situation n’empêcha toutefois pas le courant britannique de
faire l’objet d’une réception en France grâce à un travail éditorial conséquent
initié par plusieurs psychiatres, le plus souvent déjà impliqués dans le déve-
loppement de la psychothérapie institutionnelle. Le Dr Gérard Bléandonu
fit ainsi plusieurs conférences et publications suite à deux voyages réalisés
en Grande-Bretagne en 1966 et 1967 grâce à une bourse d’études46. Après
avoir visité plusieurs communautés thérapeutiques néerlandaises, le Dr
Roger Gentis présida également à la traduction d’une série de classiques,
dont celle du livre du Dr Martin en 1969. 45 Chanoît 1995; von Bueltzingsloewen (à paraître); Coffin (à paraître); voir également les
chapitres 2 et 3 de la thèse de Henckes 2007.
46 Bléandonu 1967, 1968, 1970, 1971.
47 Jones 1972 (é.o. anglaise 1968).
48 Bléandonu 1970, pp.102–105; Bléandonu s’appuie sur la thèse de médecine de Pierre
Dessuant, La communauté thérapeutique.A propos d’une expérience concrète effectuée dans
un hôpital psychiatrique, datant de 1969.
49 Woodbury, 1966, ch.VI. 46 Bléandonu 1967, 1968, 1970, 1971. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 47 Jones 1972 (é.o. anglaise 1968). 45 Chanoît 1995; von Bueltzingsloewen (à paraître); Coffin (à paraître); voir également les
chapitres 2 et 3 de la thèse de Henckes 2007. Diffusion en dehors de la Grande-Bretagne Le Dr Paul Sivadon, expert pour
l’Organisation Mondiale de la Santé, signa pour sa part une préface enthou-
siaste pour l’édition française du troisième ouvrage de Maxwell Jones, parue
en 197247. Une traduction de l’étude sociologique menée par Rapoport dans
les années 1950 au Belmont Hospital fut également publiée en 1974 chez
François Maspéro,un éditeur militant.Enfin,plusieurs articles de promoteurs
de la communauté thérapeutique tels que Main, Jones ou encore Michael
Woodbury furent également traduits dans L’Information psychiatrique, le
journal du Syndicat des médecins des hôpitaux psychiatriques. En revanche,
peu d’expériences concrètes furent entreprises. En 1970, Bléandonu n’avait
connaissance que d’un seul projet, mené entre 1965 et 1968, au sein de
l’Hôpital psychiatrique de Bassens (Savoie), alors dirigé par le Dr Henri
Vermorel48. En Suisse – comme aux Pays-Bas, en Allemagne ou en Italie –, on dé-
nombre au moins sept projets de communautés thérapeutiques initiés entre
le début des années 1960 et le milieu des années 1980. Souvent en raison de
conflits,la moitié d’entre eux durèrent deux ans à peine.Ce fut le cas du travail
mené au sein du pavillon des Cèdres dans la clinique des Rives de Prangins
(Vaud) entre 1962 et 1964 environ par le psychiatre américain MichaelWood-
bury49, comme de l’expérience engagée dans l’une des divisions de l’Hôpital
psychiatrique universitaire de Genève sous la houlette du Dr Bartold Bierens Gesnerus 67 (2010)
229 Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication. http://creativecommons.org/licenses/by-sa/4.0 de Haan entre 1976 et 197750. On ignore par contre la durée de deux projets
pilotes initiés au sein des institutions psychiatriques universitaires zuri-
choises51. En 1963, le Dr Werner Stoll a mis sur pied une communauté thé-
rapeutique modèle au sein d’une division pour femmes du Burghölzli52;ce fut
également le cas du Dr Jürg Willi au sein de la division de psychothérapie
stationnaire de la policlinique psychiatrique universitaire de Zürich en 196853. Les trois autres fonctionnèrent entre 10 et 25 ans. La communauté théra-
peutique établie en 1965 au sein de la clinique privée du Schlössli (Zürich)
par le Dr Edgar Heim semble avoir fonctionné jusqu’à sa nomination en 1979
à la chaire de psychothérapie de l’Université de Berne, dont il reprit égale-
ment la direction de la policlinique psychiatrique54. 50 Steinauer 1982;Heimberg 2005;je me réfère également à des documents qui se trouvent dans
les archives de l’hôpital psychiatrique de Malévoz, ainsi qu’à un échange de correspondance
avec le Dr Bierens de Haan au printemps 2008. Downloaded from Brill.com 10/24/2024 04:03:06AM
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p
51 Selon l’un des relecteurs anonymes de cet article, le Dr Ambros Uchtenhagen aurait égale-
ment initié une communauté thérapeutique au début des années 1970 en collaboration avec
l’association «Die Alternative» qui s’occupe de la prise en charge des personnes ayant des
problèmes de drogues, sans avoir pour autant écrit sur cette expérience.
52 Germann 2007 233. 53 Kind 2000, 546. ,
54 Heim 1978. Heim a également signé en 1976 la préface de la traduction allemande d’un des
ouvrages de Maxwell Jones. 53 Kind 2000, 546.
54 Heim 1978. Heim a également signé en 1976 la préface de la traduction allemande d’un des
ouvrages de Maxwell Jones.
55 Les renseignements concernant la communauté thérapeutique en Valais sont tirés d’une
recherche en cours reposant sur des archives et des sources orales.
56 Aebi/Ciompi/Hansen 1993; Ciompi/Hoffmann/Broccard 2001; Ciompi 2005; http://www.
soteria.ch 57 A ce jour, l’expérience de Kingsley Hall n’a pas fait l’objet d’une étude historique, aussi
ce qu’on en sait repose essentiellement sur l’ouvrage relatant «le voyage à travers la folie»
de Mary Barnes de son propre point de vue et de celui du psychiatre Joseph Berke qui l’a
«accompagnée»: Barnes/Berke, 1971. Diffusion en dehors de la Grande-Bretagne De 1966 à 1990, soit
durant près de vingt-cinq ans, la communauté thérapeutique fut égale-
ment une référence centrale pour le Dr Jean Rey-Bellet et son adjoint le
Dr Roberto Henking, tous deux placés à la tête de l’Hôpital psychiatrique
de Malévoz (Valais)55. Au fil des années, la communauté thérapeutique y
prit toutefois différentes formes: appliquée initialement dans l’ensemble
des pavillons, elle fut surtout mise en œuvre dans celui réservé aux jeunes
patient-e-s schizophrènes par la suite. Enfin, à Berne, la communauté théra-
peutique de la Soteria accueille toujours des personnes en crise psychotique
dans une petite maison d’un quartier résidentiel. Etablie en 1985 sous la
forme d’une fondation autonome par le professeur de psychiatrie sociale
d’alors, le Dr Luc Ciompi, ce projet semble s’être développé en bonne intel-
ligence avec les institutions psychiatriques officielles du canton56. Mis à part la durée des expériences, on observe également des variations
significatives dans le nombre de patient-e-s impliqué-e-s: près de 400 au
Schlössli et à Malévoz, entre 10 et 20 dans les autres cas. De même, certaines
de ces expériences se développèrent au sein d’institutions publiques (hôpi-
taux psychiatriques du Valais, de Zurich et de Genève), alors que d’autres g
55 Les renseignements concernant la communauté thérapeutique en Valais sont tirés d’une
recherche en cours reposant sur des archives et des sources orales. p
56 Aebi/Ciompi/Hansen 1993; Ciompi/Hoffmann/Broccard 2001; Ciompi 2005; http://www. soteria.ch 230 230
Gesnerus 67 (2010) Gesnerus 67 (2010) eurent pour cadre des cliniques ou des fondations privées (le Schössli, les
Rives de Prangins et la Soteria). Enfin, si l’antipsychiatrie semble avoir
constitué une référence positive à Genève et à la Soteria, il est probable que
seule cette dernière ait opté pour l’usage des prénoms et l’abandon de la
blouse blanche, une suppression des signes de hiérarchie entre personnel et
soignant pourtant chère à Maxwell Jones. q
59 Clark,1977,555;pour une analyse des pratiques et des discours des promoteurs de la commu-
nauté thérapeutique des années 1950 en regard de celles des antipsychiatres, voir Fussinger
(à paraître). p g
,
58 Bleandonu 1968, 749; Barnes/Berke 1971; Clark 1977, 555; Bloor/McKeganey/Fonkert 1988,
35sq. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 Radicalisation et remise en cause Au cours des années 1960, parallèlement à sa diffusion au sein des pays
occidentaux, la communauté thérapeutique a également été investie par
le mouvement antipsychiatrique et cela aussi bien en Italie qu’en Grande-
Bretagne. En raison de la notoriété acquise par l’antipsychiatrie et de son
autoreprésentation comme rupture radicale, peu de gens savent toutefois
aujourd’hui que la communauté thérapeutique a constitué le cadre de travail
initial aussi bien de Franco Basaglia (1924–1980), de Ronald Laing (1927–
1989) que de David Cooper (1931–1986). ) q
p
(
)
En Grande-Bretagne, la communauté thérapeutique de Kingsley Hall
est considérée comme l’expérience fondatrice du mouvement antipsychia-
trique57. Mené de 1965 à 1970, ce projet se trouve habituellement associé au
nom de Ronald Laing, quand bien même d’autres psychiatres s’y impliquè-
rent. Si plusieurs acteurs sociaux de l’époque ont présenté Kingsley Hall
comme une forme particulière de communauté thérapeutique58 – dans
laquelle le système des réunions régulières avait cédé la place à une organi-
sation plus libertaire et où des comportements beaucoup plus transgressifs
étaient tolérés59 –, sa notoriété provient essentiellement de son statut de
projet alternatif radical. Le travail engagé entre 1962 et 1966 par le Dr David Cooper dans le cadre
de la «Villa 21» – une petite division située dans un grand hôpital psychia-
trique de 2000 lits – eut également un retentissement certain. Dans son
ouvrage Psychiatry and Anti-Psychiatry paru en 1967, Cooper la présenta
comme la première expérience antipsychiatrique menée en Grande-Bre- q
59 Clark,1977,555;pour une analyse des pratiques et des discours des promoteurs de la commu-
nauté thérapeutique des années 1950 en regard de celles des antipsychiatres, voir Fussinger
(à paraître). q
59 Clark,1977,555;pour une analyse des pratiques et des discours des promoteurs de la commu-
nauté thérapeutique des années 1950 en regard de celles des antipsychiatres, voir Fussinger
(à paraître). Gesnerus 67 (2010)
231 Gesnerus 67 (2010)
231 Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication. http://creativecommons.org/licenses/by-sa/4.0 tagne. Pourtant, la description qu’il en donne nous montre que le fonction-
nement de cette communauté thérapeutique accueillant une vingtaine de
jeunes hommes, diagnostiqués schizophrènes, ressemblait à bien des égards
à ce qui avait été décrit par un Maxwell Jones ou un Denis Martin. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 60 Cooper 1970 (é.o. anglaise 1967), 13.
61 Clark 1977, 554.
62 Fondée en 1964 par un petit groupe de psychiatres, parmi lesquels figuraient notamment
Laing et Cooper, cette association a poursuivi ses activités après la fermeture de Kingsley
Hall dont elle avait permis la mise sur pied; elle est toujours en activité aujourd’hui:
http://www.philadelphia-association.org.uk
63 Cette association a été fondée en 1970 par des psychiatres qui s’étaient vu refuser l’accès à
la Philadelphia Association, parmi lesquels se trouvait Joseph Berke (Burston 1996, 90–92),
elle est également toujours en activité: http://www.arbourscentre.org.uk
64 Mosher 1991; Mosher 1999; Mosher/Hendrix/Fort, 2004; Bola/Mosher 2005. Plus globale-
ment, sur la question du rapport des promoteurs de la communauté thérapeutique avec les
traitements biologiques, notamment les psychotropes, voir Fussinger (à paraître).
65 Fussinger (à paraître). 62 Fondée en 1964 par un petit groupe de psychiatres, parmi lesquels figuraient notamment
Laing et Cooper, cette association a poursuivi ses activités après la fermeture de Kingsley
Hall dont elle avait permis la mise sur pied; elle est toujours en activité aujourd’hui
http://www.philadelphia-association.org.uk 61 Clark 1977, 554. p
p
p
g
63 Cette association a été fondée en 1970 par des psychiatres qui s’étaient vu refuser l’accès à
la Philadelphia Association, parmi lesquels se trouvait Joseph Berke (Burston 1996, 90–92)
elle est également toujours en activité: http://www.arbourscentre.org.uk 60 Cooper 1970 (é.o. anglaise 1967), 13. 64 Mosher 1991; Mosher 1999; Mosher/Hendrix/Fort, 2004; Bola/Mosher 2005. Plus globale-
ment, sur la question du rapport des promoteurs de la communauté thérapeutique avec les
traitements biologiques, notamment les psychotropes, voir Fussinger (à paraître).
65 Fussinger (à paraître). Radicalisation et remise en cause Si Cooper
mentionne les emprunts faits à la communauté thérapeutique, il n’a de cesse
de souligner le caractère unique et singulier de son expérience à la Villa 2160. Et force est de constater que cette lecture s’est rapidement imposée. L’analyse que fit Cooper de la fin de l’expérience de la Villa 21 eut égale-
ment une incidence sur l’histoire de la communauté thérapeutique. Les
conflits survenus avec la direction de l’hôpital psychiatrique ayant été à
l’origine de cet échec, Cooper affirma que de véritables communautés
thérapeutiques ne pouvaient se développer qu’en dehors de la psychiatrie
officielle, sous forme de projets alternatifs autonomes, comme celui de
Kingsley Hall. Si ce point de vue ne s’est pas imposé comme la nouvelle
doxa parmi les représentant-e-s de ce courant, la question des avantages et
des inconvénients respectifs des deux solutions fut par contre régulièrement
débattue61. Après les années 1960, pas plus Laing que Cooper ne se distinguèrent
par la création de nouvelles communautés thérapeutiques. Néanmoins, ce
modèle continua à être promu par deux associations ayant les liens forts avec
le mouvement antipsychiatrique: la Philadelphia Association62 et l’Arbors
Association63. Parmi les héritages de Kingsley Hall, il faut encore mention-
ner la communauté thérapeutique créée par le Dr Loren R. Mosher (1933–
2004) dans la Baie de San Fransisco (USA). En activité de 1971 à 1983 sous
le nom de «Soteria House», ce projet se caractérise essentiellement par la
volonté de traiter les crises psychotiques sans recourir aux neuroleptiques64. Du côté anglo-saxon, l’appropriation du modèle de la communauté thé-
rapeutique par la mouvance antipsychiatrique s’est donc surtout traduite par
une radicalisation de certaines pratiques ainsi que par une remise en cause
systématique de tous les traitements somatiques65. En Italie, les rapports du g
j
p
g
64 Mosher 1991; Mosher 1999; Mosher/Hendrix/Fort, 2004; Bola/Mosher 2005. Plus globale-
ment, sur la question du rapport des promoteurs de la communauté thérapeutique avec les
traitements biologiques, notamment les psychotropes, voir Fussinger (à paraître). 65 Fussinger (à paraître). 232 232
Gesnerus 67 (2010) mouvement antipsychiatrique avec la communauté thérapeutique prirent
une tournure différente. Les débuts de l’antipsychiatrie dans ce pays sont
habituellement assimilés au travail mené à partir de 1962 par Basaglia à
Gorizia, un hôpital psychiatrique de 400 lits situé à la frontière italo-yougo-
slave. Radicalisation et remise en cause Or, l’essentiel des efforts porta au départ sur la mise en œuvre des
principes de la communauté thérapeutique, tels qu’ils s’étaient développés
durant les années 1950 en Grande-Bretagne66. Ce n’est que dans un second
temps que Basaglia et ses collaborateurs formulèrent ouvertement des ré-
serves envers ce modèle, comme le montrent les propos du psychiatre Lucio
Schittar parus dans L’Institution en négation – un ouvrage collectif édité en
1968 sous la direction de Basaglia en Italie. Le modèle lewinien de résolution des conflits sociaux a été appliqué à la communauté
thérapeutique comme il l’avait été à l’administration et à l’industrie pour accroître leur
efficacité. Selon lui «la participation» de chacun permet de réduire tous les conflits par la
discussion; la ‹manipulation› de groupe permet d’émousser les contrastes les plus saillants
par une attitude tolérante et compréhensive; la discussion de groupe oriente les efforts des
participants,sous la conduite d’un leader éclairé,vers le ‹bon› objectif commun:qu’il s’agisse
du déroulement ordonné du processus administratif, d’une production régulière, ou de la
guérison-réhabilitation-intégration du malade mental. […] Le cycle semble clos. Ce qui était
né comme une exigence de renouveau fondamental des institutions psychiatriques se révèle
tout au plus, dans la pratique et en théorie, comme un nouveau type d’institution, plus
moderne, plus efficace, mais où les rapports de pouvoir sont restés apparemment les mêmes. La ‹troisième révolution psychiatrique› ne serait donc qu’une adaptation tardive des moda-
lités de contrôle social du comportement pathologique aux méthodes de production perfec-
tionnées au cours des quarante dernières années par les sociologues et les techniciens de la
communication de masse. Sous prétexte d’assainir les structures foncièrement déshumani-
santes de l’asile d’aliénés, sociologues et psychologues de l’organisation semblent avoir
trouvé le moyen d’appliquer au domaine de la psychiatrie institutionnelle les techniques
(avant tout, des techniques de groupe) qui se sont révélées si efficaces dans la gestion de
l’économie néocapitaliste, sans toucher cependant au pouvoir oppressif de la société67. Ces critiques ne furent toutefois pas à l’origine de la fin de la communauté
thérapeutique à Gorizia. Cette expérience cessa suite aux démissions suc-
cessives de Basaglia en 1968, puis du reste de son équipe en 1972. En effet,
d’importants conflits avaient surgi avec les autorités locales, encore attisés
par l’assassinat commis par un patient de l’hôpital psychiatrique en congé
dans sa famille. 66 Basaglia 1966. Dans cet article, Basaglia se réfère explicitement à l’ouvrage de Denis V.
Martin et aux travaux de Maxwell Jones.
67 La «troisième révolution psychiatrique» évoquée dans cette citation renvoie au statut
revendiqué pour la «psychiatrie sociale» par les psychiatres réformateurs des années 1950,
notamment par Maxwell Jones. Ne parlant pas l’italien, je me suis référée à la traduction
française: Schittar 1970 (é.o. 1968) 148sq. Voir également dans cet ouvrage la contribution
commune de Pirella/Slavich/Jervis/Basaglia, ainsi que celle de Slavich.
68 Rotelli 1982. 66 Basaglia 1966. Dans cet article, Basaglia se réfère explicitement à l’ouvrage de Denis V.
Martin et aux travaux de Maxwell Jones. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 66 Basaglia 1966. Dans cet article, Basaglia se réfère explicitement à l’ouvrage de Denis V.
Martin et aux travaux de Maxwell Jones.
67 La «troisième révolution psychiatrique» évoquée dans cette citation renvoie au statut
revendiqué pour la «psychiatrie sociale» par les psychiatres réformateurs des années 1950,
notamment par Maxwell Jones. Ne parlant pas l’italien, je me suis référée à la traduction
française: Schittar 1970 (é o 1968) 148sq Voir également dans cet ouvrage la contribution 67 La «troisième révolution psychiatrique» évoquée dans cette citation renvoie au statut
revendiqué pour la «psychiatrie sociale» par les psychiatres réformateurs des années 1950,
notamment par Maxwell Jones. Ne parlant pas l’italien, je me suis référée à la traduction
française: Schittar 1970 (é.o. 1968) 148sq. Voir également dans cet ouvrage la contribution
commune de Pirella/Slavich/Jervis/Basaglia, ainsi que celle de Slavich.
68 Rotelli 1982 Radicalisation et remise en cause En dépit de ces réserves envers la communauté thérapeu-
tique, Basaglia y recourut également lorsqu’il prit la direction de l’hôpital
psychiatrique de Trieste en 197268. Assez rapidement toutefois, la fermeture Gesnerus 67 (2010)
233 Gesnerus 67 (2010)
233 Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication. http://creativecommons.org/licenses/by-sa/4.0 des hôpitaux psychiatriques apparut comme une mesure plus pertinente que
les efforts déployés pour leur transformation. Le modèle de la communauté
thérapeutique se vit dès lors supplanté en Italie par la proposition de trans-
férer l’ensemble de la prise en charge des patient-e-s psychiatriques dans des
services ambulatoires établis dans la cité. Porté par une pluralité d’acteurs
sociaux, ce projet se vit renforcé par la création en 1973 de l’Association
Psichiatria Democratica.Ce mouvement joua en effet un rôle important dans
le processus ayant conduit à l’adoption, en mai 1978, de la loi 180 qui pré-
voyait la fermeture des hôpitaux psychiatriques en Italie. Concrètement,
cette loi interdisait l’admission de nouveaux patients dans les hôpitaux
psychiatriques. En lieu et place, chaque région devait créer un service extra-
hospitalier de santé mentale à même de répondre à l’ensemble des besoins
de la population (prévention, cure et réhabilitation). Lorsque des hospitali-
sations s’avéraient indispensables,celles-ci devaient se faire dans des services
de diagnostic et de traitements spécifiques établis au sein des hôpitaux
généraux, dont la taille était limitée à 15 lits et dans lesquels la durée du
séjour était limitée à sept jours, sauf prolongation explicite dûment justifiée. Si, au sein du courant Psichiatria Democratica, la communauté thérapeu-
tique a parfois été considérée comme une transition nécessaire préparant
une prise en charge entièrement extrahospitalière, elle s’est surtout trouvée
critiquée comme une solution «technique» venant masquer l’exclusion
sociale des malades. L’impact de l’antipsychiatrie sur la carrière de la com-
munauté thérapeutique s’avère donc difficile à apprécier. Présenté comme
une alternative progressiste au fonctionnement traditionnel des hôpitaux
psychiatriques,ce courant a suscité un intérêt certain au sein des mouvements
sociaux contestataires des années 1960–1970. En même temps, les critiques
adressées à son endroit ont également amené les militant-e-s à s’en désinté-
resser. Enfin, il n’est pas impossible que la popularité de la communauté
thérapeutique au sein de la contre-culture ait joué en sa défaveur auprès
des représentant-e-s de la psychiatrie officielle. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 69 Manning 1989. Institutionnalisation et déclin Durant les deux dernières décennies du 20ème siècle, les communautés théra-
peutiques encore en activité entrèrent, selon le sociologue Manning, dans
une phase de «professionnalisation et de routine»69.Pour le psychiatre David
Clark toutefois, la communauté thérapeutique cessa d’être «à la mode» en 234
Gesnerus 67 (2010) 234 Gesnerus 67 (2010) Grande-Bretagne dès les années 1970.Aussi, la phase d’institutionnalisation
tend ici à se confondre avec le mouvement de déclin70. Les difficultés ren-
contrées furent de plusieurs ordres. Grande-Bretagne dès les années 1970.Aussi, la phase d’institutionnalisation
tend ici à se confondre avec le mouvement de déclin70. Les difficultés ren-
contrées furent de plusieurs ordres. Souvent tributaire du charisme d’un leader, la communauté thérapeuti-
que – de par la nature même de son fonctionnement – semble avoir été un
projet difficile à maintenir sur la durée. Basée sur une confrontation collec-
tive continue, suscitant bien évidemment de nombreuses crises, l’expérience
se révéla épuisante pour le personnel.A ces difficultés internes s’ajoutèrent
des rapports conflictuels avec le milieu environnant et cela tant au sein
des hôpitaux psychiatriques qu’en dehors de ceux-ci. Si dans les années
1960–1970, l’espoir d’un changement social radical très proche a réduit la
portée de ces obstacles,le reflux de l’engagement militant à partir des années
1980 n’est pas resté sans incidences pour le courant de la communauté thé-
rapeutique; il devint notamment rare de trouver des personnes prêtes à
s’engager bénévolement dans un tel projet71. Par ailleurs, de l’avis des premiers intéressés, les réformes que connurent
la plupart des systèmes de santé européens dans ces années-là se révélèrent
très peu propices au maintien des communautés thérapeutiques72: avec le
développement des prises en charge ambulatoires, les séjours de longue
durée dans une institution thérapeutique assurant un hébergement étaient
de moins en moins tolérés73. Enfin, si quelques commentateurs estiment
qu’un certain déficit en matière de conceptualisation pesa défavorablement
sur le développement de la communauté thérapeutique74, il fut surtout diffi-
cile, dans ce cas comme dans bien d’autres,d’apporter la «preuve scientifique
de l’efficacité de cette approche»75. Or, on le sait, de telles «preuves» furent
exigées de plus en plus systématiquement au cours des deux dernières
décennies du 20ème siècle. En réponse à ces difficultés, on observe durant cette période des efforts
d’institutionnalisation. Ainsi, l’Association of Therapeutic Communities
fonda en 1980 The International Journal for Therapeutic and Supportive
Organizations. 70 Clark 1977.
71 Il semblerait notamment que tous les psychiatres qui travaillèrent à Kingsley Hall le firent
de manière bénévole. En Italie aussi, des bénévoles s’engagèrent dans les structures psy-
chiatriques alternatives créées pour la plupart dans le nord du pays. q
p
p
72 Manning 1989, 48; Kennard 1999, 243. 70 Clark 1977.
71 Il semblerait notamment que tous les psychiatres qui travaillèrent à Kingsley Hall le firent
de manière bénévole. En Italie aussi, des bénévoles s’engagèrent dans les structures psy-
chiatriques alternatives créées pour la plupart dans le nord du pays.
72 Manning 1989, 48; Kennard 1999, 243.
73 Notons toutefois que certains hôpitaux de jour adoptèrent le modèle de la communauté thé-
rapeutique.
74 Manning 1989.
75 Clark 1977, 557sq. 70 Clark 1977. g
73 Notons toutefois que certains hôpitaux de jour adoptèrent le modèle de la communauté thé-
rapeutique. 75 Clark 1977, 557sq. p
q
74 Manning 1989. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 73 Notons toutefois que certains hôpitaux de jour adoptèrent le modèle de la communauté thé-
rapeutique.
74 Manning 1989.
75 Clark 1977, 557sq. Institutionnalisation et déclin A l’instar de ce qui se pratiquait dans le domaine des psy-
chothérapies, l’idée de formaliser un cursus de formation fut avancée, sans
grand succès toutefois. Ainsi, un représentant de la communauté thérapeu- 70 Clark 1977. 71 Il semblerait notamment que tous les psychiatres qui travaillèrent à Kingsley Hall le firent
de manière bénévole. En Italie aussi, des bénévoles s’engagèrent dans les structures psy-
chiatriques alternatives créées pour la plupart dans le nord du pays. Gesnerus 67 (2010)
235 Gesnerus 67 (2010)
235 Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication. http://creativecommons.org/licenses/by-sa/4.0 tique se demandait en 1999 quelle stratégie était envisageable pour permettre
à ce courant de survivre. Si, en Grande-Bretagne, la communauté thérapeu-
tique semble demeurer une référence vivante aujourd’hui encore, le travail
de mémoire initié au sein de ce mouvement dénote une claire conscience de
son déclin76.Ainsi,certaines associations britanniques commencent à dresser
une liste des communautés thérapeutiques disparues tandis que d’autres
lancent des appels à la constitution d’archives à même de documenter à
l’avenir l’histoire de cette approche. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 76 Kennard 1999,244.Certaines associations britanniques ont par exemple produit une liste des
communautés thérapeutiques disparues, une démarche qui se voit encadrée par des mesures
visant à créer des archives. 77 On notera que la situation semble différente en ce qui concerne la prise en charge de la toxi-
comanie, domaine dans lequel le modèle de la communauté semble une référence prégnante
aujourd’hui encore. Ainsi l’European Federation of Therapeutic Communities, fondée
en 1978 et toujours en activité aujourd’hui, se focalise sur ce type de prise en charge
(http://www.eftc-europe.com).
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«Les communautés thérapeutiques», Revue pratique de psychologie de la vie sociale et
d’hygiène mentale 1 (1971) 73–88 (suivi d’un débat où sont reproduites notamment les
interventions des Drs Tosquelles, Oury 89–99) q
y
)
Bloch, Claude, «Aspects de l’assistance psychiatrique en Grande-Bretagne», L’information psy-
chiatrique 38 (1962) 233–248, 355–363, 435–439 q
(
)
Blok, Gemma, Baas in eigen Brein. «Antipsychiatrie» in Nederland, 1965–1985 (Amsterdam
2004) )
Bloor, Michael. J., “Social control in the therapeutic community: re-examination of a critical
case”, Sociology of Health and Illness 8 (1986) 305–324 Bloor,Michael J./J.Dick Fonkert,“Reality construction,reality exploration and treatment in two
therapeutic communities”, Sociology of Health and Illness 4 (1982) 125–140 Bloor,Michael/Neil McKeganey/Dick Fonkert,One foot in Eden:a sociological study of the range
of therapeutic community practice (London 1988) Bola, R. John/Loren R. En guise de conclusion De l’avis même de certains de ses représentants,le modèle de la communauté
thérapeutique semble avoir rencontré des difficultés à s’adapter aux trans-
formations survenues au cours de deux dernières décennies du 20e siècle
au sein du champ psychiatrique77. Doit-on pour autant conclure que cette
approche s’est peu à peu éteinte sans laisser de traces? Lorsqu’en 1977,Clark
établit le bilan des trente premières années d’existence de ce courant, il lui
paraît pourtant évident que bon nombre des pratiques alors en vigueur dans
les institutions psychiatriques britanniques lui sont redevables: A number of components of the therapeutic community method have become part of
standard psychiatric practice. The majority staff, even in general hospitals, do not now wear
uniform.A style of openness, first-naming and decision-making by consensus is widely used. Although ‹patient government› is not so widely used, ward meetings for the sharing of news
and the planning of activities are very widespread. Group therapy, sociodrama and psy-
chodrama, conducted by others than doctors and professional psychotherapists, is now quite
common, and the number of professional staff experienced in group work is steadily rising.78 Un tel constat vaut-il pour l’ensemble des pays occidentaux? Les pratiques
qui semblaient bien établies dans les années 1970 ont-elles perduré? Si la
question reste ouverte en ce qui concerne l’abandon de la blouse blanche ou
l’usage des prénoms, il est indéniable que la communauté thérapeutique a
contribué à une réelle transformation de la culture interne aux institutions
psychiatriques. En refusant le système hiérarchique pyramidal dominant
dans les hôpitaux psychiatriques du milieu du 20ème siècle et en exigeant 236 236
Gesnerus 67 (2010) Gesnerus 67 (2010) une communication plus horizontale, ce courant a en effet fait le lit de pra-
tiques parfaitement banales aujourd’hui telles que les réunions d’équipe ou
les colloques réunissant soigné-e-s et soignant-e-s. Aussi, bien que la com-
munauté thérapeutique soit une innovation plus difficile à cerner que
d’autres, elle a toute sa place dans l’histoire de la psychiatrie de la seconde
moitié du 20ème siècle et l’on ne peut que souhaiter que de nouvelles études
historiques, basées notamment sur des sources orales, viennent éclairer la
richesse et la diversité d’expériences fortement marqués par leur contexte
singulier. Downloaded from Brill.com 10/24/2024 04:03:06AM
via Open Access. This is an Open Access article distributed under the terms
of the prevailing CC-BY-NC license at the time of publication.
http://creativecommons.org/licenses/by-sa/4.0 Downloaded from Brill.com 10/24/2024 04:03:06AM
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Gesnerus 67 (2010)
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An Analysis of Poverty Reduction Program Based on the Conditional Cash Transfer (CCT) (A Case of the Family Hope Program Implementation in Pandak Bantul District 2014)
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JKAP (Jurnal Kebijakan dan Administrasi Publik)/JKAP. Jurnal Kebijakan dan Administrasi Publik
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Abstract The study of this research was an analysis of the public policy implementation concerning on the
implementation of the Family Hope Program (PKH) in Pandak, Bantul regency in 2014. The pur-
poses of this study were to investigate: (1) the implementation of the Family Hope Program (PKH),
(2) the performance of the Family Hope Program (PKH) and (3) factors that influence the perfor-
mance of the Family Hope Program (PKH). To investigate the implementation of the Family Hope
Program in Pandak, the researcher tried to analyze the processes during its implementation. While
to measure the performance of the Family Hope Program in Pandak, the researcher applied policy
output indicators approach from Randall B. Ripley. It consists of indicators of access, scope, ac-
countability, be as, promptness of service and suitability of the program needs. The research used a
qualitative method by using primary data and secondary data. To collect the data, the researcher
used observation, interview and documentary. To analyze the data, the researcher applied induc-
tive data analysis. PKH implementation consists of some the steps, those are: (1) determining the
targets, (2) validating and preparing of the initial meeting, (3) the distributing of aid and clustering
the participants of PKH,(4) commitments verification, and (5) updating the data. From the various
stages taken, there is a problem related to the weaknesses of the validation process, that it is only
administratively. The weak validation process leads the determination of the target program be-
came less accurate. Based on the measurement of the policy output indicators showed that
the output performance of the Family Hope Program (PKH) in Pandak is low, it can be seen from:
1) aspect of bias, as there are still economically, some established families belonging to the mem-
bers of PKH; 2) aspects of delivery service (promptness of service) as the lateness of the financial
aid disbursement, and 3) aspects of the sustainability of the program with the needs of the target
group, the aid criteria or the amount of aid considered to be unfair for each RTSM. JKAP (Jurnal Kebijakan dan Administrasi Publik)
Vol. 20 No 1 – May 2016, p56-67
p-ISSN 0852-9213, e-ISSN 2477-4693 Available Online at http://journal.ugm.ac.id/jkap Received: March 2016
Accepted: April 2016 Received: March 2016
Accepted: April 2016 Received: March 2016
Accepted: April 2016
Published: INTRODUCTION such as education and health. In Indonesia the
Family Hope Program was first implemented in
2007 piloting in seven provinces (West Sumatra,
Jakarta, West Java, East Java, East Nusa Tengga-
ra, North Sulawesi and Gorontalo). As in DIY,
including Bantul, PKH was started in 2008. Poverty is a global social problem. Both
developing and developed country can not be
separated from the problem. Indonesia as a de-
veloping country is also facing the poverty prob-
lem. Policies and poverty alleviation programs
has been actually done by the government re-
peatedly. However, it can be said that the pov-
erty alleviation program that have been executed
was not effective in solving the poverty problem. Although in Bantul and Yogyakarta district
PKH has been started in 2008, but up to
2013, the poverty rate in Yogyakarta precisely
reached 15.03 percent. This amount is still larger
than the average of the national poverty rate, that
is 11.47 percent. Besides, PKH which has been
running in Bantul District since 2008 found sev-
eral problems that there are some people of both
PKH receivers and non-receivers who do not un-
derstand what PKH is. Moreover, there are some
PKH receivers in educational case who violates
the presence commitment at least 85% in school
effective day (http://bbppksjogja.depsos.go.id/). Pandak belongs to poverty area in Bantul Dis-
trict. Besides, Pandak sub-district has the highest
number of PKH participants compared to other
sub-district. That is why the associated problems
of the target accuracy, the coordination of the
implementation, and the appropriateness of the
policy objectives are becoming more complex
and interested to be researched. Indonesian government still continues to
improve some policies and programs to alleviate
the poverty problems. One of them is the issu-
ance of the Indonesian Government Regulation
No. 15 Year 2010 on accelerating poverty allevi-
ation. Based on the regulation, the government
formed a national team to accelerate the allevia-
tion of poverty (TNP2K). The government has
currently an integrated poverty alleviation pro-
grams, those are the poverty reduction programs
based on a social assistance, the poverty reduc-
tion programs based on a community empower-
ment and the poverty reduction programs based
on the empowerment of small businesses (http://
www.tnp2k.go.id/id/mengenai-tnp2k/tentang-
tnp2k/ downloaded on 27/05/2015). The poverty alleviation programs based on
the social assistance is a new term in Indonesia. Abstract g
p
f
f
f
The research results also showed five dominant factors toward the performance of the program,
namely: 1) the lack of communication with the local village government; 2) the lack of data trans-
parency of the PKH receiver targets; 3) the limitation of the available sources; and 4) the absence
of mechanisms and rules controlling the fund spent by RTSM; and 5) the decreased compliance of
RTSM in fulfilling the obligations under the rules of the program. According to these factors, there
were some recommendations to increase the policy / program to be better, those are: (1) Improving
the communication and involving the local village government, (2) Increasing the data transparen-
cy of the PKH receiver targets; (3) there should be an audit of the available sources; (4) Social
Ministry should issue a new rule and control it to the spending of PKH financial aid by RTSM, and
(5) optimizing the functions and the coordination between the supervisors and the local village
government to increase the awareness of the poor society in fulfilling the specified obligations in
the program. Keywords: implementation of the program, the performance of the program, the family hope pro-
gram y
gram Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 JKAP (Jurnal Kebijakan dan Administrasi Publik) Vol.20, No 1 May 2016 ---- http://journal.ugm.ac.id/jkap INTRODUCTION Ripley (1985), which can be
explained as follows: - 1) Access: to know
that the program or service provided is easy
to reach and those who responsible in imple-
menting the policies or programs are easy
contacted
by
the
target
group; 2) Coverage: to assess the extent of
the target groups can be reached by public
policy; 3) Frequency: it is used to measure
how often the target group can obtain the ser-
vices of a policy or a program; 4) Bias: to
assess whether the services provided by the
holder or the government deviant from the
non-target group or the non-eligible target
group to get the services provided through a
policy or program; 5) Service delivery
(service accuracy): to assess whether the ser-
vices provided in the implementation of a
program
is
done
on
time
or not.; 6) Accountability: to assess whether
the holder or the government action in carry-
ing out their duty to deliver the output to the
target group policy can be justified; 7) Com-
pliance program needs: used to measure
whether the policy or program output re-
ceived by the target group is consistent with
their needs or not. Indicators policy outcomes: The second indi-
cator is the policy outcomes. It is applied to scribed by Dunn (2003: 21) that formulation of
the problem is defined as an effort to generate
information about the conditions that causes pol-
icy problems. The stages in forming the appro-
priate policies can be explained suited with Dunn
theory (2003: 24-25). Generally the stages are as
follows: 1) Composing the agenda; 2) Policies
Formation; 3) Policies Adoption4) Policies Im-
plementation and, 5) Policies Evaluation. From the discussion above, related to the
definition
of
policies
expressed
by
the experts, the author concluded that the public
policy is a series of actions and decisions made
by the government that has purposes to solve the
public problems. Therefore, in this study, PKH is
the main subject of the government policies or
programs, which the product of the policies for-
mulation was established by the Social Ministry
that finally becomes Family Hope Program
(PKH). The implementation is one step of the pub-
lic policy processes after the policy formulation
stage. Nugroho (2014) states that the policy im-
plementation is principaly a way to achieve a
policy goal. INTRODUCTION It is a program providing conditional grants or
better known as the Conditional Cash Trans-
fer (CCT). The main characteristics of the CCT
program is requiring an attitude which should be
done by the program receivers. Family Hope
Program (PKH) is Conditional Cash Trans-
fer (CCT), which is entered into cluster 1, where
the social assistance and the protection programs
are aimed in fulfilling the basic human rights According to Carl Frederick in Wahab
(1997: 3) policy is an action that leads to the goal
proposed by a group or government in the partic-
ular environment connected with certain obsta-
cles while seeking some opportunities to achieve
the desired goals or objectives. Whereas, seen as
a process, public policy consists of three (3)
main dimensions, namely (1) formulation, (2)
implementation, and (3) evaluation. The initial
stage of the public policy is composed based on
the existing formulation of the problem, as de- 57 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Ahmad Hanif – An Analysis of Poverty Reduction Program Based on the Conditional Cash..... target group. It covers the presence of grant
activity distribution, subsidies, and the like. They were all carried out in the implementa-
tion of a policy. There are various indicators
that can be used to assess the quality of the
policy output which is adopted as the thought
of Randall B. INTRODUCTION The implementation that is associat-
ed with the policy is not only formulated and
then stated in the form of legislation but also is
implemented in order to reach the desired effects
or purposes. Purwanto and Sulistyastuti (2012: 106-
110) state that the main indicator in measuring
the performance of the implementation can be
divided into two. They are the output indicator
policy (policy output) and the outcome indicators
policy (policy outcomes). It will be presented as
follows : b. Indicators policy outcomes: The second indi-
cator is the policy outcomes. It is applied to
assess the results of the policy implementa-
tion. In the literature, the outcome indicator is
also referred as an indicator of the impact of a. Policy indicator output is used to determine
the direct consequences that can be felt by the a. Policy indicator output is used to determine
the direct consequences that can be felt by the 58 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 JKAP (Jurnal Kebijakan dan Administrasi Publik) Vol.20, No 1 May 2016 ---- http://journal.ugm.ac.id/jkap Output indicators
Further Analysis
- Access
- RTSM participants can obtain services easily
- RTSM participants meet service providers easlily
- Reducing the compliance of the RTSM
- Scope
- The magnitude of the reach of the target group
- Accountability
- Accountability of the officer
- Whether the RTSM rights reduced or not
- Refraction
- Appropriateness of granting program to the target
group
- Service delivery
- Timeliness of assistance
- Conformity program with needs
- Fitness for purpose pogram needs RTSM
Table. 1. The formulation of the policy output indicator in assessing the
performance of the implementation of CCT Pandak Table. 1. The formulation of the policy output indicator in assessing the
performance of the implementation of CCT Pandak the policy (policy impact). In fact, formulat-
ing the impact indicator is not that easy to
do. It is caused by two things: 1) the extent of
the policy coverage; 2) The unspecific policy
objectives. Since both of these policies ware
so abstract and broad that they are not easy to
specifically mention how broad the scope of
the actual policies (education, health, agricul-
ture, etc.) is. Table. 1. There are several theories explaining the
factors influencing the implementation of pro-
grams / policies (Table 2). Starting from several
factors affected the implementation of a policy
or a program that has been described by experts
above. In this study, researchers plot some sus-
pected factors affecting the implementation of
the Family Hope Program in Pandak, namely: 1)
Communication 2) Resources; 3) Commitment;
and 4) Support of Target group. In this context, to get the valid measure-
ment of the performance of the policy implemen-
tation, it will only focuses on the formulation of
some selected indicators of the selected policy
output to be analyzed. It is because of the policy
Family Hope Program in Pandak get a saturation
or an addition of participants from 2014 until
now. Today, they are still in the implementation
process.Therefore it is still too early to evaluate
the impacts of the policy. This is in line with the
opinion of Indiahono (2009: 143) that the policy
outcomes are usually measured after the output
release or within a long time of post-
implementation. Policy
formulation
of
the output indicator in this study can be seen in This study examines the stages of the im-
plementation process of the Family Hope Pro-
gram in Pandak. It is expected that the suitability
of the Family Hope Program implementation in
Pandak under the regulations / guidelines of the
implementation of the general program can be
explained clearly. Furthermore, to measure how
a policy/a program works and reaches the expec-
tations, this study used policy output indicators
based on the approach proposed by Randal B. Ripley (1985), which are: (1) Access: how
RTSM can access or reach PKH; (2) Scope: how 59 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Ahmad Hanif – An Analysis of Poverty Reduction Program Based on the Conditional Cash..... Ahmad Hanif – An Analysis of Poverty Reduction Program Based on the Conditional Cash..... Name
Factors
Edward III
Communication
Resource
Disposition
Bureaucratic structure
Merilee S Grindle
Contents policy
Implementation environment
Daniel A Mazmanian and Sa-
batier
Characteristics of the problem
Characteristics policies
Environment variables
Donald S Van Meter and Carl
E. Table. 1. Van Horn
Standard and policy targets
Resource
Communication between the organization and the
strengthening of activity
Characteristics of the implementing agency
Social conditions of political and economic
Disposition implementor
G Shabbir Cheema and Den-
nis A Rondinelli
Environmental conditions
Relations between organizations
Resource organization for policy implementation
Characteristics and capabilities of the implementing
agencies
Donald P Warwick
Political Leadership Commitment
Organizational capabilities
Commitments The Executor
Support group interests
Table 2. Factors that affect the process of the policy implementation
Ahmad Hanif – An Analysis of Poverty Reduction Program Based on the Conditional Cash..... Table 2. Factors that affect the process of the policy implementation good RTSM’s opportunity in reaching out the
overall
programs
in
Pan-
dak; (3) Accountability: the officers’ responsi-
bility and the suitability of the targets’ rights
(4) Bias / Distortion: whether there are benefi-
ciaries
from
not-very-poor
households
or
not; (5) The
accuracy
of
the
service
(service delivery): the time efficiency of the
PKH aid delivery to RTSM; and (6) Suitability
of the program requirements; how far PKH
can meet the RSTM needs in accessing educa-
tional and medical services (Figure 1). municated to the stakeholders, the target group
of the policy, and any other related parts. The
communication can be so either directly or indi-
rectly that the policy objectives can be achieved
effectively and efficiently. In this study, the
communication seen from some aspects which
are among PKH executors, the executor with
PKH participants, and the communication be-
tween the PKH executors with the local village
government; (2) resource, it is an input of the
PKH taken from the aspect of human resources
of UPPKH Bantul, the supervisors, and the exist-
ing infrastructures which are used in the imple-
mentation of the PKH; (3) Commitment, it is
the seriousness and sincerity from all program
executors in successing the program. In this The possible factors that influence the im-
plementation performances are: (1) communica-
tion, public policies information need to be com- 60 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 JKAP (Jurnal Kebijakan dan Administrasi Publik) Vol.20, No 1 May 2016 ---- http://journal.ugm.ac.id/jk Figure 1. Policy output indicators proposed by Randal B. Ripley Figure 1. Policy output indicators proposed by Randal B. Ripley in Bantul and in DIY. Second, the presence of
the saturation / additions of the participants
which started to be implemented in 2014. Table. 1. Third,
in the implementation of PKH, it is still found a
variety of problems, e.g : the validation process
was not so appropriate with the rules that the val-
idation results are not accurate, the verification
process on the participants' commitment on
health and education was not optimal, in educa-
tion it is still found that the participants’ children
violate the commitment of a minimum of 85%
attendance of school effective days. study, the commitment means the seriousness of
the local government and the executors of the
program
in
successing
of
the
program;
(4) Support Target group, in the context of this
study, it focuses on the understanding of the
CCT target group and their compliance toward
the program rules. RESEARCH METHODS At this stage, the re-
searchers first transcribe the interviews and
the observation. They then adapt into a varie-
ty of the secondary data from the documents
obtained. The election results were then cate-
gorized to determine the aspect that was as-
sessed against the specified domain, namely
the process of implementation of the Family
Hope Program in Pandak. 1. Data reduction is the sort phase of relevant
primary and secondary data to the object
studied in the research. At this stage, the re-
searchers first transcribe the interviews and
the observation. They then adapt into a varie-
ty of the secondary data from the documents
obtained. The election results were then cate-
gorized to determine the aspect that was as-
sessed against the specified domain, namely
the process of implementation of the Family
Hope Program in Pandak. 1. The informant is a person who is supposed
to really know the phenomenon that became
the object of research. They can help the au-
thor in exploring the information and the data
required in a qualitative approach. Informants
can be selected intentionally (purposive) as a
sample. It is determined by the author in ac-
cordance with the purpose of the research
(Moleong, 2004: 157). 2. Document, a written materials or objects re-
lated to a specific event or activity (Moleong,
2007: 159). In this research, documents that
are used by the author are guidelines books of
PKH, the report documents of the implemen-
tation
of
the
CCT
and
other
offi-
cial documents. 2. Presentation of Data, it is claimed as a struc-
tured collection of information that gives the
possibility of drawing conclusions and taking
actions related to the implementation of the
program. Presentation of the data in this re-
search is conducted by using tables, pictures
and a series of sentences arranged so coher-
ently that the writer can draw the conclusions
accurately. 2. Presentation of Data, it is claimed as a struc-
tured collection of information that gives the
possibility of drawing conclusions and taking
actions related to the implementation of the
program. Presentation of the data in this re-
search is conducted by using tables, pictures
and a series of sentences arranged so coher-
ently that the writer can draw the conclusions
accurately. RESEARCH METHODS This study is a qualitative descriptive study
and it involves case study approach. The subjects
of this study are individuals, groups, institutions
and communities. A case study approach is used
because the characteristics of this research are
specific, special, and local scale that are associat-
ed with the implementation of the CCT in Pan-
dak, Bantul. To determine the extent of the PKH imple-
mentation and utilization by UPPKH, supervi-
sors, local village government, and RTSM tar-
gets, the data are collected in the form of expla-
nation and experiences from UPPKH, supervi-
sors, and village officials. The RTSM knowledge
about the stages of the implementation of the
Family Hope Program is also identified especial-
ly with the extend of saturation which were im-
plemented in 2014 in Pandak. To explore the
wide range of the relevant information, descrip- This study took place in Pandak, Ban-
tul. The reasons why this research took place in
Pandak are: first, this district is a point pockets
of poverty that exists in Bantul and Yogyakar-
ta. Second, this district is an area that has the
biggest target of the Family Hope Program, both 61 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Ahmad Hanif – An Analysis of Poverty Reduction Program Based on the Conditional Cash..... tive qualitative research techniques are applied in
collecting the information on the Family Hope
Program implementation, determining the per-
formance of the program implementation, and
finding the factors influencing the implementa-
tion of the Family Hope Program. port interview toward the goal of the target
groups; 4) Library, it is administered to get vari-
ous kinds of books (reference) to select concepts,
theories and notions needed as a basic theory in
this study. Analysis of the data used in this research is
the analysis of data developed by Miles and
Hubberman (1992: 16-20). It uses an interactive
model analysis with the stages of the data reduc-
tion, the data presentation and the conclusions
drawing (verification) which are explained as
below: According to Lofland and Lofland cited in
Moleong (2007: 157), the primary data sources
in qualitative research are the words, actions, and
the rest are additional data such as documents
and others. Moreover, the source of the data used
can be described as follows: 1. Data reduction is the sort phase of relevant
primary and secondary data to the object
studied in the research. RESEARCH METHODS The main techniques used for the data col-
lection in this study are as follows: 1) In-depth
interviews
(in-depth
inteer-
views) were conducted to find out the topic deep-
ly; 2) Observation, it is aimed in revealing infor-
mation that cannot be accommodated through the
interviews; 3) Documentation, it is the collection
of documents used in addition to a basic constit-
uent of interview materials and tools to sup- 3. Drawing conclusions (Verification), it is a
rethinking stage of the activities that came to
the writer’s mind during taking notes or re-
viewing. It is completely the final process of
the data analysis process through interpreta-
tion tendencies according to the results of da- 3. Drawing conclusions (Verification), it is a
rethinking stage of the activities that came to
the writer’s mind during taking notes or re-
viewing. It is completely the final process of
the data analysis process through interpreta-
tion tendencies according to the results of da- 62 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 62
Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 AP (Jurnal Kebijakan dan Administrasi Publik) Vol.20, No 1 May 2016 ---- http://journal.ugm.ac.id/jkap NO
VILLAGE
Total RTSM
1
Caturharjo
389
2
Gilangharjo
603
3
Triharjo
628
4
Wijirejo
267
DISTRICTS
1887
Table 3. Composition RTSM PKH participants in Pandak 2014
Source: UPPKH Bantul 2014 Table 3. Composition RTSM PKH participants in Pandak 2014
Source: UPPKH Bantul 2014 RESULT AND DISCUSSION ta reduction based on the theoretical frame-
work. The conclusion is drawn by providing a
description of the possible implications on the
findings of the aspects presented. Implementation of the Family Hope Program Implementation of the Family Hope Pro-
gram (PKH) in Bantul has been started since
2008 until 2014. The program is still run-
ning. Whereas, in 2009 Pandak was included in
the CCT program for the first time with
500 RTSM. However, as the time goes on, there
is a saturation or an addition of the participants
number of PKH adjusted in the Data Collection
of Social Protection Program (PPLS) in 2011. Therefore, at the end of 2013 there were
CCT target additions in Bantul district with a
very significant increasing number compared to
the previous years. The significant addition also
occurs in Pandak which initially only co-
vers 389 RTSM at the beginning of the year
2013 to 1.887 at the beginning of 2014. The da-
ta composition of RTSM per-village in the Pan-
dak district can be seen in Table 3. It shows that
the RSTM total number in Pandak in early 2014
is as many as 1,887 RTSM. Triharjo village is a
village in Pandak which has the the highest
RTSM for about 628. Meanwhile, Wijirejo vil-
lage has the smallest coverage, that is 267
RTSM. To get data validation, this study applied
the data triangulation technique. Triangulation
can be defined as a data collection technique
combining various data collection techniques
and data sources that already exist (Sugiyono,
2009: 83). The phases that should be passed in
the triangulation technique are: 1) Conducting
depth interviews with informants; 2) Doing the
crossing test between information obtained from
informants
with
the
results
of
the
re-
search; 3) Performing confirmation of the results
obtained to the other informants or oth-
er sources. In connection with this research on
the implementation of the CCT in Pandak, then
the writer should compare the opinions and the
views among the PKH participants community
in Pandak, Associate CCT Pandak, UPPKH,
PKH teamwork in Bantul District Social Service
and the community / village in the region Pandak
to check the validity of the data. 63 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Ahmad Hanif – An Analysis of Poverty Reduction Program Based on the Conditional Cash..... Commentary Table 4. The Analysis of The Implementation Phase of PKH Table 4. The Analysis of The Implementation Phase of PKH mentation of the Family Hope Program in Pan-
dak can be seen in Table 5. The implementation
performance of CCT in Pandak was still ineffec-
tive if it is seen from the three output indica-
tors, namely: Bias, Accuracy of Time Services
and Compliance between Needs and Pro-
gram. Based on the bias indicators, the imple-
mentation of CCT in Pandak was still covered by
the extence of established households economi-
cally, that still become PKH participants. Mean-
while,
according
to
yhe
time
accuracy
of service, it was found that the disbursement of
PKH financial assistance was often not in time The research results on the stages of the
implementation of the CCT Pandak can be seen
in Table 4. It can be observed that the weakness-
es of the implementation process of CCT in Pan-
dak occurred due to the absence of prospective
participant field validation PKH. With the ab-
sence of the field validation toward the PKH par-
ticipants, inaccuracy of PKH participants target
may appears. The performance of the Family Hope Pro-
gram implementation Implementation of the Family Hope Program Stages of PKH Implementation
Commentary
Goal Setting Process (Targeting)
Pandak was worthy of being PKH target because: 1) the
local government’s commitment to Bantul, 2) high poverty
rate, 3) indicates malnutrition and transition rates from pri-
mary to secondary school and, 4) the availability of infra-
structure (supply) both education and health
The Validation Process to get Ini-
tial Determination PKH partici-
pants
There was no validation in th real condition of RTSM PKH
recipients in the field. Validation was done only adminis-
tratively and it was possible to be misplaced. Disbursement Process
UPPKH delay occured in providing and distributing PKH
membership cards. However, the distribution of aid could
still be realized. Yet their membership card could be over-
comed by an evidence of KK invitation and a copy of each
RTSM participants. Commitment Verification
Commitment verification could be both conducted and ex-
ecuted well monthly. Data Update
Updating data process run well, because the companion
always actively controlled the data changes, either through
monthly meetings with the Chairman of the Group or
through a SIM data. Table 4. The Analysis of The Implementation Phase of PKH Stages of PKH Implementation Stages of PKH Implementation The performance of the Family Hope Pro-
gram implementation In summary, the performance of the imple- 64 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 AP (Jurnal Kebijakan dan Administrasi Publik) Vol.20, No 1 May 2016 ---- http://journal.ugm.ac.id/jkap Output Indicators
Effective
Ineffective
Access
√
-
Scope
√
-
Refraction
-
√
Accountability
√
-
Timeliness of Service
-
√
Conformity Program Needs
-
√
Table 5. The Analysis of Output Indicators of Implementation Performance in CCT Pandak e 5. The Analysis of Output Indicators of Implementation Performance in CCT Pandak and likely to be delayed. Meanwhile, based on
the compliance between needs and program in-
dicators, the financial aid for RTSM can not be
synchronized with the RSTM needs in education
and health as the plan. The amount of the aid
which is implemented does not reflect the fair-
ness. Further, the disbursed aid often creates a
gap among RTSM participants with the different
member composition of the house stairs and the
different education charge. the comparisson between the number of human
resources of the PKH implementers and the lim-
ited and ineffective facilities in supporting the
implementation of the CCT; 3) commitments, it
includes the commitment of Bantul District Gov-
ernment and the implementers as well that has
ben already good and effective in supporting the
implementation of CCT; 4) Support from the tar-
get group includes; good understanding about
PKH from the target group. However it has not
been followed by the RSTM compliance to the
provisions of the program because there is no
rules to report the spend of funds by RTSM. The
commitment to alleviete violations in the areas
of education and health shoud be increase. The factors affecting the implementation of
the Family Hope Program Factors that affect the implementation
of the Family Hope Program in Pandak District,
as presented in Table 6, can be seen that the im-
plementation of the CCT Pandak is influenced
by: 1) Communication, consists of communica-
tion among the effective staff implementers,
communication between the implementers and
the effective RTSM , but in fact, the communica-
tion between implementers and the local village
government was not very effective. Village Gov-
ernment claimed that the CCT is a closed pro-
gram due to lack of relevant detail transparency
of PKH target. Besides, the village government
had also never been involved in the implementa-
tion of the CCT coordination; 2) Resources, it is CONCLUSIONS Based on the data analysis that have been
described in the previous sections, it can be con-
cluded as follows: 1. Implementation of the Family Hope Pro-
gram in Pandak in 2014 covered 1887
Very Poor Households (RTSM) partici-
pants of PKH. From the various stages that
carried out, there are still some problems
found. It is associated with the validation
process which was only conducted admin- 65 6
Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Copyright © 2016, JKAP, p-ISSN 0852-9213, e-ISSN 2477-4693 Ahmad Hanif – An Analysis of Poverty Reduction Program Based on the Conditional Cash..... Factors
Implementation
Effective
Ineffective
Communication
Communication among the staffs
√
-
Communication between the executives and
RTSM participants
√
-
Implementing communication with the Village
-
√
Resource
Total Executive
-
√
Means and Prasana Support
-
√
Commitment
Regional commitment
√
-
commitment Implementation
√
-
Support Target
group
Kelompok Goal
√
-
Compliance Target group
-
√
Table 6. Factors that affect the implementation of the Family Hope Program Factors
Implementation
Effective
Ineffective
Communication
Communication among the staffs
√
-
Communication between the executives and
RTSM participants
√
-
Implementing communication with the Village
-
√
Resource
Total Executive
-
√
Means and Prasana Support
-
√
Commitment
Regional commitment
√
-
commitment Implementation
√
-
Support Target
group
Kelompok Goal
√
-
Compliance Target group
-
√
Table 6. Factors that affect the implementation of the Family Hope Program Table 6. Factors that affect the implementation of the Family Hope Program istratively without being followed by di-
rect/field inspection of the prospective par-
ticipants PKH that may leads less accurate
targets. ity of resources in the form of supervisors
and limited appropriate infrastructures, 4)
the absence of mechanisms and rules the
require the participants to report the spend
of funds of RTSM program, and 5) the re-
ducing of the obedience of RTSM partici-
pants in fulfilling obligations under the
rules of the program. 2. Performance of
PKH implementation in
Pandak District cannot be said to be com-
pletely good. CONCLUSIONS It is based on the assessment
of the implementation performance indica-
tors, namely: 1) bias aspects, there are still
some established households that became
PKH participants; 2) aspects of service de-
livery (promptness of service), the dis-
bursement of the financial aid is often
not in time; 3) aspects of the conformity of
the program with the needs of the target
group, the aid rules and the amount of the
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A New Test of Attention in Listening (TAIL) Predicts Auditory Performance
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A New Test of Attention in Listening (TAIL) Predicts
Auditory Performance Yu-Xuan Zhang1,2*, Johanna G. Barry1, David R. Moore1, Sygal Amitay1
1 Medical Research Council - Institute of Hearing Research, Nottingham, United Kingdom, 2 National Key Laboratory of Cognitive Neuroscience and Learning, Beijing
Normal University, Beijing, China Xuan Zhang1,2*, Johanna G. Barry1, David R. Moore1, Sygal Amitay1 Abstract Competing Interests: The authors have declared that no competing interests exist. * E-mail: yuxuan.zhang@ihr.mrc.ac.uk on a subset of stimuli or stimulus features (task relevant
dimensions) among all that are present. For example, tone
frequency discrimination requires judgments to be made based
on tone pitch. Other aspects of the stimuli including level,
duration, and location are not useful for successful task perfor-
mance and are regarded as task irrelevant dimensions. In everyday
life, we are constantly assigning and switching listening priority
between different sound sources or features (e.g., voices [13]). Thus, the ability to select and focus on task relevant dimensions
may contribute significantly to perceptual performance in addition
to perceptual acuity. We developed a Test of Attention in
Listening (TAIL) as the first step towards identifying and
quantifying such contributions. Abstract Attention modulates auditory perception, but there are currently no simple tests that specifically quantify this modulation. To fill the gap, we developed a new, easy-to-use test of attention in listening (TAIL) based on reaction time. On each trial,
two clearly audible tones were presented sequentially, either at the same or different ears. The frequency of the tones was
also either the same or different (by at least two critical bands). When the task required same/different frequency
judgments, presentation at the same ear significantly speeded responses and reduced errors. A same/different ear (location)
judgment was likewise facilitated by keeping tone frequency constant. Perception was thus influenced by involuntary
orienting of attention along the task-irrelevant dimension. When information in the two stimulus dimensions were
congruent (same-frequency same-ear, or different-frequency different-ear), response was faster and more accurate than
when they were incongruent (same-frequency different-ear, or different-frequency same-ear), suggesting the involvement
of executive control to resolve conflicts. In total, the TAIL yielded five independent outcome measures: (1) baseline reaction
time, indicating information processing efficiency, (2) involuntary orienting of attention to frequency and (3) location, and
(4) conflict resolution for frequency and (5) location. Processing efficiency and conflict resolution accounted for up to 45% of
individual variances in the low- and high-threshold variants of three psychoacoustic tasks assessing temporal and spectral
processing. Involuntary orientation of attention to the irrelevant dimension did not correlate with perceptual performance
on these tasks. Given that TAIL measures are unlikely to be limited by perceptual sensitivity, we suggest that the
correlations reflect modulation of perceptual performance by attention. The TAIL thus has the power to identify and
separate contributions of different components of attention to auditory perception. Received October 3, 2012; Accepted November 30, 2012; Published December 31, 2012 Received October 3, 2012; Accepted November 30, 2012; Published December 31, 2012 Copyright: 2012 Zhang et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This study was funded by the Medical Research Council (MRC), United Kingdom, through intramural funding to the MRC Institute of Hearing Research. All authors were MRC employees at the time the research was conducted. The funder had no role in study design, data collection and analysis, decision to publish,
or preparation of the manuscript. December 2012 | Volume 7 | Issue 12 | e53502 PLOS ONE | www.plosone.org Introduction In auditory processing tasks, BM0 is Backward Masking with no silence gap
between the target tone and the noise masker, BM50 is Backward Masking with a 50-ms silence gap between the target tone and the noise masker,
SM is Simultaneous Masking with no spectral notch around the target tone, SMN is Simultaneous Masking with a spectral notch around the target
tone, FD is Frequency Discrimination with a fixed standard tone, and FDR is Frequency Discrimination with a roving standard tone. doi:10.1371/journal.pone.0053502.g001 Figure 1. Schematic illustration of the Test of Attention in Listening (TAIL) and auditory processing tasks. For TAIL, Backward and
Simultaneous Masking, one example trial of stimulus presentation is plotted. For Frequency Discrimination, two trials are plotted. Abbreviations: In
TAIL, F stands for frequency, L for location, S for same, and D for different. In auditory processing tasks, BM0 is Backward Masking with no silence gap
between the target tone and the noise masker, BM50 is Backward Masking with a 50-ms silence gap between the target tone and the noise masker,
SM is Simultaneous Masking with no spectral notch around the target tone, SMN is Simultaneous Masking with a spectral notch around the target
tone, FD is Frequency Discrimination with a fixed standard tone, and FDR is Frequency Discrimination with a roving standard tone. doi:10.1371/journal.pone.0053502.g001 dimension are used to avoid confound with perceptual difficulty. Other task-irrelevant dimensions (stimulus duration and level) are
roved. in the TAIL is directed (‘oriented’) to the task relevant dimension
via the orienting attention network. According to the Load
Theory, under such a low perceptual load (one tone at a time),
perceptual capacity is not exhausted and attention will ‘‘spill over’’
to task irrelevant information, allowing further processing of that
information. Load Theory thus predicts involuntary orientation of
attention to the distracting dimension in proportion to perceptual
capacity spared from relevant information processing. In addition,
perceptual processing of information in the distracting dimension
may present conflicts to decision making, as the same/different
relationship in the distracting dimension may be incongruent with
that in the task relevant dimension. Resolution of response
conflicts would be indexed by performance deterioration in the The design and interpretation of the TAIL were informed by
and are consistent with the principles of attention embodied in the
influential Attention System view [14,15] and the Load Theory of
attention [16]. Introduction Auditory performance is determined by interactions of auditory
sensation with attention, memory, vision, emotion and a variety of
other, lesser influences [1,2,3,4]. Attention and memory have
received much recent interest because they are particularly
important for the assessment and rehabilitation of hearing
difficulties [5,6,7]. The influence of attention has typically been
demonstrated by examining how directing attention to and away
from the target stimuli or stimulus features alters psychophysical
(e.g., the dichotic listening paradigm; [8]) or physiological (e.g.,
hemodynamic signals [9], neuromagnetic fields [10]) measures of
sound perception. Our goal here was to develop a behavioral test
of auditory attention that can be used to identify and quantify the
contribution of attention to auditory performance. TAIL measures the ability to focus selectively on a task relevant
dimension and ignore information from task irrelevant dimensions
using reaction time (RT) as the primary performance measure. In
each trial, two clearly audible tones are presented sequentially
(Fig. 1). The listener is asked to indicate whether the two tones are
the same or different along one of two dimensions (frequency or
location) as accurately and as quickly as possible. The other
dimension is also systematically manipulated to serve as the
distracting dimension. Highly distinctive variants of each stimulus Attention has been studied under a wide range of cognitive
conditions and has so far eluded a consensual definition after over
a century’s documented investigation [11]. At the core of most
attention phenomena is the concept of selection: a subset of the
available stimulus pool (including internal stimuli such as thoughts
and memories) is examined more closely than and at the expense
of others [12]. Most perceptual tasks also involve judgments based December 2012 | Volume 7 | Issue 12 | e53502 December 2012 | Volume 7 | Issue 12 | e53502 1 PLOS ONE | www.plosone.org New Attention Test Predicts Hearing Figure 1. Schematic illustration of the Test of Attention in Listening (TAIL) and auditory processing tasks. For TAIL, Backward and
Simultaneous Masking, one example trial of stimulus presentation is plotted. For Frequency Discrimination, two trials are plotted. Abbreviations: In
TAIL, F stands for frequency, L for location, S for same, and D for different. December 2012 | Volume 7 | Issue 12 | e53502 Introduction incongruent relative to the congruent case. Conflict resolution is
typically used as a measure of executive control (e.g., the ’Stroop
task’ [17,18]). Finally, when the tones are the same in both
dimensions (without distracting or conflicting information), RTs
provide a ‘baseline’ measure of information processing under
minimum attention control. were systematically manipulated (Fig. 1). In the FL condition,
frequency was the task-relevant dimension and location was the
distracting dimension. Listeners were asked to press one of two
buttons as accurately and as quickly as possible to indicate whether
the two tones were the same or different in pitch. In the LF
condition, location was the relevant and frequency the irrelevant
dimension. Listeners chose whether the two tones were presented
at the same or different ears. In the Control condition, neither
frequency nor location was task relevant. Listeners were asked
simply to press any button as soon as they heard the second tone. In all conditions, tone level was roved between 70 to 85 dB SPL
and tone duration was roved between 100 and 300 ms. The silent
gap between the two tones was fixed at 300 ms. Before the
experiment, we ran pilot studies to ensure that variations within
the roved ranges had no impact on the attention measures derived. We examined attention contribution to auditory performance
by comparing RT measures of TAIL with threshold measures on
three psychoacoustic tasks emphasizing spectral and temporal
processing [5,19]: tone Frequency Discrimination, Backward
Masking, and Simultaneous Masking. These tasks are recom-
mended measures of ‘auditory processing’ (American Academy of
Audiology, 2010) but may still be strongly influenced by attention
skills [5]. For each task, we included a more demanding, high-
threshold variant and a less demanding, low-threshold variant, in
both of which threshold was assessed at 79% correct performance
(Fig. 1). The stimuli used in these tasks were very simple, consisting
of a single tone or a tone with a band-passed noise in each
observation interval. Our current understanding of these tasks is
not sufficient to make specific predictions about which attention
components of the TAIL will contribute to performance on each
task. However, some general trends can be predicted. First, these
tasks showed differential activation of non-sensory cortical regions
[20,21]. For example, Backward Masking produced greater
activity than Simultaneous Masking in anterior cingulate cortex
[21], a brain region critical for conflict monitoring and executive
control [14]. Introduction The Attention System view suggests that attention
is subserved by a system of brain networks that is neuroanatomi-
cally separate from the information processing system (including
stimulus encoding, analyzing, and decision making) and that this
attention system consists of three separable networks carrying out,
respectively, the functions of maintaining vigilance, orienting
attention, and executive control. According to this view, attention December 2012 | Volume 7 | Issue 12 | e53502 December 2012 | Volume 7 | Issue 12 | e53502 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 2 New Attention Test Predicts Hearing were systematically manipulated (Fig. 1). In the FL condition,
frequency was the task-relevant dimension and location was the
distracting dimension. Listeners were asked to press one of two
buttons as accurately and as quickly as possible to indicate whether
the two tones were the same or different in pitch. In the LF
condition, location was the relevant and frequency the irrelevant
dimension. Listeners chose whether the two tones were presented
at the same or different ears. In the Control condition, neither
frequency nor location was task relevant. Listeners were asked
simply to press any button as soon as they heard the second tone. In all conditions, tone level was roved between 70 to 85 dB SPL
and tone duration was roved between 100 and 300 ms. The silent
gap between the two tones was fixed at 300 ms. Before the
experiment, we ran pilot studies to ensure that variations within
the roved ranges had no impact on the attention measures derived. Four blocks of 40 trials were run for each condition, with the
order of conditions randomized across listeners. Condition was
switched between blocks and the corresponding instruction was
displayed on the screen at the beginning of each block. Before the
first block of each condition, a demo of 5 trials was used to
familiarize the participants with the task. Each block of trials
followed a two (same and different frequency) by two (same and
different location) design. Tone frequencies were drawn randomly
from the range 476–6188 Hz, with the constraint that the spectral
gap between any two tones was at least 2.1 equivalent rectangular
bandwidths (ERBs; [23]). This gap was well above the frequency
discrimination thresholds of all of the participants and was
intended to avoid perceptual confusion. The total twelve blocks
of TAIL took about 20 minutes to complete. Equipment All testing was conducted in a sound attenuated booth on a PC,
with all sounds delivered via circumaural headphones (Sennheiser
HD 25). A USB-interfaced button box made in-house was used for
response. The testing was fully automatic, with instructions
displayed on the screen at the beginning of each block of trials. Auditory processing tasks. We assessed psychoacoustic
performance on three tasks: Backward Masking, Simultaneous
Masking, and Frequency Discrimination (Fig. 1). Briefly, a 3-
interval, 3-alternative forced choice paradigm was used in all of
the three tasks (for details, see [5]). At each trial, two identical,
standard stimuli and one different, target stimulus were presented
in random order. The listeners were asked to report the ‘‘odd-one
out’’ by pressing a button. Across trials, the difference between the
standard and the target stimuli was adaptively varied following a 3- Auditory processing tasks. We assessed psychoacoustic
performance on three tasks: Backward Masking, Simultaneous
Masking, and Frequency Discrimination (Fig. 1). Briefly, a 3-
interval, 3-alternative forced choice paradigm was used in all of
the three tasks (for details, see [5]). At each trial, two identical,
standard stimuli and one different, target stimulus were presented
in random order. The listeners were asked to report the ‘‘odd-one
out’’ by pressing a button. Across trials, the difference between the
standard and the target stimuli was adaptively varied following a 3- Introduction Thus, we expected differential patterns of attention
contribution across the tasks. Second, as the simple stimuli are
unlikely to exhaust perceptual capacity, we did not expect
significant contribution of involuntary orientation. Third, and
most critically, as the role of executive control is to facilitate
focused
attention
onto the
target
information
[14,22], we
predicted that conflict resolution would more likely contribute to
the high-threshold task variants in which the challenge of
separating task relevant information from irrelevant information
is greater. Performance on the lower threshold variant, in contrast,
would more likely reflect the efficiency of the information
processing systems themselves. Four blocks of 40 trials were run for each condition, with the
order of conditions randomized across listeners. Condition was
switched between blocks and the corresponding instruction was
displayed on the screen at the beginning of each block. Before the
first block of each condition, a demo of 5 trials was used to
familiarize the participants with the task. Each block of trials
followed a two (same and different frequency) by two (same and
different location) design. Tone frequencies were drawn randomly
from the range 476–6188 Hz, with the constraint that the spectral
gap between any two tones was at least 2.1 equivalent rectangular
bandwidths (ERBs; [23]). This gap was well above the frequency
discrimination thresholds of all of the participants and was
intended to avoid perceptual confusion. The total twelve blocks
of TAIL took about 20 minutes to complete. Reaction times (RTs) on correct trials were used as the primary
performance measure. RTs longer than 2 s or shorter than
200 ms, suggesting lapse of attention, interruption of performance
or premature responding, were excluded (,0.8% trials). For the
Control condition, the detection task allowed anticipated responses
to the second tone and approximately 25% of RTs fell below the
200-ms criterion. We therefore analyzed the detection RTs with
and without applying the low cutoff to check the impact of
anticipated responses on the attention effects. For each of the FL
and LF conditions, one (different) listener erroneously attended to
the irrelevant dimension when incongruent information was
presented. However, these listeners performed normally on
congruent trials. Their data were excluded from the relevant
analyses. Ethics Statement The research protocol was approved by the Nottingham
University Hospitals Research Ethics Committee. All of the
participants gave informed written consent and received an
inconvenience allowance for their participation. For each TAIL condition, baseline RT was calculated using the
trials on which the two tones were the same in both frequency and
location. A two (same vs. different frequency) by two (same vs. different location) ANOVA with repeated measures was con-
ducted on the RTs and the error rates. Involuntary orientation
was indicated by the impact of the task irrelevant dimension(s) and
quantified as the difference between the same and different trials
for that dimension. Conflict resolution was indicated by the
frequency by location interaction and was quantified as the
difference between congruent (same or different in both dimen-
sions) and incongruent (same in one dimension and different in the
other) trials (Fig. 1). For each TAIL condition, baseline RT was calculated using the
trials on which the two tones were the same in both frequency and
location. A two (same vs. different frequency) by two (same vs. different location) ANOVA with repeated measures was con-
ducted on the RTs and the error rates. Involuntary orientation
was indicated by the impact of the task irrelevant dimension(s) and
quantified as the difference between the same and different trials
for that dimension. Conflict resolution was indicated by the
frequency by location interaction and was quantified as the
difference between congruent (same or different in both dimen-
sions) and incongruent (same in one dimension and different in the
other) trials (Fig. 1). Participants Nineteen volunteers between the age of 18 and 36 years (mean
of 26 years, 9 females) were recruited from the University of
Nottingham campus and nearby neighborhoods. All of the
volunteers had 20 dB HL or better hearing thresholds for tones
between 500 and 6000 Hz, bilaterally. Attention Effects in a Detection Task Frequency Discrimination was administered using the Psy-
chtoolbox for Matlab, with 50 trials per condition. The masking
tasks were administered using customized software (IHR-STAR
[24]), with 20 trials per condition. Discrimination threshold
(‘performance’) at 79% correct was evaluated by fitting psycho-
metric functions using the maximum likelihood method imple-
mented by the Psignifit toolbox for Matlab [25]. We examined whether the attention measures were contingent
on the presence of a task relevant dimension by running TAIL in
the Control condition, in which the task was simply to detect the
second tone and neither frequency nor location was relevant
(Fig. 5). RT was significantly shorter for different ear than for same
ear presentation (F1,18 = 7.75, p = 0.01, gp
2 = 0.30). There was no
significant effect of the relative frequency of the tones (F1,18 = 3.17,
p = 0.09, gp
2 = 0.15) and no frequency by location interaction
(F1,18 = 0.54, p = 0.47, gp
2 = 0.03). Because the detection task
allowed anticipated responses due to the fixed inter-stimulus
interval, we repeated these analyses excluding RTs shorter than
200 ms (,25% of all trials). The results remained the same, with
a small significant but negative effect of location constancy
(F1,18 = 5.39, p = 0.03, gp
2 = 0.23), but no effect of frequency
constancy
(F1,18 = 2.77,
p = 0.11,
gp
2 = 0.13)
or
congruency
(F1,18 = 0.82, p = 0.38, gp
2 = 0.04). The significant negative effect
of location constancy indicates that the second tone was processed
and impacted responses. The lack of positive effects of feature
constancy and dimension congruency suggest that they thus
facilitated responses only when a certain stimulus dimension
needed to be singled out for judgments. Task and Stimuli TAIL. TAIL was run in three conditions, in all of which tone
frequency (F) and location (L; ear at which the tone was presented) PLOS ONE | www.plosone.org December 2012 | Volume 7 | Issue 12 | e53502 3 New Attention Test Predicts Hearing irrelevant frequency dimension did not significantly decrease the
likelihood of making an error (F1,17 = 2.15, p = 0.16, gp
2 = 0.11). down/1-up staircase. For each task, two variants were run that
yielded different levels of performance. For Backward Masking,
the standard stimulus was a 300-ms bandpass noise (600–1400 Hz;
30 dB/Hz). The target stimulus had a 20-ms, 1-kHz tone
preceding the noise, with the tone level starting at 90 dB SPL
and varied adaptively. In the high-threshold variant (BM0), there
was no gap between the tone offset and the noise onset; in the low-
threshold variant (BM50), there was a 50-ms silent gap. For
Simultaneous Masking, the same bandpass noise and 20-ms tone
were used, but the tone started 200 ms after noise onset. In the
high-threshold variant (SM), the noise was spectrally continuous;
in the low-threshold variant (SMN), there was a spectral notch
(800–1200 Hz) around the tone. For Frequency Discrimination,
the stimuli were 100-ms tones presented at 75 dB SPL. In the low-
threshold variant (FD), the standard tone frequency was fixed at
1 kHz; in the high-threshold variant (FDR), it was roved between
900 and 1100 Hz with a step size of 50 Hz [19]. TAIL Measures Directing attention to frequency. In the FL condition of
TAIL, RT was shortest when the two tones were the same in both
frequency and location (Fig. 2A), which we refer to as baseline RT. We conducted an ANOVA with repeated measures on RT with
location (same vs. different ear) and frequency (same vs. different
frequency) as within-subject factors. There was no difference
between same and different frequencies [F1,17 = 2.54, p = 0.13, gp
2
(effect size) = 0.13], indicating approximately balanced processing
for the two responses. RT was shorter for the same than for the
different location (F1,17 = 41.98, p,0.001, gp
2 = 0.71), and shorter
when the two dimensions were congruent (same or different in
both dimensions, F1,17 = 33.60, p,0.001, gp
2 = 0.66) than when
they were conflicting (same in one dimension but different in the
other, Fig. 1). We thus identified two significant attention effects:
Involuntary orientation to the task irrelevant dimension
quantified as the RT difference between same- and different-
location trials (in this FL condition), and Conflict resolution as
the RT difference between congruent and incongruent trials
(Fig. 2B). The involuntary orientation and conflict resolution
effects in RT were mirrored by the error patterns (Fig. 2C, D). Error rate was higher for different- than for same-location trials
(F1,17 = 25.36, p,0.001, gp
2 = 0.60) and for incongruent than for
congruent trials (F1,17 = 21.35, p,0.001, gp
2 = 0.56). Relationship Among TAIL Measures We examined whether the TAIL measures were correlated, to
determine whether they reflected separate functions. Though
involuntary orientation and conflict resolution were present when
attention was directed to either frequency or location, these
measures were not significantly correlated either between or within
stimulus dimensions (Table 1). In contrast, baseline RTs were
correlated among all three conditions, despite the marked increase
from 300 ms in the Control condition to approximately 500 ms in
the FL and LF conditions (t.10, p,0.001, Cohen’s d .2.3). ,
p
Directing attention to location. We examined whether the
attention measures were dimension dependent by running the
TAIL in a LF condition in which the task relevant and distracting
dimensions were switched. RT analyses showed the same pattern
of results as for the FL condition (Fig. 3). RT was longer for
different than for same frequency, indicating involuntary orienta-
tion of attention to the distracting dimension (F1,17 = 30.56,
p,0.001, gp
2 = 0.64). Further, RT was longer for incongruent
than for congruent trials, indicating a cost of conflict resolution
(F1,17 = 95.12, p,0.001, gp
2 = 0.85). For error rate, only di-
mension
congruency
had
a
modest
but
significant
effect
(F1,17 = 4.36,
p = 0.05,
gp
2 = 0.17),
while
constancy
on
the Effect of Testing Order We checked whether the attention effects resulted from
confusion due to the mixed testing of the FL and LF conditions. If this were true, the effect for each condition would have emerged
only after the other condition had been tested. For each condition,
we compared the first and the last blocks of trials for those listeners
who performed that condition first (Fig. 4). For both involuntary
orientation and conflict resolution, RT and error rate differences
on the first block were comparable to those on the last block
(p.0.2), demonstrating that the effects were not caused by
confusion of mixing the conditions. This result also showed the
resistance of the attention effects to rapid learning caused by
familiarization with the task set and testing environment. Left Ear Advantage? Here
and in the following figures, error bars for RTs are within-subject SEM [50] and error bars for RT differences are across-subject SEM. doi:10.1371/journal.pone.0053502.g002 F1,17 = 8.4, p = 0.011, gp
2 = 0.32 for RT). A similar but lesser
advantage was found in the RT for the Control condition
(F1,17 = 4.7, p = 0.046, gp
2 = 0.23). However, in the FL condition,
the effect of presentation ear on RT switched direction between
the first and the second tones (interaction between ear and tone
position, F1,17 = 8.9, p = 0.009, gp
2 = 0.36), with a left ear
advantage for the first tone (follow up t test, t = 22.2, p = 0.042,
Cohen’s d = 0.54) but a right ear advantage for the second tone
(t = 2.6, p = 0.02, Cohen’s d = 0.63). Thus, the left-ear advantage
for tonal stimuli appears to be modulated by attention, with the
effect most prominent when attention is directed to location. F1,17 = 8.4, p = 0.011, gp
2 = 0.32 for RT). A similar but lesser
advantage was found in the RT for the Control condition
(F1,17 = 4.7, p = 0.046, gp
2 = 0.23). However, in the FL condition,
the effect of presentation ear on RT switched direction between
the first and the second tones (interaction between ear and tone
position, F1,17 = 8.9, p = 0.009, gp
2 = 0.36), with a left ear
advantage for the first tone (follow up t test, t = 22.2, p = 0.042,
Cohen’s d = 0.54) but a right ear advantage for the second tone
(t = 2.6, p = 0.02, Cohen’s d = 0.63). Thus, the left-ear advantage
for tonal stimuli appears to be modulated by attention, with the
effect most prominent when attention is directed to location. (orientation to frequency and location, conflict resolution for
frequency and location, and baseline RT), only conflict resolution
for frequency and baseline RT correlated significantly with
threshold performance on the auditory processing tasks tested
here (Fig. 6). Conflict resolution accounted for 45% of individual
variance on FDR and 35% on BM0, but did not contribute
significantly to SM (r = 20.084, p = 0.74) or to the easy conditions
of the three tasks (p.0.05). Baseline RTs in the three TAIL
conditions, in contrast, accounted for 43–47% of individual
variance on BM50 and 43–46% on SMN. Left Ear Advantage? Finally, some studies have suggested a left-ear advantage for
tonal stimuli [26,27,28]. Though any ear advantage should have
been controlled for by the counterbalanced presentation of each
tone at the two ears, we analyzed if such an advantage was present
in the current study. In the LF condition, RT was facilitated when
the sounds were presented to the left ear, both in terms of error
rate (two ear by two tone position ANOVA, effect of ear,
F1,17 = 13.9, p = 0.002, gp
2 = 0.69) and RT (F1,17 = 35.3, p,0.001,
gp
2 = 0.47). This left-ear advantage was greater for the first tone
than for the second tone (interaction between ear and tone
position,
F1,17 = 7.6,
p = 0.014,
gp
2 = 0.34
for
error
rate, PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org December 2012 | Volume 7 | Issue 12 | e53502 4 New Attention Test Predicts Hearing Figure 2. TAIL performance for FL condition. A. Mean reaction time (RT) on correct trials. B. RT difference indicating involuntary orientation to
location (RT [different location] – RT [same location]) and conflict resolution (RT [same in one dimension and different in the other] –RT [same or
different in both dimensions]). C. Mean error rate. D. Error rate difference indicating involuntary orientation to location and conflict resolution. Here
and in the following figures, error bars for RTs are within-subject SEM [50] and error bars for RT differences are across-subject SEM. doi:10.1371/journal.pone.0053502.g002 Figure 2. TAIL performance for FL condition. A. Mean reaction time (RT) on correct trials. B. RT difference indicating involuntary orientation to
location (RT [different location] – RT [same location]) and conflict resolution (RT [same in one dimension and different in the other] –RT [same or
diff
i
b
h di
i
]) C M
D E
diff
i di
i
i
l
i
i
l
i
d
fli
l
i
H Figure 2. TAIL performance for FL condition. A. Mean reaction time (RT) on correct trials. B. RT difference indicating involuntary orientation to
location (RT [different location] – RT [same location]) and conflict resolution (RT [same in one dimension and different in the other] –RT [same or
different in both dimensions]). C. Mean error rate. D. Error rate difference indicating involuntary orientation to location and conflict resolution. TAIL Predicts Auditory Performance A primary motivation of the current study was to develop a test
that could be used to assess the contributions of attention to
auditory performance. As a first step towards this end, we
examined here the extent to which the TAIL measures predicted
individual variance in three auditory processing tasks. Among the
five
independent
measures
in
the
FL
and
LF
conditions Left Ear Advantage? Note that all but one of
the significant correlations in Fig. 6 would remain so even after
a stringent Bonferroni correction for multiple comparisons (at the
corrected alpha value of 0.008). PLOS ONE | www.plosone.org Discussion The lack of correlation
between the TAIL measures testified to the separation of the
attention networks and information processing systems in audition,
reminiscent of the Attention Network Test that was designed to
test the Attention System view in vision [29]. In addition to
integrating multiple facets of attention in one test, we demon-
strated how these effects varied with task type (same/different
discrimination versus detection) or with different task relevant
dimensions (frequency and location). The TAIL measures revealed
differential contributions of information processing and attention
modulation to threshold performance on an array of psycho-
acoustic tasks, with executive control accounting for up to 45% of individual differences in some high-threshold variants. To further
illustrate the nature of the TAIL measures, we will compare each
measure and the associated findings to the relevant attention
literature. We will then discuss the implications of the attention
contributions to auditory performance revealed by the TAIL. measures that could be mapped on to the Attention System
proposal and the Load Theory of attention as 1) cost of resolving
response conflicts, indexing the ability to focus selectively on the
relevant dimension and ignore irrelevant ones in decision making,
a function of the executive control networks, 2) involuntary
orientation of attention to a task irrelevant dimension, reflecting
spare perceptual capacity, and 3) response speed in the absence of
distracting or conflicting information, indicating efficiency of the
information processing system involved. The lack of correlation
between the TAIL measures testified to the separation of the
attention networks and information processing systems in audition,
reminiscent of the Attention Network Test that was designed to
test the Attention System view in vision [29]. In addition to
integrating multiple facets of attention in one test, we demon-
strated how these effects varied with task type (same/different
discrimination versus detection) or with different task relevant
dimensions (frequency and location). The TAIL measures revealed
differential contributions of information processing and attention
modulation to threshold performance on an array of psycho-
acoustic tasks, with executive control accounting for up to 45% of Discussion The main goal of this study was to develop a test of attention in
listening (TAIL) that could be used to identify contributions of
attention to auditory performance. Through manipulation of task
relevant and irrelevant dimensions, the TAIL yielded three PLOS ONE | www.plosone.org December 2012 | Volume 7 | Issue 12 | e53502 December 2012 | Volume 7 | Issue 12 | e53502 5 New Attention Test Predicts Hearing Figure 3. TAIL performance for LF condition. A. Mean RT. B. RT difference indicating involuntary orientation to frequency (RT [different
frequency] – RT [same frequency]) and conflict resolution (RT [same in one dimension and different in the other] – RT [same or different in both
dimensions]). C. Mean error rate. D. Error rate difference indicating involuntary orientation to frequency and conflict resolution. doi:10.1371/journal.pone.0053502.g003 Figure 3. TAIL performance for LF condition. A. Mean RT. B. RT difference indicating involuntary orientation to frequency (RT [different
frequency] – RT [same frequency]) and conflict resolution (RT [same in one dimension and different in the other] – RT [same or different in both
dimensions]). C. Mean error rate. D. Error rate difference indicating involuntary orientation to frequency and conflict resolution. doi:10.1371/journal.pone.0053502.g003 Figure 3. TAIL performance for LF condition. A. Mean RT. B. RT difference indicating involuntary orientation to frequency (RT [differen Figure 3. TAIL performance for LF condition. A. Mean RT. B. RT difference indicating involuntary orientation to frequency (RT [different
frequency] – RT [same frequency]) and conflict resolution (RT [same in one dimension and different in the other] – RT [same or different in both
dimensions]). C. Mean error rate. D. Error rate difference indicating involuntary orientation to frequency and conflict resolution. doi:10.1371/journal.pone.0053502.g003 measures that could be mapped on to the Attention System
proposal and the Load Theory of attention as 1) cost of resolving
response conflicts, indexing the ability to focus selectively on the
relevant dimension and ignore irrelevant ones in decision making,
a function of the executive control networks, 2) involuntary
orientation of attention to a task irrelevant dimension, reflecting
spare perceptual capacity, and 3) response speed in the absence of
distracting or conflicting information, indicating efficiency of the
information processing system involved. Conflict Resolution The cost of resolving conflicts between sound frequency and
location was used to assess the function of the executive control
network. A classic example of conflict resolution measure is the
Stroop task [17,18], in which a color name is presented in
a physical color that matches or differs from that indicated by the
semantic content of the word (e.g., the word ‘red’ presented in red
or green font). Naming the color of the word was slower when in
the differing (incongruent) than in the matching (congruent)
condition, suggesting a cost of resolving the conflict between the
two stimulus dimensions. The Stroop effect has been replicated
using auditory verbal stimuli, in which the semantic content
interfered with perception of pitch or loudness [30,31]. In vision,
conflict resolution has also been demonstrated for non-verbal December 2012 | Volume 7 | Issue 12 | e53502 December 2012 | Volume 7 | Issue 12 | e53502 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 6 New Attention Test Predicts Hearing Figure 4. Comparison of RT (row 1 and 3) and error rate (row 2 and 4) measures between the
n = 9) and the LF (B, n = 10) conditions in the listeners who performed that condition before
doi:10.1371/journal.pone.0053502.g004 Figure 4. Comparison of RT (row 1 and 3) and error rate (row 2 and 4) measures between the first and fourth b
n = 9) and the LF (B n = 10) conditions in the listeners who performed that condition before the other conditio Figure 4. Comparison of RT (row 1 and 3) and error rate (row 2 and 4) measures between the first and fourth blocks of the FL (A,
n = 9) and the LF (B, n = 10) conditions in the listeners who performed that condition before the other condition. doi:10.1371/journal.pone.0053502.g004 December 2012 | Volume 7 | Issue 12 | e53502 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 7 New Attention Test Predicts Hearing Figure 5. TAIL performance for Control condition. A. Mean RT to the second tone. B. RT gain as a function of frequency constancy, location
constancy, and dimension congruency. doi:10.1371/journal.pone.0053502.g005 Figure 5. TAIL performance for Control condition. A. Mean RT to the second tone. B. RT gain as a function of frequency constancy, location
constancy, and dimension congruency. doi:10.1371/journal.pone.0053502.g005 stimuli. Conflict Resolution Two widely used examples are the Simon task [32], in
which congruency between stimulus location and response di-
rection is manipulated, and the flanker task [29,33], in which
conflicts are introduced in the spatial attributes of target and
flanking stimuli. cruitment of executive control depends on task demand. In-
congruent information in the two stimulus dimensions can be
processed without interference and hence without the need for
executive control unless the response is contingent on that
information. This observation is consistent with the view of
executive control as the ‘‘top-down’’ regulating signal conveying
task demand [14]. g
The TAIL provides a demonstration of non-verbal conflict
resolution in the auditory domain. The previous Stroop-like tasks
typically measure interference to or along a single stimulus
dimension. For example, in the Stroop task, while word content
interferes with color naming, there is little interference in the
reverse direction. Asymmetric interference between different
dimensions like this has been interpreted as reflecting the different
degrees of automaticity in processing those dimensions [34]. In the
case of the Stroop task, word reading has a more strongly
established pathway than color naming in literate people, due to
practice and daily use, and would be activated under less executive
control (more automatic). In the TAIL, interference was demon-
strated to occur in both directions between location and frequency,
and to be of similar magnitude on the group level, but
uncorrelated on the individual level. The TAIL results thus show
that, on the group level, there was no difference in the
automaticity of frequency and location processing, but individuals
differed in the relative strength of the two pathways. Further, the
conflict resolution effect disappeared when the task required
simple detection of the second tone, indicating that the re- Involuntary Orientation According to the Load Theory of attention [16], involuntary
orientation of attention to a task irrelevant dimension could be
used to index the perceptual capacity spared from processing task
relevant information for environment monitoring. While focusing
on the task at hand requires exclusion of task irrelevant
information, monitoring of the environment for potentially
interesting events needs some attention to that information. The
Load Theory suggests that, at a fixed cognitive load, attention to
irrelevant information is determined by the perceptual capacity
spared from task relevant processing. Thus, for a given task and
stimulus set, the attention paid to task irrelevant information
provides a measure of perceptual capacity: the greater one’s
perceptual capacity, the more distraction irrelevant information
presents, and the better the ability is to monitor the environment
during task performance. An auditory version of the Attention
Network Test [31] failed to demonstrate an orientation effect to Table 1. Correlation between TAIL measures. Table 1. Correlation between TAIL measures. Table 1. Correlation between TAIL measures. R
Orientation(FL)
Conflict (FL)
Orientation(LF)
Conflict (LF)
Baseline (FL)
Baseline (LF)
Conflict (FL)
0.25
2
Orientation (LF)
0.06
0.27
2
Conflict (LF)
20.27
20.38
0.34
2
Baseline (FL)
20.08
0.32
20.08
20.24
2
Baseline (LF)
0.29
0.32
20.08
0.24
0.82*
2
Baseline (Control)
0.11
0.19
0.23
0.25
0.74*
0.68*
*p,0.001. doi:10.1371/journal.pone.0053502.t001
PLOS ONE | www.plosone.org
8
December 2012 | Volume 7 | Issue 12 | e53502 New Attention Test Predicts Hearing Figure 6. TAIL results predicted auditory perception. Correla-
tions between conflict resolution (left column) and baseline RT (right
column) with Frequency Discrimination (top row), Backward Masking
(middle row), and Simultaneous Masking (bottom row). A fitted
regression line (red dashed) was plotted only for the significant
correlations. doi:10.1371/journal.pone.0053502.g006 an earlier stage of processing. The nature of this asymmetry awaits
further investigation, as we are unaware of similar reports or
related discussion on this point. The advantageous effect of location constancy in the FL
condition switched to disadvantageous in the Control detection
condition. That is, response was slower for same-ear than for
opposite-ear presentations. This phenomenon bears a close re-
semblance to a widely documented attention effect, ‘‘inhibition of
return’’ [35], referring to slower responses to a previously cued
feature. The inhibitory orienting effects observed here matched or
exceeded in magnitude those reported for sound frequency or
location [36]. Involuntary Orientation The lack of an effect for frequency was consistent
with Mondor et al.’s observation [36] of significant inhibition of
return for location, but not for frequency, at a middle stimulus
onset synchrony (450 ms; 500 ms on average in the current study). Inhibition of return has been reported to occur later for
discrimination than for detection tasks [37], consistent with its
absence in the FL and LF conditions. The nature of inhibition of
return is still under debate [38], but evidence points to an
exogenous (stimulus driven) mechanism that is dissociated from
the operation of endogenous (goal driven) attention. Baseline RT Baseline RT (RT in absence of distracting or conflicting
information) was intended to assess efficiency of information
processing. Consistent with the RT literature [39], baseline RT for
the discrimination conditions (FL and LF) was markedly longer
than that for simple detection (Control). Despite this difference,
baseline RT was highly correlated among all of the three
conditions. This correlation conforms to our assumption that
baseline RT reflects information processing, which remains largely
the same across conditions due to the use of the same stimuli and
procedures. The lack of correlation between baseline RT and the
derived attention measures (involuntary orientation and conflict
resolution) supports the Attention System view of attention and
information processing as separate systems [15]. Though baseline
RT is not an attention measure, and hence is rarely examined in
attention research, it may provide a useful measure in separating
contributions of attention from those of information processing
and general response mechanisms. Figure 6. TAIL results predicted auditory perception. Correla-
tions between conflict resolution (left column) and baseline RT (right
column) with Frequency Discrimination (top row), Backward Masking
(middle row), and Simultaneous Masking (bottom row). A fitted
regression line (red dashed) was plotted only for the significant
correlations. doi:10.1371/journal.pone.0053502.g006 doi:10.1371/journal.pone.0053502.g006 Relating TAIL to Attention Networks location as an irrelevant dimension, where the task was to
discriminate the pitch of verbal stimuli. In the TAIL, the RT
change caused by involuntary orientation to location and
frequency was significant and of similar magnitude on the group
level suggesting, according to the Load Theory, a significant
portion of perceptual capacity being spared. The effect was
uncorrelated between frequency and location, suggesting that
orienting attention to each dimension involves different mechan-
isms and/or different pathways. Error rate, however, revealed
a notable location advantage on the group level. Erroneous
judgments were reduced significantly by location constancy in the
FL condition, but not by frequency constancy in the LF condition,
from similar levels for cases of inconstancy (9.7% and 9.6%
respectively). Thus, frequency constancy speeded the responses to,
but did not improve the accuracy of location judgments, while
location constancy improved both speed and accuracy for
frequency judgments. Errors represent failures of decision making,
while RTs reflect sensory processing as well as decision making. The location advantage in accuracy, but not in RT, thus hints at
asymmetric depth of processing for frequency and location. Location information appears to be retained and used until
a response is made, while frequency information loses influence at As the development of TAIL was informed by neuroanatomical
attention theories, its outcomes can be speculatively mapped to
known attention networks. First, according to the Attention
Network view [14], involuntary orienting should be mediated by
the frontoparietal orienting network. Corbetta and colleagues [40]
divided the orienting network into two parts: a bilateral dorsal
network and a right-dominant ventral network. The dorsal
network orients attention and modulates sensory processing. The
ventral network, inhibited during focused attention, responds to
behavioral relevance of unattended stimuli and interrupts current
focus of attention for reorientation. In the TAIL, task demand
requires participants to direct attention to the target stimulus
dimension and to ignore the irrelevant dimension. The in-
voluntary orientation of attention to irrelevant dimensions would
reflect inhibition of the ventral network, that is, the suppression of
the competition of the irrelevant stimuli for attention. Second,
executive control has been associated to anterior cingulate cortex
and related brain structures [14]. According to the conflict-
monitoring view [22], conflicts in information processing or
decision making activates anterior cingulate cortex, which then
recruits lateral frontal areas to resolve conflicts. Attention Contributions to Auditory Perception y
p
Our ultimate goal in developing the TAIL is to evaluate the
contributions of attention components to auditory performance. As a first step towards this aim, we correlated the TAIL RT
measures with threshold measures on six variants of auditory
processing tasks. There are three alternative interpretations for the
correlations obtained: 1) attention determines, at least in part,
perceptual performance, as we have argued; 2) perceptual
performance determines attention; or 3) attention and perceptual
performance are both limited by a third factor. Alternative two
seems unlikely for two reasons. First, the large differences between
stimuli in the TAIL were perceptually highly salient (i.e. easy to
distinguish). RT paradigms employing salient stimuli have been
widely used to measure attention (e.g., [29,31,36]). Second, the
measures of attention used in the TAIL were RT differences
within conditions with similar stimulus attributes and hence similar
bottom-up sensory processing. Any potential perceptual limits to
TAIL performance should have been cancelled out. The third
alternative, that attention and perception co-vary with a third
factor, cannot be easily ruled out, but we are not aware of
a plausible third factor that can account for the observed
correlation patterns. It could be some other cognitive factor(s)
operating in tandem with attention, for example, working memory
where executive attention has been hypothesized to play an
important role [43]. Disentangling attention components from
related cognitive functions is beyond the scope of the current
study. A co-varying factor may be neither perceptual nor
cognitive, but some other individual variation independent of
specific tasks, such as tiredness or anxiety level. However, in such
cases, the correlation pattern would be indistinguishable for
different measures of perception or attention. While bearing in
mind that a list of possible co-varying factors is almost in-
exhaustible, we suggest that the correlation between TAIL
measures and discrimination thresholds likely reflects attention
modulation of perception. We will discuss below and in detail how
the results fit with the predictions of this interpretation. The stimuli used in these tasks, pure tones presented either
alone or inside a noise, should pose little challenge to perceptual
capacity, making involuntary attention unlikely to contribute to
task performance. This was what was observed. Contributions of
the two remaining TAIL measures, baseline RT and conflict
resolution, indicate hierarchical and dimension-specific engage-
ment of executive control in auditory performance. Relating TAIL to Attention Networks In this framework,
the conflict resolution measure of the TAIL would reflect functions December 2012 | Volume 7 | Issue 12 | e53502 9 PLOS ONE | www.plosone.org New Attention Test Predicts Hearing of both the conflict monitoring and resolving networks. Another
view suggests two separate networks for executive control [41]:
a frontoparietal network to initiate control and a cingulo-opercular
network to maintain control. In terms of this view, the conflict
resolution measure of the TAIL would only capture the function of
the cingulo-opercular network, because the measure was obtained
during
continual
task
performance. Examining
the
neural
correlates of the TAIL will help illustrate the nature of the
attention components measured and fit the test into our current
understanding of the neural substrate of attention. It is worth
noting that the attention imaging literature is primarily based on
visual studies in which attention is oriented to discrete sensory
events (for related auditory imaging studies, see [9,42]). The TAIL
instead involves auditory stimuli and manipulation between
stimulus dimensions rather than between discrete stimuli. This
difference, while a cause for caution when making comparisons,
could be informative to the generality of the attention models. was best illustrated in Backward Masking. When the target tone
was temporally separated from the masking noise by a 50-ms
silence gap (BM50, Fig. 1), perceptual thresholds were predicted
by baseline RT, but not by conflict resolution, suggesting that
performance was limited by the efficiency of the information
processing system, with the executive control mostly inoperative. When the target tone was immediately followed by the masking
noise (BM0), the difficulty of separating the task relevant (target
tone) from the irrelevant (masker) information increased, and
executive control was recruited. This was demonstrated by the
significant correlation between BM0 threshold and conflict
resolution, but not between BM0 and baseline RT. The
contribution of executive control was dimension specific. The
ability to focus selectively on frequency, but not the ability to focus
on location, was critical. This was consistent with the nature of the
stimuli, in which the target and the masker differed in their
spectral but not spatial attributes. The
TAIL
also
revealed
different
patterns
of
attention
contribution across tasks. For Simultaneous Masking, performance
was limited by information processing efficiency when the target
tone was spectrally separated from the masker (SMN; Fig. 1). Relating TAIL to Attention Networks However, when the tone was embedded spectrally and temporally
in the noise (SM), performance was not predictable from conflict
resolution for either frequency or location. Considering that the
spectral difference between the target-present and target-absent
noise was very small, a conjecture would be that in SM attention
was directed to other dimensions such as loudness. Another
possibility is that Simultaneous Masking performance was limited
by processes other than conflict resolution. Among the different
subtypes of executive control (e.g., shifting, updating, and in-
hibition [44]), conflict resolution has been modeled to result from
regulation of the relative activation of competing processing
pathways [45]. The regulation is triggered by conflict detection in
anterior cingulate cortex and is done via sensitizing of the target
pathway, inhibition of the irrelevant pathway, or a combination of
the two. According to this model, for Backward Masking when the
target tone is hard to separate from the noise masker (BM0),
executive control can enhance performance by simply enhancing
stimulus onset responses in the frequency channel from which the
onset responses come and/or inhibiting sustained responses in all
the other channels. For Simultaneous Masking (SMN), however,
there is no clear mark of the temporal or spectral position of the
target. The executive control mechanism would be inefficient in
distinguishing the competing processes. This account is consistent
with functional imaging evidence that anterior cingulate cortex is
more active during backward than during simultaneous masking
[21]. For Frequency Discrimination, the ability to focus selectively
on frequency unsurprisingly predicted performance when the
standard tone frequency was roved from trial to trial (FDR). When
the standard frequency was fixed (FD), however, performance was
predicted by neither executive control nor information processing
efficiency. These observations are consistent with the proposal that
performance in such circumstances depends on the formation of
a memory representation of the repeated standard (’perceptual
anchor’ [46]). December 2012 | Volume 7 | Issue 12 | e53502 Acknowledgments We thank Cara Croft for contribution to data collection. We thank Cara Croft for contribution to data collection. References 25. Wichmann FA, Hill NJ (2001) The psychometric function: I. Fitting, sampling,
and goodness of fit. Percept Psychophys 63: 1293–1313. 1. Ronnberg J, Rudner M, Foo C, Lunner T (2008) Cognition counts: a working
memory system for ease of language understanding (ELU). Int J Audiol 47 Suppl
2: S99–105. 26. Brancucci A, San Martini P (1999) Laterality in the perception of temporal cues
of musical timbre. Neuropsychologia 37: 1445–1451. 2. Schneider BA, Pichora-Fuller K, Daneman M (2010) Effects of senescent
changes in audition. In: Gordon-Salant S, Frisina RD, Popper AN, Fay RR,
editors. The Aging Auditory System. London: Springer. 167–210. 27. McKinnon MC, Schellenberg EG (1997) A left-ear advantage for forced-choice
judgements of melodic contour. Can J Exp Psychol 51: 171–175. 3. Weinberger NM (2010) The cognitive auditory cortex. In: Rees A, Palmer AR,
editors. The Auditory Brain. New York: Oxford University Press. 441–477. 28. Pendse SG (1977) Hemispheric asymmetry in making absolute judgments of
monaurally presented pure tones. Percept Mot Skills 44: 923–928. ditors. The Auditory Brain. New York: Oxford University Press. 441–4 4. Armony JL, LeDoux JE (2010) Emotional responses to auditory stimuli. In: Rees
A, Palmer AR, editors. The Auditory Brain. New York: Oxford University Press. 479–505. 29. Fan J, McCandliss BD, Sommer T, Raz A, Posner MI (2002) Testing the
efficiency and independence of attentional networks. J Cogn Neurosci 14: 340–
347. 5. Moore DR, Ferguson MA, Edmondson-Jones AM, Ratib S, Riley A (2010)
Nature of auditory processing disorder in children. Pediatrics 126: e382–390. 30. Morgan AL, Brandt JF (1989) An auditory Stroop effect for pitch, loudness, and
time. Brain Lang 36: 592–603. 6. Humes LE (2007) The contributions of audibility and cognitive factors to the
benefit provided by amplified speech to older adults. J Am Acad Audiol 18: 590–
603. 31. Roberts KL, Summerfield AQ, Hall DA (2006) Presentation modality influences
behavioral measures of alerting, orienting, and executive control. J Int
Neuropsychol Soc 12: 485–492. 7. Houston DM, Beer J, Bergeson TR, Chin SB, Pisoni DB, et al. (2012) The ear is
connected to the brain: some new directions in the study of children with
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processing: the ’Stroop effect’ vs. the ’Simon effect’. Acta Psychol (Amst) 73:
159–170. 8. Attention Contributions to Auditory Perception The results are
consistent with our prediction of increased executive control in the
more challenging task variants, reflecting the greater demand for
attention regulation in such conditions. The hierarchical nature To
our knowledge,
this
is the
first report of auditory
performance predicted by an attention test that was administered
independently
of
the
perceptual
test. The
TAIL
revealed
differential contributions of attention control and information
processing across different tasks and different levels of perceptual
challenge. In this capacity, the TAIL has potential as a tool for
further probing the role of attention in auditory performance. Attention control is a top-down modulating function that is
particularly challenged in difficult situations. Thus, the test may be December 2012 | Volume 7 | Issue 12 | e53502 December 2012 | Volume 7 | Issue 12 | e53502 PLOS ONE | www.plosone.org 10 New Attention Test Predicts Hearing extended for clinical use for separating attention from sensory
contributions to impaired perceptual performance. Towards this
end, our next step is to examine how TAIL measures relate to
everyday auditory performance, including speech comprehension
in degraded acoustic environments. Given its simplicity, the TAIL
can be used with children or with older adults when presented with
an appropriate interface. Children with listening difficulties are
often diagnosed with auditory processing disorder, but their
listening difficulty might actually result from poor attention rather
than from impaired sensory processing [5,47]. Similarly, the aged
population often complains of listening difficulties despite normal
audiometric scores [48,49]. An independent test of auditory
attention like the TAIL would help to identify how much those
difficulties arise from a declining cognitive control system. speed, and of the impact of task complexity on those measures. Its use also revealed, within the scope of a limited number of
auditory processing tasks, hierarchical and dimension-specific
contributions of executive attention to auditory perception. Though
the
current
study
is
just
a
first
step
towards
specification and quantification of the contribution of attention
to auditory perception, the results have demonstrated the
usefulness of the TAIL in achieving this goal and potentially
contributing a valid and practical clinical tool. Conclusion Conceived and designed the experiments: YXZ. Performed the experi-
ments: YXZ. Analyzed the data: YXZ. Wrote the paper: YXZ JGB DRM
SA. Conceived and designed the experiments: YXZ. Performed the experi-
ments: YXZ. Analyzed the data: YXZ. Wrote the paper: YXZ JGB DRM
SA. The TAIL provides individual and quantitative measures of
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Ablex Publishing Corporation. 16. Lavie N, Hirst A, de Fockert JW, Viding E (2004) Load theory of selective
attention and cognitive control. J Exp Psychol Gen 133: 339–354. 40. Corbetta M, Patel G, Shulman GL (2008) The reorienting system of the human
brain: from environment to theory of mind. Neuron 58: 306–324. g
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17. Stroop JR (1935) Studies of interference in serial verbal reactions. Journal of
Experimental Psychology 18: 643–662. 48. Leigh-Paffenroth ED, Elangovan S (2011) Temporal processing in low-
frequency channels: effects of age and hearing loss in middle-aged listeners.
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50. Masson ME (2003) Using confidence intervals for graphically based data
interpretation. Can J Exp Psychol 57: 203–220. 49. Pichora-Fuller MK, Souza PE (2003) Effects of aging on auditory processing of
speech. International journal of audiology 42 Suppl 2: 2S11–16. 49. Pichora-Fuller MK, Souza PE (2003) Effects of aging on auditory processing of
speech. International journal of audiology 42 Suppl 2: 2S11–16.
50. Masson ME (2003) Using confidence intervals for graphically based data
interpretation. Can J Exp Psychol 57: 203–220. References 11 December 2012 | Volume 7 | Issue 12 | e53502 PLOS ONE | www.plosone.org December 2012 | Volume 7 | Issue 12 | e53502 December 2012 | Volume 7 | Issue 12 | e53502 New Attention Test Predicts Hearing New Attention Test Predicts Hearing PLOS ONE | www.plosone.org December 2012 | Volume 7 | Issue 12 | e53502 PLOS ONE | www.plosone.org 12
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Another Critical Look at Three-Phase Catalysis
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Pharmaceutical fronts
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Abstract Three-phase catalysis, for example, hydrogenation, is a special branch of chemical
reactions involving a hydrogen reactant (gas) and a solvent (liquid) in the presence of a
metal porous catalyst (solid) to produce a liquid product. Currently, many reactors are
being used for three-phase catalysis from packed bed to slurry vessel; the uniqueness
for this type of reaction in countless processes is the requirement of transferring gas
into liquid, as yet there is not a unified system of quantifying and comparing reactor
performances. This article reviews current methodologies in carrying out such
heterogeneous catalysis in different reactors and focuses on how to enhance reactor
performance from gas transfer perspectives. This article also suggests that the mass
transfer rate over energy dissipation may represent a fairer method for comparison of
reactor performance accounting for different types/designs of reactors and catalyst
structures as well as operating conditions. Keywords
►phase catalysis
►reactor performances
►mass transfer
coefficient
►energy dissipation
rate ►energy dissipation
rate internal catalytic surface; (3) adsorption of the gas and organic
species onto the inner surfaces of the catalyst; (4) reaction on
the inner surfaces of the catalyst; (5) desorption of the
products from the surfaces; (6) diffusion of the products
from the interior through the pores to the external surfaces;
(7) mass transfer of the products from the external surfaces to
the bulk fluid. THIEME Review Article
e117 Another Critical Look at Three-Phase Catalysis Xiong-Wei Ni1 Xiong-Wei Ni1 Address for correspondence Xiong-Wei Ni, PhD, School of
Engineering and Physical Sciences, Heriot–Watt University,
Edinburgh EH14 4AS, United Kingdom (e-mail: x.ni@hw.ac.uk). 1School of Engineering and Physical Sciences, Division of Chemical
Engineering, Heriot–Watt University, Edinburgh, United Kingdom Pharmaceut Fronts 2020;2:e117–e127. Pharmaceut Fronts 2020;2:e117–e127. © 2020. The Author(s).
This is an open access article published by Thieme under the terms of the
Creative Commons Attribution License, permitting unrestricted use,
distribution, and reproduction so long as the original work is properly cited.
(https://creativecommons.org/licenses/by/4.0/)
Georg Thieme Verlag KG, Rüdigerstraße 14, 70469 Stuttgart,
Germany Article published online: 2020-12-31 Article published online: 2020-12-31 Article published online: 2020-12-31 Article published online: 2020-12-31 THIEME Introduction P (bar)
g H2
dissolved/g H2O
mol H2
dissolved/mol H2O
1
1.54 106
1.39 105
2
3.09 106
2.78 105
3
4.62 106
4.16 105
5
7.72 106
6.94 105 reactions. In order for any reactive gas to arrive at the
surfaces of catalysts that are surrounded by liquid, macro-
scopic bubbles must be broken into smaller and minute
ones, the latter would reach equilibrium with liquid and
become dissolved at the microscopic/nanoscopic level, and
it is thus the dissolved gas in liquid, not visible bubbles, that
holds the key for mass transfers in multiphase catalysis. From the chemical engineering viewpoint, how to increase
the dissolved gas specious in liquid is an effective measure
of how efficient various reactors are for carrying out
heterogeneous catalyses. Fig. 1
Reaction mechanism of hydrogenation involving spherical
solid catalyst particles. as illustrated in ►Fig. 2. Since the reaction rate is proportional
to CH2surface, three-phase catalysis is often severely restricted
by the limitations in the aforementioned mass transfers,
affecting the reaction rate, selectivity, productivity, and pro-
longing reaction times.7 From chemical engineering perspec-
tives, how to minimize the difference of (CH2Bulk CH2surface)
is the key in ensuring effective heterogeneous catalysis. Note that improving the structure of catalysts, e.g., mono-
liths, would enhance the areas of catalyst surfaces, and the
subsequent reaction efficiency.10–12 Reactors with monolith
catalyst packing are hydrodynamically superior to existing
industrial reactors13; however, the physical transport process
of gas dissolution into liquid must be driven by fluid mechanic
forces, in combination with reactor designs/additions and
catalyst structure. In 1924, Murray Raney, an American engineer, discovered
that by fusion of a 50:50 Ni/Al alloy and then leaching out the
Al using aqueous NaOH, a nickel sponge was obtained, which
was much more active than other commercial catalysts.8,9
The Raney nickel catalysts are often large in diameter, e.g., 1
to 10 mm, it is easier to imagine mass transfer of gas species
into these catalyst spheres. For modern metal catalysts, their
sizes are usually range between micro and nanometers, thus,
it becomes more difficult to envisage the aforementioned
mass transfer processes taking place physically within these
minute catalyst particles, but the truth is that all occur at the
molecular level. Introduction Three-phase catalysis is one of the key synthesis steps in
petrochemical, chemical, cosmetic, pharmaceutical, and food
industries, for instance, converting alkenes and aromatics to
saturatedalkanes(paraffins)and cycloalkanes (naphthenes)in
petrochemical industry to reduce toxicity and reactiveness;
converting unsaturated alkenes, alkynes, aldehydes, imines,
and nitriles to alcohols and amines in chemical/pharmaceuti-
cal industries to produce purer products; processing vegetable
oils into solidor semisolid fats,e.g., margarine, infoodindustry
to add values, aid transportation, and lengthen products shelf
times. To initiate any three-phase catalysis, e.g., hydrogena-
tion,itrequiresbothgas(H2)andliquidreactantsdiffusinginto
the surfaces of solid catalysts, as illustrated in ►Fig. 1 focusing
on one single spherical catalyst particle of a radius R. The
reaction mechanisms of many commercial heterogeneous
catalyses, although successfully operated, are still a matter
of debate and controversy, and generally consist of seven well-
knownsteps1–4:(1)masstransferofgas,e.g.,H2, frombulk into
the liquid phase and then to the external surface of a catalyst
particle; (2)diffusionofboththedissolved H2 (gas) andorganic
(liquid) compounds through the pores of the catalyst to the The steps (3) to (5) are regarded as the catalytic reaction,
while the rest of the steps are associated with mass transfer. These reaction and transport processes occur concurrently in
such catalyses.5,6 The degree of resistance in mass transfer
increases significantly from liquid–solid systems to gas–solid
and further to gas–liquid–solid catalysis. For liquid–solid
catalysis, solid catalyst particles are readily wetted by the
surrounding liquid, the dispersion of liquid into the pores of
the catalyst is a relatively straightforward process. For three-
phase catalysis, on the other hand, the gas reactant must
“travel” through the gas–gas interface, gas–liquid interface,
and then the gas–solid interface before reaching the outer
surfaces of the catalyst. In each of the boundary crossings, the
concentration of gas is reduced, leading to the arriving con-
centration of H2 at the surfaces of solid catalysts (CH2surface)
being significantly smaller than that of the input gas (CH2Bulk), received
October 23, 2020
accepted
December 3, 2020 © 2020. The Author(s). This is an open access article published by Thieme under the terms of the
Creative Commons Attribution License, permitting unrestricted use,
distribution, and reproduction so long as the original work is properly cited. (https://creativecommons.org/licenses/by/4.0/)
Georg Thieme Verlag KG, Rüdigerstraße 14, 70469 Stuttgart,
Germany DOI https://doi.org/
10.1055/s-0040-1722219. ISSN 2628-5088. Another Critical Look at Three-Phase Catalysis
Ni e118 Table 1 Dissolved hydrogen in water at 298 K14 Fig. 1
Reaction mechanism of hydrogenation involving spherical
solid catalyst particles. Trickle Bed Reactors Trickle Bed Reactors A trickle bed reactor is a variant of packed bed where the liquid
solvent is showered down from the top, thus increasing the
surface area of the liquid, and gas can go either co-currently or
counter-currently with the liquid. Hydrodynamics of trickle
bed reactors were studied15,16 using transport modeling,17
computational fluid dynamics (CFD) modeling,18 electrical
resistance tomography,19 as well as by high pressures.20 Due
to the reliability of their operation, trickle bed reactors have
won a great use in oil industry, and also found applications in
SO2 oxidation,21 glucose hydrogenation over ruthenium cata-
lyst,22 hydro-treating atmospheric residue,23 hydro-purifica-
tion,24 catalytic hydro-treatment of vegetable oils,25 fuel
production via Fischer–Tropsch synthesis,26 hydrogen produc-
tion by aqueous-phase reforming of xylitol,27 hydrogenoly-
sis,28,29 continuous thermal oxidation of alkenes with nitrous
oxide,30 liquid-phase selective hydrogenation of methylacety-
lene and propadiene,31 hydrogen peroxide,32 as well as contin-
uous operation.33 Reactors for Three-Phase Catalysis Mixingand reactordesignsplayacriticalroleinheterogeneous
catalysis. The commonly used reactors in industrial multi-
phase catalyses are generally divided into two categories:
suspended or fixed bed reactors. The former is associated
with mobile catalyst particles that are suspended in reactors,
also referred as slurry reactors, including bubble columns
(suitable only for very small catalyst particles), agitated tanks,
and three-phase fluidized beds. The fixed bed reactors involve
stationary catalysts, including packed bed, trickle bed, and
pulsed bed reactors. ►Fig. 3 illustrates the basic principles of
the two types of reactor set-ups. In the following sections, each type of the reactors is
assessed in terms of the common yardsticks for transferring
gas into liquid, such as (1) mechanisms of breaking and
maintaining gas bubble sizes; (2) mass transfer coefficient
(kLa) per energy dissipation rate (W m3), as mass transfer
coefficient alone cannot provide any meaningful comparison
of reactor performances; and (3) where the dissolved gas
concentration is measured in each type of contactors is
critical, as it differentiates local from overall mass transfer
rate. Therearetwopossiblemechanismsintricklebedreactorsfor
breakingdownbubblesizesandinitiatingdissolutionofgasinto
liquid: (1) the interactions of liquid and gas flows, (2) through
the tortoise routes that are formed by the packed catalysts, the
denser the solid particles, the smaller the diameters of bubbles
soformed.Therearehowevernofacilitiesofmaintainingbubble
sizes in such reactors, and once gas has passed the dissolution
zones, bubble coalescence occurs readily. The determinations of
gas–liquid or liquid–solid mass transfer coefficients in packed
beds were performed in systems involving either nonreaction
schemes, for example, absorption/desorption of O2 or CO2 in
water,34–37 or actual reactions.38,39 Iliuta et al compiled mass
transfer data from more than 3,200 experiments in 52 gas–
liquid systems, with over 60 packing sizes/geometries and 17
column diameters40; however, there were neither information
on where dissolved gas concentration was measured nor on
energy dissipation rates in trickle bed reactors. Packed Bed Reactors In a packed bed reactor (PBR), stationary solid catalyst
particles are either packed or shelved in the reactor. The
main choice for design and operation with this type of
reactors is the direction of flow for both gas and liquid
phases, e.g., co- or countercurrent. Fig. 3
Reactor type for three-phase catalysis: slurry bed (left) and
packed bed (right). Pharmaceutical Fronts
Vol. 2
No. 3/2020
© 2020. The Author(s). Introduction Visible bubbles with a diameter from 100s to
1000s micrometers are at the macroscopic level, similar to
catalyst particles, mixing, catalyst surface structure, and
physical interactions that affect the outcome of catalytic Majority of three-phase catalysis is operated at elevated
pressures,aspressureincreases thesolubilityofgasintoliquid. ►Table 1 displays such an effect where four times more
hydrogen is dissolved in water at 5 bar compared with that
at 1 bar.14 However, it should be noted that the amount of
hydrogen dissolved in water is measured in terms of micro-
grams per gram of water, i.e., parts per million. As a result, the
effect of increasing pressure as a means of increasing Fig. 2
Mass transfer through phase boundaries in three-phase catalysis. Pharmaceutical Fronts
Vol. 2
No. 3/2020
© 2020. The Author(s). Fig. 2
Mass transfer through phase boundaries in three-phase catalysis. Pharmaceutical Fronts
Vol. 2
No. 3/2020
© 2020. The Author(s). Another Critical Look at Three-Phase Catalysis
Ni
e119 CH2surface is rather small in three-phase catalysis; subse-
quently how to improve mass transfer of gas into liquid is
THEfundamental chemical engineering parameter in most, if
not all, of heterogeneous catalyses in industries. This is the
focus of this review article. Stirred Tank Reactors Stirred tank reactors (STRs) are the widely used industrial
workhorse for chemical reactions, including heterogeneous
catalysis,55–57 catalytic cracking,58 catalytic foaming,59 and
Fischer–Tropsch synthesis,60 just to name but a few. In terms
of operation, solvent and catalyst particles are added to the
tank, and impeller or impellers are used for mixing and
suspending mobile catalyst solids. A sparger is implemented
for introducing gas, either from the top or the bottom, with or
without recycling of the product stream back to the reactor. Jet flow/loop reactors are the variants of bubble columns;
the implementation of jet is to break gas bubbles and the
looping is to increase the time for dissolution of gas. In jet loop
reactors, an external pump is used to circulate liquid (along
with the catalyst and often some gas) through an ejector type
nozzle, as such gas-inducing nozzle is a critical design compo-
nent of jet loop reactors,111,112 Fundamental scientific studies
of flow in and out of a nozzle were reported in terms of
mixing,113,114 hydrodynamics,115–117 bubble size distribu-
tion,118 mass transfer,119,120 as well as reaction kinetics.121 The mechanisms of breaking gas bubbles in STR usually
include the rotating motions of impeller(s) and the inter-
actions of fluid with the presence of wall baffles. In labora-
tory-scale STRs, mixing is regarded as uniform, thus, the
dissolved gas concentration measured anywhere in the
reactor can be used for the determination of the overall
mass transfer coefficient. With the increase of reactor vol-
ume, however, a gradient in bubble sizes is often generated,
in which the smaller bubbles appear near the tip of the
impellor, and the larger bubbles appear elsewhere. The
balance between bubble breaking and coalescence is deter-
mined by the hydrodynamic force of impeller rotation in the
presence of mixing aids, e.g., wall baffles, thus the designs of
impeller and turbulence promoter61 are critical in providing
more uniform bubble size, and in turn the higher mass
transfer rate,62,63 e.g., mass transfer using either a dual
impeller64 or radial–axial impeller combination65 was 15
to 35% higher in comparison to a single impeller. Slurry Bed Reactors In slurry bed reactors, solid catalyst particles are suspended
in a liquid solution. There are many means of creating slurry
suspension, e.g., mechanic, pneumatic, oscillatory, and com-
binations of flow directions of gas and liquid phases. Pulsed Trickle Bed Reactor In pulsed trickle bed reactors (a variant of packed bed), either
gas or liquid flow is subjected to a pulse motion41 that can be
generated using hydropneumatic, self-propelled, or elastic
membranes.42 The pulses cause the transition to bubble flow,
while the parts of the bed in between pulses reside at the
transition to trickle flow. Properties of pulsing flow were
studied,43–45 including hydrodynamics of trickling to pulsing
flow transition46 and bubbly to pulsing flow regimes,47–49since
the majority of industrial processes operate at or near the
transitionfromtrickling topulsing flow.Theoperationoftrickle
bed reactors at elevated temperatures was also reported.50 bed reactors at elevated temperatures was also reported. The same mechanisms for breaking bubbles and initiating
dissolution of gas into liquid in trickle bed reactors apply to
pulsed trickle beds, with an additional feature of pulsing. The
purpose of pulsing liquid is effectively to “hold” bubbles for a
fraction of time (e.g., 0.5 Hz), this enhances overall heat and
mass transport while reducing axial dispersion. Keeping all
other parameters constant, reactor operation in the presence
of pulses resulted in up to 30% increase in reaction rate,44 15%
increase in styrene concentration,51 and 45% improvement in Fig. 3
Reactor type for three-phase catalysis: slurry bed (left) and
packed bed (right). Another Critical Look at Three-Phase Catalysis
Ni
120 e120 styrene selectivity in hydrogenation of phenylacetylene over
Pt/γ-Al2O3 catalyst compared with that without. Some mass
transfer data in pulsed tricklebed reactors were reported,52–54
once again, no information was given on both where dissolved
gas concentration was measured and energy dissipation rate. the stirrer (s1), Lh and ρ are the height (m) and density
(kg m3) of the liquid in the reactor, and Ds and Dv the
diameters of the agitator and the vessel (m), respectively. This is the energy that is received and utilized by the reaction
media to achieve the measured mass transfer rate in the said
reactor.87–94 Available mass transfer and energy dissipation
data are used for comparison in a later section. Bubble Column A bubble column by definition consists of a column filled with
liquid and solid catalyst particles with gas being sparged from
the bottom. The hydrodynamics and heat/mass transfer of
slurry bubble columns were reported.68,95–106 In addition,
slurry bubble columns were also used in Fischer–Tropsch
synthesis,107,108 CO methanation over La-promoted Ni/Al2O3
catalyst109 and green fuel production via hydrocracking of
vegetable oil.110 It should however be noted that the bubble
column itself has no physical mechanisms of breaking bubbles
as well as preventing bubbles from coalescing, and various
restrictions, delays, and recycles are implemented to aid the
physical process of bubble breaking, e.g., down pipes, loop, jet,
and pulsing. Pharmaceutical Fronts
Vol. 2
No. 3/2020
© 2020. The Author(s). Stirred Tank Reactors Mass
transfer of a gas into a liquid has intensively been studied
in STR, such as air in water,66–68 H2 in water,69–72 O2 in liquid
hydrocarbons,73 and in n-octacosane processes,74 in fermen-
tation vessels,75 in gas–liquid–solid systems,76–78 and in
scale-up STRs.79,80 Modeling of gas–liquid mass transfer81
was performed using an Euler–Lagrange approach82 and
CFD.83 Additionally, liquid–solid mass transfer84,85 and sol-
id–liquid mass transfer86 were also reported in STR. The jet in jet loop reactor sends liquid plume downwards,
causing dispersion and entrainment of minute bubbles, this is
wherethe maximum dissolutionofgas into liquidand excellent
gas–liquidmasstransfer takeplace.Whenthejet plumereaches
the bottom of the down-flow, the jet stream comes up, leading
to bubble coalescence and visible bubbles rising. Effectively the
dissolution zone is the length of the jet core. A study by
Mandal114 shows that the core length was 30 to 45mm in a
1,500-mm tall column of a diameter of 52mm, i.e., approxi-
mately 3% of the full length, although the core length can reach
50% of the full reactor length in industrial-scale operations. Dissolved gas concentrations were mainly measured at the tail
end of the core, where bubble sizes were generally from 1 to
6mm.122,123 The energy requirement for forming such a jet is
usually high, e.g., 1.2 to1.5 m3/h forliquidflowand 0.25 to1 m3/
h for gas flow in a jet loop reactor of 200mm diameter and
700mmtall118;however,neitherequationsnordataweregiven
on energy dissipation rates due to the combination of wide-
ranging fluid mechanical zones with nonstandardized designs
of jet promoters for this type of reactors. Energy dissipation rates in STR takes the form of Equation 1: Jet loop reactors have been used for model reactions such
as hydrogenation, chlorination, phosgenation, hydroformyla-
tion,124,125 as well as for processes of CO2 absorption,126 anaer-
obic codigestion of olive mill wastewater and liquid poultry
manure,127 treatment of slaughterhouse wastewater,128 imida-
cloprid preparation,129 and microbial fermentation.130 Where P/V is the energy dissipation rate per volume (W
m3), P0 the power number for the impeller depending on
the impeller type and dimensions, N the rotational speed of Another Critical Look at Three-Phase Catalysis
Ni
e121 intensity of mixing in a batch OBR can be controlled by
varying either oscillation amplitude or/and frequency when
the orifice diameter and baffle spacing are fixed. Fluidized-Bed Catalytic Reactors Heterogeneous catalysis has also been performed in fluid-
ized-bed reactors where the gas reactant is bubbling through
a liquid bed containing a solid catalyst.131 The desirable
features of a fluidized bed reactor can briefly be summarized
as its the favorable heat transfer, temperature uniformity,
high effectiveness factors, low pressure drop, and ability to
add/remove catalysts, and some of the disadvantages are
entrainment, attrition, wear, as well as nonuniform resi-
dence time distributions, and unpredictability.131 In reality,
the design and scale-up of fluidized-bed reactors rely heavily
on experience, mechanistic understanding, and models.132
There is a void in the literature for the evaluation of energy
dissipation rate in fluidized bed reactors. Where Nb is the number of baffles per unit length in OBR
(m1),αthe ratioof the effective orificeareatothetubearea,x0
the oscillation amplitude (m), ω the angular oscillation fre-
quency (radians s1) and CD the orifice discharge coefficient. In summary, the advantages of PBRs are (1) there is lesser
demand on particle size of catalyst; (2) it is relatively easy to
design this type of reactors; and (3) there is no need for
catalyst separation after reaction, reducing unit operation
and associated requirement for energy and labor. The major
drawback for stationary catalysts is that the required quan-
tity of the catalyst is significantly higher in comparison to
mobile catalyst arrangement for the same conversion due to
reduced surface areas of the catalysts. In addition, bubble
sizes are relatively large, as there is generally lack of means of
holding small bubbles, leading to lower mass transfer capa-
bility and longer reaction times. When gas is involved, gas bubbles are broken down by the
formed vortices; the reciprocal movement of the baffles also
holds and maintains bubble sizes. When compared with
mass transfer of air in water,149–151 air in cultures,152 O2 in
water,153,154 ozone in water,155,156 and CO2 in water157 in
STRs or bubble columns, kLa values in OBR were much
improved, which was attributed to three distinct features:
(1) smaller and more uniform bubble sizes due to the
mechanism of maintaining bubble sizes; (2) higher gas
hold-up, as a foaming layer at the top of the column acts
as a “blanket” to prevent minute bubbles from disengaging,
and the oscillatory motion drags these bubbles back into the
liquid; and (3) significantly prolonged residence times of
bubbles due to the reciprocal motion of eddies. Micro Bubbles Process intensification in multiphase reactors have been
used133–135 with various mechanisms, e.g., continuous
flow mixing vessels,136 vorticial ciliary flows,137 micro-
mesh,138 microbubble generators,139 microreactors,140–143
and in scale-up flow reactors.144 The key feature of these
intensified devices is the ability of producing fine and minute
bubbles; consistently, some show the capability of maintain-
ing fine bubble sizes, leading to enhanced mass transfer
rates. However, currently, there are no publications on
energy dissipation rates in these new/novel reactors. Under the same reaction conditions, rising profiles of the
initial reaction rate against energy dissipation are still seen
for all pressures tested in the OBR (►Fig. 5), indicating that
the capacity of mixing is not only significantly larger, but also
more energy efficient than the PARR reactor, for example,
approximately six times less energy dissipation in the OBR
was required to achieve the same reaction rate obtained in
the PARR working at the same pressure or approximately
three times less energy dissipation if the operating pressure
in the OBR was halved. Fluidized-Bed Catalytic Reactors For slurry bed reactors, there are mechanic means of
breaking bubbles and achieving gas dissolution, thus increas-
ing mass transfer and reaction rates; mobile catalysts offer
significantly higher surface areas, leading to much less catalyst
and shorter reaction time to achieve the same conversion in
comparison to stationary catalysts. The shortcoming for this
type of operation is that a separation of solid catalyst particles
is mandatory at the end of reaction, leading to potential loss of
catalyst due to attrition. Filtered catalyst particles can be
reused for a few times depending on processes. The above key features are manifested in a comparative
study of catalytic hydrogenation of 3-butyn-2-ol over Pd/
Al2O3 catalyst to generate 3-buten-2-ol (an intermediate) in
both a commercially available stirred tank PARR reactor
(PARR in short) and an OBR,158 where an increase in the
initial reaction rate (r0) with the increase of energy dissipa-
tion rate (stirring speed) is seen up to 29,500 W m3 in the
PARR reactor (►Fig. 4), beyond which r0 is unaffected,
indicating that the capacity of mixing in terms of stirring
speed in the PARR has reached its ceiling and no longer
affects the reaction rate. Oscillatory Baffled Reactors Oscillatory baffled reactors (OBR) generally consist of a
jacketed cylindrical column and a set of orifice baffles. The
up and down movement of the baffle set within the column
generates intensive eddy current that moves fluids from wall
to center, creating equal radial and axial velocity compo-
nents, which is the essential measure of uniform mixing. The Pharmaceutical Fronts
Vol. 2
No. 3/2020
© 2020. The Author(s). Stirred Tank Reactors Oscillatory
amplitudes from half to one baffled cell length and oscilla-
tion frequency from 1 to 8 Hz can be employed, the latter is
much higher than that in pulsed trickle bed reactors. The
energy dissipation rate in OBR was developed by assessing
inertial and frictional effects of the flow together with
pressure drop due to a static head,145–148 as in Equation 2: Comparison In this article, several reactors for heterogeneous catalysis
have been introduced, each involves different physical Another Critical Look at Three-Phase Catalysis
Ni
e122 Fig. 4
Effect of energy dissipation (P/V) on initial reactor rate (r0) in
the stirred tank PARR reactor at 1 bar.148 transfer coefficient or bubble mean size alone does not serve
any meaningful purpose of comparison, since higher energy
dissipation experienced by the reaction mixture generally
leads to higher mass transfer rates. By dividing mass transfer
coefficient over energy dissipation that is consumed by
reaction media to generate the measured transfer rate would
offer a fairer and better comparison of reactor performances,
counting for different designs and operating conditions. This
ratio is used in this article. While there are plentiful research papers on the evaluation
of energy dissipation in both STRs and OBRs, no research
articles are found for other types of both slurry and packed
bed contactors. In some cases, data of mass transfer coefficient
or mean bubble sizes or gas hold-up were presented as a
function of energy dissipation, but no information was given
on how these dissipation rates were derived. Taking a leap of
faith, ►Table 2 compiles the ratio of kLa over their correspond-
ing energy dissipations as thekey indicator (last column). Note
that the lowest energy dissipation data were taken for com-
parison in ►Table 2, and this is due to the unavoidable fact in
gas–liquid systems where the percentage increase in mass
transfer coefficient is much smaller than that in energy
dissipation (mixing), e.g., often 100% increase in energy dissi-
pation leads to 1 to 5% increase in mass transfer rates. Fig. 4
Effect of energy dissipation (P/V) on initial reactor rate (r0) in
the stirred tank PARR reactor at 1 bar.148 Fig. 4
Effect of energy dissipation (P/V) on initial reactor rate (r0) in
the stirred tank PARR reactor at 1 bar.148 Fig. 5
Effect of energy density (P/V) on initial reaction rate (r0) at
different pressures in PARR and OBR. Working conditions: initial molar
ratio 3-butyn-2-ol/Pd ¼ 1,360 and temperature ¼ 323 K.148 OBR, os-
cillatory baffled reactor. Comparison While the ratio of kLa over (P/V) in ►Table 2 gives the
indicative comparison of the capability of delivering gas to
liquid mass transfer for different types of gas–liquid con-
tactors, there are three factors to note: • Each reactor type has means of breaking bubbles; it is
however the mechanism of maintaining achieved bubble
sizes that are critical to the overall mass transfer rate, as
gas bubbles coalesce naturally. Reactors with higher ratios
of mass transfer over energy dissipation are generally
equipped with better mechanisms of maintaining bubble
sizes. Fig. 5
Effect of energy density (P/V) on initial reaction rate (r0) at
different pressures in PARR and OBR. Working conditions: initial molar
ratio 3-butyn-2-ol/Pd ¼ 1,360 and temperature ¼ 323 K.148 OBR, os-
cillatory baffled reactor. Fig. 5
Effect of energy density (P/V) on initial reaction rate (r0) at
different pressures in PARR and OBR. Working conditions: initial molar
ratio 3-butyn-2-ol/Pd ¼ 1,360 and temperature ¼ 323 K.148 OBR, os-
cillatory baffled reactor. • Most gas–liquid contactors exhibit nonuniform mixing
patterns, or have different fluid dynamic zones, where
exactly the dissolved gas concentration was measured in a
given reactor can have significant impact on the determi-
nation of the overall mass transfer rate; unfortunately
very few details in this aspect were disclosed in published
papers. designs and operating conditions. How could reactor per-
formances be compared and what would be the common
basis for such a comparison? Using the 100 m sprint as an
example, if you race against Usain Bolt, Usain Bolt will win
every time, because Usain Bolt is the fastest sprinter in the
world, while you are an amateur runner. We accept the
outcome without questioning. If you challenge Usain Bolt
with you on a motor bike, you will win the race. This leads to
the key question: what is the common basis for comparison? From the above example, power consumed by the motor bike
is more than that by the human being, and the sprint time
divided by the power consumption would provide a level-
playing field for comparison of different racing modes; in this
case Usain Bolt will win it again. The exact principles are
applied here. Pharmaceutical Fronts
Vol. 2
No. 3/2020
© 2020. The Author(s). Comparison The basis is the energy dissipation rate (W m3)
that is received by the reaction media in a given reactor,
which is neither the electric power of the motor that is used
for stirring in STRs nor the power of pump that is employed
for generating jets in jet loop reactors. Using either mass designs and operating conditions. How could reactor per-
formances be compared and what would be the common
basis for such a comparison? Using the 100 m sprint as an
example, if you race against Usain Bolt, Usain Bolt will win
every time, because Usain Bolt is the fastest sprinter in the
world, while you are an amateur runner. We accept the
outcome without questioning. If you challenge Usain Bolt
with you on a motor bike, you will win the race. This leads to
the key question: what is the common basis for comparison? From the above example, power consumed by the motor bike
is more than that by the human being, and the sprint time
divided by the power consumption would provide a level-
playing field for comparison of different racing modes; in this
case Usain Bolt will win it again. The exact principles are
applied here. The basis is the energy dissipation rate (W m3)
that is received by the reaction media in a given reactor,
which is neither the electric power of the motor that is used
for stirring in STRs nor the power of pump that is employed
for generating jets in jet loop reactors. Using either mass • The contribution of static pressure head, e.g., ρgug, or
ρLgHsQg, or ρgvgVL in ►Table 2, to the overall energy
dissipation is generally very small; the inclusion of such
a term makes little difference in energy dissipation data
compared with the exclusion of it. In summary, heterogeneous catalysis covers countless pro-
cessesinvolvingthreephases.Breakingandmaintainingminute
bubble sizes throughout each reaction are the unique chemical
engineering challenge, yet at present, there is not a unified
system of quantifying and comparing reactor performances. Profiles of mean bubble size, gas hold-up, kLa as function of
aeration rates, jet velocity, stirring rate, nozzle diameter, etc.are
rather bespoke, and have little value for any meaningful com-
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Ni
e123 Table 2 Comparison of mass transfer rates based on energy dissipation
Reference
Reactor type
Energy dissipation (P/V) equation
P/V (kW m3)
kLa (s1)
Ratio kLa/(P/V)
159
Sparged stirred tank
P/V ¼ (P0f3D5ρN þ ρgvgVL)/VL
P0–power number
f – agitation speed
N – number of impellor
D – diameter of impellor
vg – gas superficial velocity
VL – volume of liquid
0.1
0.02
0.2
160
Sparged stirred tanks
P/V ¼ α(P0
2ND3/Q0.56)β/VL
N – agitation speed
D – stirrer diameter
Q – gas flow rate
P0–energy input in unaerated system
α and β depend on type
and numbers of stirrer
0.15
0.002
0.133
89
Sparged stirred tanks
P/V ¼ (2πNM þ ρLgHsQg)/VL
N – agitation speed
M – torque
Hs – liquid height
Qg – gas flow rate
VL – liquid volume
1.3
0.04
0.03
161
Sparged stirred tank
P/V ¼ 2πNM/VL
N – agitation speed
M – torque
VL – liquid volume
0.7
0.019
0.027
162
Jet flow loop
0.8
0.014
0.018
120
Jet loop
2
0.6
0.3
163
Plunging jet
bubble column
8
0.2
0.025
111
Gas–liquid ejector
20
1.1
0.055
164
Microbubble
nozzle
0.05
0.002
0.04
Perforated plate
0.005
0.0002
0.04
Spiral liquid flow
1.3
0.001
0.008
Venturi
1
0.0003
0.003
Ejector
7
0.0004
0.00006
Pressurized
dissolution
10
0.001
0.0001
138
Jet array downflow
bubble column
1.254
0.139
0.111
149
Oscillatory
baffled column
(P/V) ¼ 2ρNb(1 α2)x0
3ω3/(3πCD
2α2)
Nb – number of baffles per unit length
CD – orifice discharge coefficient
α – baffle-free cross-sectional area
x0–oscillation amplitude
ω – angular frequency of oscillation
0.05
0.02
0.4
153
Oscillatory
baffled column
(P/V)0 ¼ 2ρNb(1 α2)x0
3ω3/(3πCD
2α2)
Nb – number of baffles per unit length
CD – orifice discharge coefficient
α – baffle-free cross-sectional area
x0–oscillation amplitude
ω – angular frequency of oscillation
(P/V)B ¼ ρgug
P/V ¼ (P/V)0 þ (P/V)B
0.02
0.005
0.25 Table 2 Comparison of mass transfer rates based on energy dissipation Pharmaceutical Fronts
Vol. 2
No. 3/2020
© 2020. The Author(s). Another Critical Look at Three-Phase Catalysis
Ni e124 reactor performance accounting for different types/designs of
reactors and catalyst structures as well as operating conditions. Hope more papers on energy dissipation rates for both existing
and new-type reactors are emerging to fill the gap. Conflict of Interest Conflict of Interest The authors declare no conflict of interest. The authors declare no conflict of interest. 23 Alonso F, Ancheyta J, Centeno G, Marroquín G, Rayo P, Silva-
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A High-Quality Finger Vein Dataset Collected Using a Custom-Designed Capture Device
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Chapter 2
A High-Quality Finger Vein Dataset
Collected Using a Custom-Designed
Capture Device
Raymond Veldhuis, Luuk Spreeuwers, Bram Ton and Sjoerd Rozendal
Abstract High-quality finger vein datasets available for the research community
are still relatively scarce; therefore, we collected a set of finger vein images of high
resolution and a known pixel density. Furthermore, this is the first dataset which contains the age, gender and handedness of the participating data subjects as metadata.
This dataset has been collected using a custom-designed biometric capture device.
The various aspects of designing this biometric capture device are addressed in this
chapter. New insights and continuing work on the design of better capture devices
have led to novel ideas which are presented in this chapter. To justify the importance
of this dataset, performance figures in terms of EER of several well-established
algorithms using this dataset and an existing dataset are compared side by side.
Keywords Finger vein capture device · Finger vein data set · 3D finger vein
reconstruction
2.1 Introduction
The vascular or vein pattern of the finger is advertised as a promising new biometric
characteristic. Biometric recognition based on finger vein patterns is characterised by
very low error rates, good presentation attack resistance and a user convenience that
is equivalent to that of fingerprint recognition. Though this new form of biometrics
is already commercially deployed, it still lacks a strong scientific base. This is due to
R. Veldhuis · L. Spreeuwers (B) · B. Ton
Data Science Group, Faculty of EEMCS, University of Twente, Enschede, The Netherlands
e-mail: l.j.spreeuwers@utwente.nl
R. Veldhuis
e-mail: r.n.j.veldhuis@utwente.nl
B. Ton
e-mail: b.t.ton@alumnus.utwente.nl
S. Rozendal
University of Twente, Enschede, Netherlands
e-mail: s.p.rozendal@student.utwente.nl
© The Author(s) 2020
A. Uhl et al. (eds.), Handbook of Vascular Biometrics, Advances in Computer Vision
and Pattern Recognition, https://doi.org/10.1007/978-3-030-27731-4_2
63
64
R. Veldhuis et al.
industrial protectiveness, which restricts the ability to verify claimed performances.
In order to compare existing algorithms, a standardised testing method is needed and
more datasets should be made available to researchers.
In order to stimulate the academic research on vascular pattern recognition, this
chapter will present a finger vascular pattern dataset which has recently been made
available to other researchers [17]. The presented dataset is unique in its kind as
it provides high-resolution images together with demographics about the data subjects. Another contribution of this chapter is the performance verification of several
published algorithms using both the newly collected dataset and an existing dataset
collected by the Peking University [12].
Our dataset has been collected using a custom-designed capture device. The various aspects of designing this capture device are also covered in this chapter.
In the remainder of this chapter, first a brief overview is provided of finger vein
acquisition techniques and systems in Sect. 2.2. Next, the custom-designed capture
device is described in detail (Sect. 2.3), followed by the dataset (Sect. 2.4). In Sect. 2.5,
results of various finger vein recognition algorithms on the database are presented.
Section 2.6 presents the next-generation finger vein scanner currently under development at the University of Twente: a more compact design with 3D capabilities and
other enhancements. Section 2.7 presents conclusions and in Sect. 2.8 future work is
described.
2.2 Overview of Finger Vein Acquisition Systems
2.2.1 Types of Sensors
We first briefly summarise the different types of sensors for finger vein recognition
and then present our own design. Devices that capture the vascular pattern inside
a finger are based on the fact that the haemoglobin inside the veins has a higher
absorption of Near-Infrared Light (NIR light) than the surrounding tissue. This means
that the vascular pattern inside a finger can be captured by a device that is sensitive
to NIR light. The veins have to be made visible with NIR light, but there are multiple
possibilities to illuminate the finger. The main types that are found in existing devices
are shown in Fig. 2.1.
The illumination with the light reflection method is on the same side as the camera.
This allows the device to be more compact. During operation, the user of the device
can still see his finger. The disadvantage of this method is that the image sensor
mainly captures the reflected light from the surface of the finger, because the light
shallowly penetrates the skin. Hence, this method gives images with low contrast
between tissue and veins. The light transmission method does deliver high-contrast
vascular pattern images, because the light passes through the finger and no reflections
of the surface are captured. The illumination is at the other side of the finger relative to
the camera. The disadvantage of this method is that the user has to put his finger into
the device such that he cannot see his finger anymore, which can cause discomfort.
The third illumination type is side lighting method. This method still allows an open
2 A High-Quality Finger Vein Dataset Collected …
65
NIR light source
vein
vein
NIR
light
source
camera
NIR
light
source
reflection
NIR
light
source
camera
transmission
vein
NIR
light
source
camera
side
Fig. 2.1 Reflection, transmission and side illumination acquisition
device such that the user can see his finger. The light sources are placed on either
one side or both sides of the finger. NIR light goes through the sides of the finger
and scatters there, before it is captured by the image sensor. This method does allow
for high-contrast images. However, the sides of the finger are overexposed in the
images.
Some examples of commercially available sensors and sensors developed by academics are presented in Sects. 2.2.2 and 2.2.3. For a more complete overview, please
refer to Chap. 3 of this book.
2.2.2 Commercial Sensors
There are several devices on the market for vascular pattern recognition. The market
leader in finger vein capture devices is Hitachi. They have developed multiple systems
that are capable of capturing finger vein images using light transmission or side
illumination. Hitachi claims that it has a False Non-Match Rate (FNMR) of 0.01%
at a False Match Rate (FMR) of 0.0001% [3, 4]. However, it is hard to verify these
claims, because the devices and image data are not accessible.
Another company that builds finger vein capture devices is Mofiria, a daughter
company of Sony. This company also produces various devices among which one
using light transmission, but where the finger is placed sideways on the sensor. They
claim an FNMR of 0.1% at an FMR of 0.0001% [15], but again these are closed
devices and data are not accessible.
2.2.3 Sensors Developed by Academics
At several universities, research into finger vein recognition is performed and acquisition devices were developed. Examples are the finger vein scanner devices developed by the Civil Aviation University of China [21] and the University of Electronic
Science and Technology [9]. The latter device also has the capability of making
3D recordings of finger veins. A more recent sensor, developed at the Norwegian
66
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Biometrics Laboratory (NBL), allows simultaneous capturing of both finger vein
patterns and fingerprints [13]. This is a closed sensor, and the user has to place his
finger through a hole inside the device.
The device developed at the University of Twente, which is described in the
subsequent sections, is also an example of this group of finger vein acquisition
devices. The huge advantage of these devices, developed by academics, is that they
are usually open devices, the image data is accessible and datasets are made available
to the research community. This enables us to evaluate and compare various methods
for finger vein recognition.
2.3 University of Twente Finger Vein Capture Device
A custom transillumination device type has been designed to capture the finger vascular pattern [18, 19]. This type of capture device has been chosen for its simplicity,
robustness and the fact that external light interferences have little influence on the
captured images. A downside of this type of capture device is the reduced user convenience because the finger is partially obscured during the capture process. All
finger vascular pattern capture devices are based on the fact that blood has a higher
absorbency than surrounding tissue in the near-infrared spectrum. A schematic cross
section of the capture device can be seen in Fig. 2.2. The USB lightbox is responsible
for regulating the individual LED intensities and is encapsulated in the capture device
for the ease of portability. The overview also shows the slanted mirror indicated in
green and the top plate containing the eight LEDs. The total length of the realised
capture device is 50 cm, and the maximum height is 15 cm.
The constructed capture device consists of three main components: a light source,
a camera and a mirror. These components will be described briefly in the successive
paragraphs.
Light source This the most important part of the capture device since it determines
the intensity of the captured image. Eight SFH4550 near-infrared LEDs produced
by Osram with a wavelength of 850 nm are used to transilluminate the finger. This
LED type has been chosen because it has a small angle of half intensity, which
means more power can be directed into the finger. Each individual LED intensity is
regulated using a simple control loop in such a way that a uniform intensity along
Fig. 2.2 Schematic cross section of the capture device
2 A High-Quality Finger Vein Dataset Collected …
67
the finger is obtained in the captured image. This control loop is also necessary to
cope with varying thicknesses along the finger and between various biometric data
subjects. The benefit of this simple control loop can be seen in Fig. 2.3. It clearly
shows the over- and underexposure in the non-regulated case.
Camera The camera used to capture the images is a BCi5 monochrome CMOS
camera with firewire interface produced by C-Cam technologies. The camera has
been fitted with a Pentax H1214-M machine vision lens with a focal length of 12 mm.
This lens is fitted with a B+W 093 infrared filter which has a cutoff wavelength of
930 nm. The filter is used to block out any interfering visible light. The camera is
used in 8-bit mode with a resolution of 1280 × 1024 pixels.
Mirror To minimise the height of the capture device, a mirror is used so the
camera can be placed horizontally. An NT41-405 first surface mirror produced by
Edmund Optics has been used for this purpose. The reason for choosing a first surface
mirror is to avoid distortions in the captured image. A conventional mirror has its
(a) Eight equal LED intensities
(b) LED intensities regulated by control loop
Fig. 2.3 Benefit of the control loop to adjust the individual LED intensities
Fig. 2.4 Realised finger vascular pattern capture device
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R. Veldhuis et al.
reflective layer protected by glass. The refractive indices of glass and air differ which
means distortions will occur in the captured image. The final constructed capture
device can be seen in Fig. 2.4.
2.4 Description of Dataset
The University of Twente Finger Vein Pattern (UTVP) dataset contains 1440 finger
vascular pattern images in total which have been collected from 60 volunteering subjects at our university during the 2011–2012 academic year. Images were captured
in two identical sessions with an average time-lapse of 15 days. For each data subject, the vascular pattern of the index, ring and middle finger of both hands has been
collected twice at each session. This means that each individual finger has been captured four times in total. The captured images have a resolution of 672 × 380 pixels
and have a pixel density of 126 pixels per centimetre (ppcm). The images are stored
using the lossless 8-bit greyscale Portable Network Graphics (PNG) format. The
percentage of male data subjects was 73%, and the percentage of right-handed data
subjects was 87%. The dataset represents a young population with 82% of the data
subjects falling in the age range of 19–30, and the remaining data subjects were older
than this. A set of sample images from the collected dataset can be seen in Fig. 2.5.
The quality of the collected images varies among biometric capture subjects, but the
variation in quality of the images from the same biometric capture subject is small.
(a) Female, age 24
(b) Male, age 32
(c) Male, age 20
(d) Female, age 31
Fig. 2.5 Sample images of the left-hand ring finger from the collected dataset
2 A High-Quality Finger Vein Dataset Collected …
69
The width of the visible blood vessels ranges from 4–20 pixels which, using a pixel
density of 126 pixels per centimetre, corresponds to vessel widths of approximately
0.3–1.6 mm. The pixel density was determined by placing a piece of flat graph paper
at exactly the same position as the finger and counting the number of pixels per
centimetre in the recorded image. This resulted in a pixel density of 126 pixels per
centimetre.
The UTVP dataset is available from the University of Twente by completing an
online download request and license agreement, see [17].
2.5 Results
2.5.1 Performance Analysis
To illustrate and rank the quality of the collected dataset, the performance of a
few published algorithms was evaluated. These algorithms have been applied to our
collected dataset and the V4 finger vein database from the Peking University [12]
which has been used as a reference. The performance of the algorithms is measured
in terms of Equal Error Rate (EER). The experiments also investigate the merit of
Adaptive Histogram Equalisation (AHE) as a preprocessing step. Each directory of
the Peking dataset contains between four and eight images of the same finger. For the
experiments only directories containing exactly eight images have been used, this
accounts for 153 directories out of the available 200 directories. For this dataset, it
is not known which fingers belong to the same subject.
For both datasets, 10% of the fingers have been used for tuning the various parameters of the algorithms. For the Peking dataset, the valid directories are sorted ascending by filename and the first 10% are used for parameter tuning. For our dataset, 10%
of the fingers have been selected by taking the first finger of the first data subject, the
second finger of the second data subject … the first finger of the seventh data subject.
This method of selecting the training set has been chosen to get a larger variation in
the quality of the vascular pattern images. The other 90% of both datasets have been
used to determine the actual performance of the algorithms.
The exact number comparison trials done for both the parameter tuning and the
actual determination of the performance are given in Table 2.1.
For all of these experiments, fingers were treated as identical individual biometric
samples, for example, left-hand index fingers were compared with right-hand middle
fingers. Two performance experiments are done per dataset, one with and one without
adaptive histogram equalisation as preprocessing step. This preprocessing step is
done using MATLAB’s adapthisteq() function with the default parameters’
set. The effect of applying an adaptive histogram equalisation to a vascular pattern
image can be seen in Fig. 2.6.
To ensure that only image regions containing finger are compared with each other
a binary mask is used. This mask is created by first determining the edges of the
70
R. Veldhuis et al.
Table 2.1 Number of mated and non-mated comparison trials performed
Dataset
# fingers
Mated
Non-mated
Parameter tuning
Peking
15
UTFVP
35
Actual performance experiment
Peking
138
UTFVP
325
420
210
6720
9520
3864
1950
604,992
842,400
(a) Original image
(b) Adaptive Histogram Equalisation
Fig. 2.6 Effect of Adaptive Histogram Equalisation
finger in the image using the method described by Lee et al. [8] and then filling in
the area between these edges.
The edges detected in the previous step are used to normalise the image using the
method described by Huang et al. [5]. This method tries to estimate a rotation and
a translation based on the detected finger edges. After these parameters have been
estimated, they are used to define an affine image transformation which aligns the
finger to the centre of the image. This affine transformation is also applied to the
binary mask.
The output of each of the algorithms, except the normalised cross-correlation, is
a binary template indicating the position of a blood vessel. Two binary templates are
compared with each other by using the method described by Miura et al. [10]. An
incidental side effect of using the binary finger region mask is that the shape of the
finger is also indirectly taken into account when comparing two templates.
The final verification results are shown in Table 2.2 which indicates that our dataset
performs significantly better in all cases and that adaptive histogram equalisation is
beneficial in most of the cases. The results presented here have been independently
replicated by Vanoni et al. [20].
The two methods proposed by Miura et al. have been tested by other researchers
using their own collected datasets. One of them is Huang et al. [5] who has achieved
an EER of 2.8% for the maximum curvature method and an EER of 5% for the
repeated line tracking method. Another one is Choi et al. [2] who have achieved
an EER of 3.6% for the maximum curvature method. The last one is Kumar and
Zhou [7] who achieved an EER of 8.3% for the repeated line tracking method and
2 A High-Quality Finger Vein Dataset Collected …
71
Table 2.2 Performance expressed in terms of EER (%) of several algorithms for both datasets,
both with and without Adaptive Histogram Equalisation (AHE) as a preprocessing step
EER (%)
Original paper Best reported
Peking
UTFVP
No AHE
With AHE No AHE
With AHE
Normalised
crosscorrelationa
Maximum
curvatureb
Repeated
line
trackingc
Principal
curvatured
Wide line
detectore
0.0
–
14.7
9.8
3.1
1.9
0.0
2.7e
1.2
1.3
0.4
0.4
0.2
5.0f
6.8
5.9
0.9
1.2
0.4
–
2.7
2.2
0.8
0.4
0.9
–
4.7
2.7
1.5
0.9
a
See [6]
See [11]
c See [10]
d See [2]
e See [5]
f See [7]
b
achieved an EER of 2.7% for the maximum curvature method. The mentioned EERs
from Kumar and Zhou are the average EER of the middle and index fingers. The
best reported performance figures for these two methods are mentioned in Table 2.2
as well. Our MATLAB implementation of these algorithms can be found in [16].
2.6 Next-Generation Finger Vein Scanner
2.6.1 Overview
Since the design of the described finger vein scanner, we developed a second version
of the finger vein scanner with new capabilities, see Fig. 2.7 [14]. The scanner is
much more compact and is built using cheaper components: it uses Raspberry Pi
processing boards and cameras. This new scanner has been designed in such a way as
to support further research in various ways. It supports multiple NIR LED strips that
can be positioned in a semicircle from 0◦ to 180◦ . It also supports three cameras, thus
allowing for 3D finger vein reconstruction. Currently, we are investigating optimal
illumination and settings of the cameras and 3D finger vein reconstruction.
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R. Veldhuis et al.
Fig. 2.7 Second-generation finger vein scanner of the University of Twente. It has three cameras
for 3D recordings and multiple adjustable LED strips
2.6.2 Illumination Control
The setup with multiple LED strips that can be rotated up to 180◦ allows for various
illumination methods. It supports both transmission and side illumination. Reflection
is not supported, however. Care was taken to position the LED strip with respect to
the finger position and the opening for the finger with below it the infrared filter,
such that as little as possible infrared light can “leak” around the finger. The new
setup inherited the advanced control over the intensity of each individual LED from
the previous version of the scanner, enabling a more homogeneous illumination and
adjustment to the properties of the finger (e.g. thick and thin fingers). In Fig. 2.8, a
comparison is made between images recorded using the first- and second-generation
finger vein scanner of the University of Twente. The images of the new scanner show
much less overexposure at the boundaries of the fingers.
We are currently investigating various ways to optimise illumination ranging from
illumination from different angles and multiple LED strips to refined control of the
LED intensities and combination of multiple images with different illumination.
2.6.3 3D Reconstruction
The advantage of 3D recordings is that if fingers are slightly rotated, causing a
deformation of the finger vein pattern, this deformation can be compensated for.
Another possibility is direct comparison of 3D finger vein patterns. Using the three
cameras in the new scanner, we used stereo reconstruction to recover the 3D vein
patterns. A preliminary result of 3D finger vein reconstruction using this secondgeneration finger vein scanner is shown in Fig. 2.9 [1].
2 A High-Quality Finger Vein Dataset Collected …
73
Fig. 2.8 Comparison between images of the same fingers captured by the first (top)- and second (bottom)-generation finger vein scanners. The images captured by the new scanner show less
overexposure near the boundaries of the fingers
Fig. 2.9 Preliminary 3D
finger vein reconstruction
using new vein scanner
Careful observation shows that the veins at the sides of the fingers are somewhat
above the veins in the middle of the finger, i.e. they follow the curvature of the surface
of the finger. This is to be expected, because only the veins at the surface of the finger
can be visualised using this technique.
2.7 Conclusions
A finger vascular pattern dataset containing 1440 high-quality images is presented
to the research community. Despite the low number of 60 data subjects which participated, the major contribution of this dataset is the addition of demographic data
such as gender, age, and handedness. Another contribution is the high quality of the
captured images and the known pixel density of the images. Furthermore, the data
74
R. Veldhuis et al.
is collected in two identical sessions with a time lapse of approximately 2 weeks.
Because of the high quality of the captured images, our dataset can pave the way
for the research of high-security cooperative applications. The performance evaluation using existing algorithms has shown that equal error rates down to 0.4% can be
achieved by using our dataset.
2.8 Future Work
The use of the vascular pattern of the finger as a biometric is still not as mature as
other biometric traits such as 2D face recognition. To reach an equal maturity, more
research is needed.
Future research should include the collection of larger datasets including 3D data,
together with demographic data of the data subjects. These larger datasets will enable
researchers to report performance figures with a higher confidence. It will also enable
the research of factors such as age, gender and ethnicity on the performance. The
research community would also greatly benefit from standardised testing methods
and datasets.
The biometric performance can further be improved by fusing other finger traits
such as traditional fingerprints, the crease pattern of the finger and the shape of the
finger. An advantage of finger shape is that it is already present in the captured image.
The current control loop which adjusts the LED intensities is still rather crude
and leaves space for further improvements in terms of speed and image intensity
uniformity. Preliminary results have shown that the relation between the intensity in
the captured image and the intensity of the LEDs is as good as linear.
Finally, 3D scanning techniques allow compensation of distortions of the finger
vein pattern caused by rotation of the finger. Also, direct 3D finger vein comparison
is an interesting subject for further research.
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Direct Evidence of Lower Viral Replication Rates In Vivo in Human Immunodeficiency Virus Type 2 (HIV-2) Infection than in HIV-1 Infection
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Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available
under the terms and conditions applicable to Other Posted Material, as set forth at http://
nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Permanent link http://nrs.harvard.edu/urn-3:HUL.InstRepos:26878665 Citation MacNeil, A., A. D. Sarr, J.-L. Sankale, S. T. Meloni, S. Mboup, and P. Kanki. 2007. “Direct
Evidence of Lower Viral Replication Rates In Vivo in Human Immunodeficiency Virus Type 2
(HIV-2) Infection Than in HIV-1 Infection.” Journal of Virology 81 (10) (February 28): 5325–5330. doi:10.1128/jvi.02625-06. Published Version
doi:10.1128/JVI.02625-06 Direct Evidence of Lower Viral Replication Rates In Vivo
in Human Immunodeficiency Virus Type 2 (HIV-2)
Infection than in HIV-1 Infection Adam MacNeil,1 Abdoulaye Dieng Sarr,1 Jean-Louis Sankale´,1 Seema Thakore M
Souleymane Mboup,2 and Phyllis Kanki1* Adam MacNeil,1 Abdoulaye Dieng Sarr,1 Jean-Louis Sankale´,1 Seema Thakore Meloni,1
Souleymane Mboup,2 and Phyllis Kanki1*
Department of Immunology and Infectious Diseases, Harvard School of Public Health, Boston, Massachusetts,1 and
Laboratoire de Bacteriologie et Virologie, Universite Cheikh Anta Diop, Dakar, Senegal2 Souleymane Mboup,2 and Phyllis Kanki1*
Department of Immunology and Infectious Diseases, Harvard School of Public Health, Boston, Massachusetts,1 and
Laboratoire de Bacteriologie et Virologie, Universite Cheikh Anta Diop, Dakar, Senegal2 Received 28 November 2006/Accepted 20 February 2007 Studies have shown that human immunodeficiency virus type 2 (HIV-2) is less pathogenic than HIV-1,
with a lower rate of disease progression. Similarly, plasma viral loads are lower in HIV-2 infection,
suggesting that HIV-2 replication is restricted in vivo in comparison to that of HIV-1. However, to date,
in vivo studies characterizing replication intermediates in the viral life cycle of HIV-2 have been limited. In order to test the hypothesis that HIV-2 has a lower replication rate in vivo than HIV-1 does, we
quantified total viral DNA, integrated proviral DNA, cell-associated viral mRNA, and plasma viral loads
in peripheral blood samples from groups of therapy-naı¨ve HIV-1-infected (n 21) and HIV-2-infected
(n 18) individuals from Dakar, Senegal, with CD4 T-cell counts of >200/l. Consistent with our
previous findings, total viral DNA loads were similar between HIV-1 and HIV-2 and plasma viral loads
were higher among HIV-1-infected individuals. Proportions of DNA in the integrated form were also
similar between these viruses. In contrast, levels of viral mRNA were lower in HIV-2 infection. Our study
indicates that HIV-2 is able to establish a stable, integrated proviral infection in vivo, but that accumu-
lation of viral mRNA is attenuated in HIV-2 infection relative to that in HIV-1 infection. The differences
in viral mRNA are consistent with the differences in plasma viral loads between HIV-1 and HIV-2 and
suggest that lower plasma viral loads, and possibly the attenuated pathogenesis of HIV-2, can be explained
by lower rates of viral replication in vivo. linear unintegrated form (8), while integrated proviral DNA
accounts for a minor fraction of the total DNA load in vivo
(6, 8, 9, 15, 16). Two closely related human lentiviruses, human immunode-
ficiency virus type 1 (HIV-1) and HIV-2, have been shown to
cause AIDS. * Corresponding author. Mailing address: Department of Immunol-
ogy and Infectious Diseases, Harvard School of Public Health, 651
Huntington Ave., Boston, MA 02115. Phone: (617) 432-1267. Fax:
(617) 432-3575. E-mail: pkanki@hsph.harvard.edu.
Published ahead of print on 28 February 2007. Direct Evidence of Lower Viral Replication Rates In Vivo
in Human Immunodeficiency Virus Type 2 (HIV-2)
Infection than in HIV-1 Infection However, it is now well recognized that the in vivo
pathogenicity of HIV-2 is attenuated relative to that of HIV-1,
with significantly lower rates of disease progression and trans-
mission (20, 27, 28, 43). Consistent with these observations,
plasma viral loads are significantly lower in people infected
with HIV-2 (1, 2, 36, 37, 42). Interestingly, studies have shown
that quantities of total viral DNA in peripheral blood mono-
nuclear cells (PBMCs) are similar in people infected with
HIV-1 and people infected with HIV-2 (5, 32, 36). (
)
While higher plasma viral loads in HIV-1 infection suggest
higher replication rates, no studies have clearly shown a dif-
ference in replication in vivo between HIV-1 and HIV-2. Ad-
ditionally, previous studies comparing viral DNA in HIV-1 and
HIV-2 infection have focused on total viral DNA and, to date,
no studies have quantified integrated proviral DNA in people
infected with HIV-2. In this study, we measured viral life cycle
intermediates (integrated proviral DNA and viral mRNA) in
conjunction with total viral DNA loads and plasma viral loads
in people infected with HIV-1 or HIV-2 to determine whether
quantitative differences that can explain the lower plasma viral
loads observed in HIV-2 infection exist at a specific point of
the viral life cycle. Within an infected cell, HIV DNA is found in a number of
forms, including integrated proviral DNA, unintegrated linear
viral DNA, and unintegrated one- and two-long-terminal-re-
peat (LTR) episomal viral DNA (31). The integration of pro-
viral DNA is necessary for viral replication (10, 11, 21, 44). In
addition, the integration of proviral DNA can result in a stable
long-term infection. HIV-1 has been shown to establish latent
infection in vivo within resting memory CD4 T cells, a reser-
voir in which the integrated proviral genome can persist for
decades (reviewed in references 22 and 35). Although integra-
tion is necessary for viral replication, studies of HIV-1 have
shown that the majority of in vivo viral DNA exists in the Share Your Story The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . Accessibility JOURNAL OF VIROLOGY, May 2007, p. 5325–5330
0022-538X/07/$08.000
doi:10.1128/JVI.02625-06
Copyright © 2007, American Society for Microbiology. All Rights Reserved. Vol. 81, No. 10 JOURNAL OF VIROLOGY, May 2007, p. 5325–5330
0022-538X/07/$08.000
doi:10.1128/JVI.02625-06
Copyright © 2007, American Society for Microbiol RESULTS For this study, we examined 21 subjects infected with HIV-1
and 18 subjects infected with HIV-2 from Dakar, Senegal. All
had CD4 T-cell counts above 200/l and were antiretroviral
therapy naı¨ve. Although all subjects were in the asymptomatic
phase of infection, CD4 T-cell counts were lower (P
0.0384) in HIV-1-infected subjects (median and interquartile
range values were 560 and 404 to 614 cells/l, respectively [for
HIV-2-infected subjects, median and interquartile range val-
ues were 946 and 534 to 1,503 cells/l, respectively]). In addi-
tion, HIV-1-infected subjects (median and interquartile range
values were 34.9 and 27.4 to 42.2 years, respectively) were
younger (P 0.0039) than HIV-2-infected subjects (median
and interquartile range values were 44.2 and 40.1 to 48.9 years,
respectively). Quantification of integrated proviral DNA. Quantities of integrated proviral
DNA were determined for HIV-1 and for HIV-2 by using an endpoint dilution
Alu-PCR approach as previously described (9). A series of six threefold serial
dilutions were performed in duplicate from a starting quantity of 1 g genomic
DNA, and Alu-PCR was performed using primers Alu1 (GCCTCCCAAAGTG
CTGGGATTACAG) (34) and AM1C1r (CTTAATACTGACGCTCTCGCA
CCC) for HIV-1 samples and Alu1 and AM2C1r (AAGGGTCCTAACAGAC
CAGGGTCT) for HIV-2 samples in a total volume of 100 l under the following
reaction conditions: denaturation at 94° for 5 min; 35 PCR cycles of 94°C for 30 s,
60°C for 30 s, and 72°C for 3 min; and a final extension at 72°C for 7 min. The
amplification of integrated proviral DNA was assayed by real-time PCR with 5 l
of the first-round Alu-PCR product by using previously described HIV-1 and
HIV-2 real-time PCR assays (25). Real-time PCR assays were performed for
each sample in parallel with equivalent concentrations of nonamplified genomic
DNA from that respective sample to control for nonamplified viral DNA
carryover from the Alu-PCR. Integrated proviral DNA copy numbers were
determined by using the QUALITY program (38). Previous studies have indicated that plasma viral loads are
higher in people infected with HIV-1 than in people infected
with HIV-2 (1, 2, 36, 37, 42), despite their having similar
amounts of total viral DNA (5, 32, 36). For this study, we
quantified total viral DNA by using real-time PCR assays for
HIV-1 and HIV-2 that amplified highly conserved regions of
the viral genomes that correspond to the LTR-gag junction. Twenty of 21 HIV-1-infected and 17 of 18 HIV-2-infected
individuals had detectable total viral DNA. MATERIALS AND METHODS Sample acquisition. PBMC samples were obtained from a cohort of female sex
workers in Dakar, Senegal, that have been followed since 1985. Epidemiologic
and clinical aspects of this cohort have previously been described elsewhere (19). All subjects signed informed consents and participated in protocols approved by
the Counseil National de Lutte Contre le Sida Comite Ethique et Juridique and
the Harvard School of Public Health Human Subjects Committee. CD4 T-cell
counts were determined, and serum samples were diagnosed for HIV-1- and
HIV-2-specific antibodies as previously described (19). All subjects enrolled in
this study were antiretroviral therapy naı¨ve and had CD4 T-cell counts above
200/l at the time of sample acquisition. DNA and mRNA extraction. Cryopreserved PBMC samples were thawed and
rested overnight in RPMI 1640 medium supplemented with 10% (vol/vol) fetal
bovine serum and 1% antibiotics to ensure sample viability and remove dead 5325 J. VIROL. MACNEIL ET AL. 5326 tified relative to the full-length HIV-2 genomic RNA standard curve in a two-
step, real-time reverse transcription-PCR, as described above. tified relative to the full-length HIV-2 genomic RNA standard curve in a two-
step, real-time reverse transcription-PCR, as described above. cells. The following day, PBMC samples were divided equally, with half used for
the extraction of DNA and half used for the extraction of mRNA. DNA was
extracted (blood and cell culture DNA mini kit; QIAGEN), and DNA concen-
trations were determined by an optical density reading at 260 nm. Polyadenylated
mRNA was extracted (Oligotex mRNA direct mini kit; QIAGEN) and immedi-
ately converted to cDNA (TaqMan reverse transcription reagents; Applied Bio-
systems) by using an equal-volume mixture of random hexamer and poly(T)
primers. Statistical analyses. Statistical analyses were performed using SAS 9.1. For
analytical purposes, HIV-2-infected subjects with plasma viral loads of 400/ml
were assigned values of 400/ml in accordance with the detection limit of the
HIV-1 plasma viral load assay (Amplicor HIV-1 monitor test, version 1.5;
Roche). The Wilcoxon rank sum test was used for an unadjusted comparison of
CD4 T-cell counts, age, total viral DNA, integrated proviral DNA, viral
mRNA, plasma viral load, and percentage of total viral DNA integrated
between HIV-1- and HIV-2-infected subjects; two-sided P values are re-
ported. Because of the limited number of study subjects available, we were
unable to directly match HIV-1-infected and HIV-2-infected individuals on
the basis of CD4 T-cell count and age. RESULTS Among study sub-
jects, total viral DNA loads were slightly higher in HIV-1-
infected subjects than in HIV-2-infected subjects (Fig. 1). However, after adjusting for CD4 T-cell counts and age,
there was no statistical difference in total viral DNA levels
between HIV-1- and HIV-2-infected subjects. In contrast, in
both unadjusted and adjusted analyses, plasma viral loads were
significantly higher in HIV-1-infected subjects than those in
HIV-2-infected subjects. Quantification of plasma viral loads. HIV-1 plasma viral loads were deter-
mined by using a commercially available assay (Amplicor HIV-1 monitor test,
version 1.5; Roche). To determine HIV-2 viral loads, we developed an in-house
real-time PCR viral load assay. Briefly, we amplified a fragment of HIV-2
LTR-gag from a previously cloned HIV-2 DNA sample using primers HIV2gagF
and AM2gag1r and synthesized a T7 promoter-driven in vitro transcription
construct by using commercially available reagents (BLOCK-iT RNAi TOPO
transcription kit; Invitrogen) and primer AM2gag1r. HIV-2 RNA was generated
by in vitro transcription (MEGAshortscript; Ambion). In vitro-transcribed
HIV-2 RNA was purified (MEGAclear; Ambion), treated with DNase (New
England Biolabs), and repurified, and the concentration of in vitro-transcribed
HIV-2 RNA was determined by an optical density reading at 260 nm. To create
a full-length HIV-2 genomic RNA standard, full-length HIV-2 genomic RNA
from a previously described in vitro infection (25) was extracted (QIAamp viral
RNA mini kit; QIAGEN), treated with DNase (New England Biolabs), and
repurified (MEGAclear; Ambion). Quantities of full-length HIV-2 genomic
RNA were determined by using the in vitro-transcribed HIV-2 RNA as a quan-
titative standard in a two-step, real-time reverse transcription-PCR (TaqMan
reverse transcription reagents and TaqMan universal PCR master mix; Applied
Biosystems) using the primer HIV2gagR for the cDNA synthesis reaction and
the HIV-2 LTR-gag real-time PCR primers and probe described above. For the
quantification of plasma viral loads, RNA standard curves were generated from
the full-length HIV-2 genomic RNA standard, spiked to noninfected lysis buffer,
and extracted in parallel with 280 l of plasma from HIV-2-infected subjects
(QIAamp viral RNA mini kit; QIAGEN). HIV-2 plasma viral loads were quan- In order to compare amounts of viral mRNA between
HIV-1 and HIV-2, viral transcripts isolated though the extrac-
tion of polyadenylated cellular mRNA were quantified using
the same real-time PCR assays that were used to quantify total
viral DNA. MATERIALS AND METHODS Alternatively, to adjust for CD4
T-cell counts and age in the comparison of HIV-1-infected and HIV-2-
infected individuals, regressions were performed using the ROBUSTREG
procedure, which provides stable results in the presence of outlying values,
and values of total viral DNA, integrated proviral DNA, viral mRNA, and
plasma viral loads were log transformed. Correlations of total viral DNA,
integrated proviral DNA, percentage of total DNA integrated, and viral
mRNA with plasma viral loads were examined using the Pearson’s correlation
coefficient (for HIV-1) and Spearman’s correlation coefficient (for HIV-2) by
using log-transformed values of total viral DNA, integrated proviral DNA,
viral mRNA, and plasma viral loads. Quantification of total viral DNA and viral mRNA. HIV-1 total viral DNA and
mRNA were quantified using a previously described real-time PCR assay (25)
that amplifies a highly conserved region corresponding to the HIV-1 LTR-gag
junction. For the quantification of HIV-2 total viral DNA and mRNA, we
developed a novel HIV-2 real-time PCR assay that amplifies a highly conserved
region corresponding to the HIV-2 LTR-gag junction. To construct a quantifi-
cation standard, a fragment of HIV-2 LTR-gag was amplified by PCR from a
previously cloned HIV-2 DNA sample using primers AM2gag1f (AGACCCTG
GTCTGTTAGGACCCTT)
and
AM2gag1r
(CAATTCATTCGCTGCCCA
CAC) cloned into an expression vector (pCR2.1; Invitrogen) and transformed
into competent cells (TOP10; Invitrogen). Cloned plasmid was purified (SNAP
MiniPrep kit; Invitrogen), and the concentration of purified plasmid was deter-
mined by an optical density reading at 260 nm. For the quantification of HIV-2
samples, real-time PCRs were performed by using primers HIV2gagF (CCAA
CCACGACGGAGTGCTC) and HIV2gagR (CTCTCAAGACGGAGTTTCT
CGC) and detected by using the probe HIV2gagP (AGGCCTCCGGGTGAAG
GTAAG), which contained a 5 6-carboxyfluorescein fluorescent reporter and a
3 MGB nonfluorescent quencher. For HIV-1 and HIV-2 real-time PCR assays,
real-time PCR reagents and reaction conditions were as previously described
(25). Viral mRNA was standardized to cellular beta-actin mRNA. Beta-actin
mRNA was quantified using commercially available reagents (TaqMan B-actin
detection reagents; Applied Biosystems) according to manufacturer recommen-
dations. RESULTS Unlike for HIV-1-infected subjects, in which viral
transcripts were detectable for the majority of subjects,
amounts of viral mRNA were below the limit of detection for LOW HIV-2 REPLICATION RATE IN VIVO
5327 VOL. 81, 2007 FIG. 1. Total viral DNA, integrated proviral DNA, viral mRNA, and plasma viral loads for HIV-1-infected and HIV-2-infected subjects. Units refer to copies per 106 PBMCs (total viral DNA and integrated proviral DNA), copies per 105 copies beta-actin (viral mRNA), and
viral load per milliliter of plasma (plasma viral load). Unadjusted P values refer to Wilcoxon rank sum two-sided P values. Adjusted P values
refer to robust regression P values adjusted for CD4 T-cell count and age. Differences between HIV-1 and HIV-2 that reach statistical
significance are in bold. FIG. 1. Total viral DNA, integrated proviral DNA, viral mRNA, and plasma viral loads for HIV-1-infected and HIV-2-infected subjects. Units refer to copies per 106 PBMCs (total viral DNA and integrated proviral DNA), copies per 105 copies beta-actin (viral mRNA), and
viral load per milliliter of plasma (plasma viral load). Unadjusted P values refer to Wilcoxon rank sum two-sided P values. Adjusted P values
refer to robust regression P values adjusted for CD4 T-cell count and age. Differences between HIV-1 and HIV-2 that reach statistical
significance are in bold. FIG. 1. Total viral DNA, integrated proviral DNA, viral mRNA, and plasma viral loads for HIV-1-infected and HIV-2-infected subjects. Units refer to copies per 106 PBMCs (total viral DNA and integrated proviral DNA), copies per 105 copies beta-actin (viral mRNA), and
viral load per milliliter of plasma (plasma viral load). Unadjusted P values refer to Wilcoxon rank sum two-sided P values. Adjusted P values
refer to robust regression P values adjusted for CD4 T-cell count and age. Differences between HIV-1 and HIV-2 that reach statistical
significance are in bold. most HIV-2-infected individuals. The difference in quantities
of viral mRNA between HIV-1 and HIV-2 were statistically
significant in both unadjusted and adjusted analyses. quantities of total viral DNA, integrated proviral DNA, and
viral mRNA all significantly correlated with plasma viral loads. In contrast, for HIV-1, there was no correlation between the
percentage of total viral DNA integrated and plasma viral
loads. Among HIV-2-infected subjects, we observed no signif-
icant correlation between plasma viral loads and total viral
DNA or integrated proviral DNA. RESULTS However, despite the small
number of HIV-2-infected subjects having detectable mRNA,
quantities of viral mRNA positively correlated with plasma
viral loads among HIV-2-infected subjects. As with HIV-1,
there was no relationship between the percentage of total viral
DNA integrated and plasma viral loads. In order to compare the amounts of integrated proviral
DNA in PBMCs of subjects infected with HIV-1 with those
of subjects infected with HIV-2, we used a previously de-
scribed endpoint dilution Alu-PCR approach (9) that selec-
tively amplifies integrated proviral DNA by using a virus-
specific primer and a primer specific to conserved sequences
in Alu elements. Alu elements are retrotransposons, and
approximately 1.2 million copies of Alu elements are found
in the human genome, accounting for 10 to 11% of the
entire genome (18). To avoid unequal amplification between
HIV-1 samples and HIV-2 samples, HIV-1 and HIV-2 prim-
ers were approximately equidistant from the 5 end of the
respective viral genomes, and have previously been shown to
amplify integrated proviral DNA (25). Twenty of 21 HIV-
1-infected subjects and 16 of 18 HIV-2-infected subjects had
detectable integrated proviral DNA. Amounts of integrated
proviral DNA were larger for HIV-1 than HIV-2, and values
were slightly different after adjusting for CD4 T-cell counts
and age. FIG. 2. Percentage of total DNA in the integrated form for HIV-
1-infected and HIV-2-infected subjects. Values are plotted for all sub-
jects who had detectable integrated proviral DNA (n 20 for HIV-1;
n 16 for HIV-2). Unadjusted P values refer to Wilcoxon rank sum
two-sided P values. Adjusted P values refer to robust regression P
values adjusted for CD4 T-cell count and age. Previous studies of HIV-1 indicate that only a small propor-
tion of total viral DNA is integrated in vivo (6, 8, 9, 15, 16). Among study subjects with detectable quantities of integrated
proviral DNA, we observed similar results (Fig. 2) for both
HIV-1 (the median percentage of total DNA integrated was
9.2%) and HIV-2 (the median percentage of total DNA inte-
grated was 3.1%). There was no statistically significant differ-
ence in the percentage of DNA integrated between HIV-1-
infected subjects and HIV-2-infected subjects. FIG. 2. Percentage of total DNA in the integrated form for HIV-
1-infected and HIV-2-infected subjects. Values are plotted for all sub-
jects who had detectable integrated proviral DNA (n 20 for HIV-1;
n 16 for HIV-2). RESULTS Unadjusted P values refer to Wilcoxon rank sum
two-sided P values. Adjusted P values refer to robust regression P
values adjusted for CD4 T-cell count and age. We examined the relationship of total viral DNA, integrated
proviral DNA, percentage of total DNA integrated, and viral
mRNA to plasma viral loads for HIV-1-infected subjects and
HIV-2-infected subjects (Table 1). As expected, for HIV-1, J. VIROL. 5328 5328
MACNEIL ET AL. MACNEIL ET AL. TABLE 1. Correlation of total viral DNA, integrated proviral DNA,
percentage of total DNA integrated, and viral mRNA, with
plasma viral loads for HIV-1-infected subjects
and HIV-2-infected subjects
Virus
Correlation statistics for viral load anda:
Total viral
DNA
Integrated
proviral DNA
% of total DNA
integrated
Viral mRNA
r
P
r
P
r
P
r
P
HIV-1
0.56
0.0088
0.53
0.0130
0.16
0.4900
0.75
0.0001
HIV-2
0.39
0.1091
0.22
0.3837
0.02
0.9371
0.49
0.0389 TABLE 1. Correlation of total viral DNA, integrated proviral DNA,
percentage of total DNA integrated, and viral mRNA, with
plasma viral loads for HIV-1-infected subjects
and HIV-2-infected subjects (14) reported extremely little accumulation of processive viral
mRNA in latently infected resting CD4 T cells during HIV-1
infection in vivo. Given the observations that HIV-2 is able to
establish integrated proviral infection, yet transcription re-
mains limited, HIV-2 may have a much higher propensity for
establishing latent infection in vivo than HIV-1 does. In sup-
port of this notion, the Nef protein of HIV-2 has been shown
to downmodulate T-cell receptor-CD3 within infected cells
and block responsiveness to T-cell activation, whereas the
HIV-1 Nef protein fails to do so, contributing to increased cell
death in HIV-1-infected cells and possibly increased persis-
tence in HIV-2-infected cells (40). a Correlations were examined using log-transformed total viral DNA, inte-
grated proviral DNA, viral mRNA, and plasma viral loads. Correlation coef-
ficients (r) and P values refer to Pearson’s correlation coefficient (for HIV-1)
and Spearman’s correlation coefficient (for HIV-2). Correlations that reach
statistical significance are in bold. Among HIV-1-infected individuals, total viral DNA, inte-
grated proviral DNA, and viral mRNA all correlated with
plasma viral loads. Of these measures, viral mRNA had the
strongest correlation with plasma viral load. Interestingly, de-
spite the small number of individuals with detectable mRNA,
viral mRNA also correlated with plasma viral load for HIV-2. These findings support the notion that viral mRNA is a rele-
vant marker of viral replication. DISCUSSION In HIV-1 infection, higher plasma viral loads are predictors
of more rapid disease progression (3, 23, 29, 30, 33). Plasma
viral loads have been clearly demonstrated to be lower in
HIV-2 infection than in HIV-1 infection (1, 2, 36, 37, 42),
possibly explaining the lower rate of disease progression of
HIV-2 (12). This observation, in conjunction with similar total
viral DNA loads in people infected with these viruses (5, 32,
36), suggests that HIV-2 maintains a lower rate of replication
in vivo. However, host factors, such as differences in adaptive
immune responses, could also account for the difference in
plasma viral loads between these viruses. To address the hy-
pothesis that HIV-2 has a lower replication rate in vivo than
HIV-1 does, we quantified replication intermediates in the
viral life cycles of HIV-1 and HIV-2 in vivo. Our data suggest that HIV-2 is able to establish a stable
integrated proviral infection within PBMCs and that replica-
tion is attenuated at some point following integration, but prior
to the accumulation of late transcripts. The reason for the
block remains unknown. HIV-1 and HIV-2 have different reg-
ulatory elements within their promoter regions and have been
shown to respond differently to cellular stimuli (13), suggesting
possible differences in transcriptional initiation between these
viruses. In addition, integration within heterochromatin has
been shown to be associated with transcriptional inhibition and
viral latency during in vitro HIV-1 infection (17, 24) and we
have recently reported evidence of proviral integration within
heterochromatin in a higher proportion of people infected with
HIV-2 than with HIV-1 (25). Differences between HIV-1 and
HIV-2 may also exist following transcriptional initiation. For
instance, the HIV-2 LTR is significantly larger than the HIV-1
LTR, has been shown to undergo 5 LTR splicing, and has a
complex secondary structure that may affect transcriptional
trans-activation (4, 7). While the exact effect this has on mRNA
accumulation in vivo remains unknown, it is possible that dif-
ferences in the LTR structure result in less-efficient transcrip-
tional elongation and/or the switch from early to late tran-
scripts in HIV-2 infection. Consistent with previous reports, we observed significantly
higher plasma viral loads in people infected with HIV-1 than in
people infected with HIV-2, and after an adjustment for CD4
T-cell counts and age, we observed no difference in total viral
DNA. RESULTS For both HIV-1 and HIV-2,
no correlation was observed between the percentage of total
viral DNA integrated and plasma viral load, indicating that the
proportion of integrated proviral DNA is not a pertinent mea-
sure for viral pathogenesis. DISCUSSION The interpretation of total viral DNA with regard to
viral replication is difficult, as studies have shown that only a
minority of HIV-1 DNA is actually integrated in vivo (6, 8, 9,
15, 16). Furthermore, this measurement includes one- and
two-LTR circles, which are dead-end products. To better com-
pare the nature of viral DNA between HIV-1 and HIV-2 in
vivo, we quantified levels of integrated proviral DNA. We
observed only modestly higher levels of integrated proviral
DNA in HIV-1-infected individuals, and after comparing the
percentage of viral DNA in the integrated form, we observed
no difference between HIV-1 and HIV-2. While integrated
proviral DNA clearly represents a minor proportion of the
overall viral DNA load in HIV-2 infection, our data indicate
that the integration of viral DNA is not overtly impaired in
HIV-2 infection relative to that in HIV-1. To our knowledge, this is the first study to report direct
evidence of a difference in the replication rates of HIV-1 and
HIV-2 in vivo. In a recent report from our lab, we prospectively
examined viral evolution over a decade of infection among
eight HIV-2-infected individuals and observed significantly
lower rates of viral evolution for HIV-2 than for HIV-1 (26),
which also supports the notion that HIV-2 replication is atten-
uated in vivo in comparison to HIV-1 replication. It should be
noted that the results of the current study do not exclude the
possibility that differences in adaptive immune responses may
also contribute to the lower plasma viral loads observed with
HIV-2 infection. Recent data from our laboratory indicate a The HIV-1 and HIV-2 real-time PCR assays used in this
study to quantify viral mRNA amplify a fragment of the LTR-
gag junction, which is encoded in processive unspliced viral
mRNA. Levels of viral mRNA in HIV-2-infected individuals
were significantly lower than those in HIV-1-infected individ-
uals. This difference is consistent with the lower plasma viral
loads among the HIV-2-infected individuals and implies that
lower plasma viral loads can be accounted for by lower viral
mRNA levels in HIV-2 infection in vivo. Hermankova et al. VOL. 81, 2007 5329 LOW HIV-2 REPLICATION RATE IN VIVO broad neutralizing response in people infected with HIV-2
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tween HIV-1 and HIV-2 (41). However, cytopathogenicity is
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dence that replication rates are lower for HIV-2 than for
HIV-1 in vivo. Additionally, we note that viral replication rates
for HIV-1 and HIV-2 correspond with relative rates of disease
progression for these viruses, implying that the difference in
the pathogenicity of HIV-1 and HIV-2 may be explained by
differences in viral replication. Since this difference appears to
be manifested after the viral integration step, our data suggest
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propensity for viral latency. These observations are consistent
with in vivo and epidemiologic population data, whereby
HIV-2 persists despite a significant impairment in replicative
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ential activation of human immunodeficiency virus type 1 and 2 transcription
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munodeficiency virus type 1 gene expression in latently infected resting
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15. Ibanez, A., T. Puig, J. Elias, B. Clotet, L. Ruiz, and M. A. Martinez. 1999. Quantification of integrated and total HIV-1 DNA after long-term highly
active antiretroviral therapy in HIV-1-infected patients. AIDS 13:1045–1049. 16. Izopet, J., M. Cazabat, C. Pasquier, K. Sandres-Saune, E. Bonnet, B. Marchou, P. Massip, and J. Puel. 2002. Evolution of total and integrated
HIV-1 DNA and change in DNA sequences in patients with sustained
plasma virus suppression. Virology 302:393–404. 17. Jordan, A., D. Bisgrove, and E. Verdin. 2003. ACKNOWLEDGMENTS p
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20. Kanki, P. J. 1999. Human immunodeficiency virus type 2 (HIV-2). AIDS
Rev. 1:101–108. We thank Shaun Rodriguez for helpful suggestions and Beth
Chaplin and Christopher Mullins for technical assistance. 21. LaFemina, R. L., C. L. Schneider, H. L. Robbins, P. L. Callahan, K. LeGrow,
E. Roth, W. A. Schleif, and E. A. Emini. 1992. Requirement of active human
immunodeficiency virus type 1 integrase enzyme for productive infection of
human T-lymphoid cells. J. Virol. 66:7414–7419. This work was supported by grants from the National Institutes of
Health (RO1AI46187, AI52734-01A1, and 5 T32 AI007638). y
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22. Lassen, K., Y. Han, Y. Zhou, J. Siliciano, and R. F. Siliciano. 2004. The
multifactorial nature of HIV-1 latency. Trends Mol. Med. 10:525–531. DISCUSSION HIV reproducibly establishes
a latent infection after acute infection of T cells in vitro. EMBO J. 22:1868–
1877. 18. Jurka, J. 2004. Evolutionary impact of human Alu repetitive elements. Curr. Opin. Genet. Dev. 14:603–608. 19. Kanki, P., S. M’Boup, R. Marlink, K. Travers, C. C. Hsieh, A. Gueye, C. Boye, J. L. Sankale, C. Donnelly, W. Leisenring, et al. 1992. Prevalence and
risk determinants of human immunodeficiency virus type 2 (HIV-2) and
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terns of breadth and magnitude distinguish HIV-1 and HIV-2 infections. J. Virol. 81:5331–5338. heterologous neutralizing antibody responses of human immunodeficiency
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Deformation and Failure Law of Roadway along Goaf and Reserve Width of Section Coal Pillar
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Geofluids
Volume 2022, Article ID 9947113, 15 pages
https://doi.org/10.1155/2022/9947113
Research Article
Deformation and Failure Law of Roadway along Goaf and Reserve
Width of Section Coal Pillar
Yunsheng Chen, Jian Sun , Di Pang, and Ruofei Zhang
State Key Laboratory of Mining Response and Disaster Prevention and Control in Deep Coal Mines, Anhui University of Science
and Technology, Huainan 232001, China
Correspondence should be addressed to Jian Sun; sj323@cumt.edu.cn
Received 3 April 2022; Accepted 18 June 2022; Published 7 July 2022
Academic Editor: Liang Xin
Copyright © 2022 Yunsheng Chen et al. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is
properly cited.
It was a non-negligible problem in the reserve of section coal pillar in coal mining. Reasonable section coal pillar width and
support parameters can not only ensure the stability of surrounding rock of roadway but also produce more coal resources and
save support cost. In this paper, the mining of 9106 workface of Linfen Tianyu Hengsheng Coal Industry of Wanbei Coal
Power Group was taken as the research engineering background. FLAC3D numerical simulation software was used to simulate
and analyze the laws of deformation failure of 6 m, 7 m, 8 m, 9 m, and 10 m coal pillars and surrounding rock of roadway
along goaf without support conditions during the mining of 9106 workface. On this basis, the deformation failure law of 7 m
and 8 m coal pillars and surrounding rock of roadway along goaf under different supporting conditions (bolt and cable with
different row spacing) were further simulated and analyzed. The results showed that when 7 m coal pillars were reserved in
9106 roadway along goaf, the optimal bolt row spacing was 800 mm. When 8 m coal pillars were reserved, the bolt row spacing
was preferred to be 900 mm. At this time, the width of coal pillar and support parameters can ensure the stability of roadway
surrounding rock during the mining process of 9106 workface and can produce more coal resources and save support cost.
1. Introduction
The section coal pillar is a problem that cannot be ignored
in coal mining, and the width of coal pillar plays a vital
role in the safe mining of workface. If a large coal pillar
is reserved to protect the roadway, the strength of coal pillar is high and the bearing capacity is strong, which is
beneficial to the stability and maintenance of the surrounding rock of the roadway. However, there are more
coal resources left, which reduces the coal recovery rate.
If a narrow coal pillar is reserved, it is easy to cause coal
pillar instability. Due to the influence of dynamic pressure
in fully mechanized caving mining, the distribution range
of lateral abutment pressure will increase, and the deformation and failure of roadway surrounding rock will be
serious, resulting in difficulty in roadway maintenance
[1–8]. Reasonable width of section coal pillar and support
parameters can not only ensure the stability of roadway
surrounding rock but also extract more coal resources
and save support costs. Therefore, it is of great scientific
significance and engineering application value to study
the deformation and failure law of roadway along goaf
and the width of section coal pillar [9–15].
Many scholars have made many research results on the
deformation and failure law of roadway along goaf and the
width of section coal pillars. Zhao et al. [16] used theoretical analysis, numerical simulation, and field test methods
to study the deformation and failure characteristics of
roadway surrounding rock in fully mechanized caving
workface, which showed that the stability of coal pillar
was mainly affected by the main roof fracture and multiple
mining activities. With the increase of coal pillar width,
2
Geofluids
80
11
70
11
9106 workface
60
11
50
11
1060
11
40
11
1040
1050
2C–3
30
11
20
11
10
11
00
9016
0
109
0
108
0
107
9102 goaf
0
106
0
105
0
103
0
104
2C–3
X4018426. 09
Y37527980. 88
30
10
9104
11
50
910
20
40
10
11
7
113
10
0
10
0
110
0
111
00
07
0
112
2
10
91
Figure 1: Coal seam mineral component testing.
the stress concentration area is transferred from the middle of the solid coal side to the middle of the coal pillar,
and the plastic failure area shows a “X” penetration trend
from both sides to the middle of the coal pillar. Zhang
et al. [17] took 8407 fully mechanized caving workface of
Yangquan No. 5 Coal Mine as an example, based on the
basic roof fracture mechanics model of the goaf and the
limit equilibrium theory of surrounding rock, calculated
the upper and lower limits of reasonable coal pillar width.
And using the borehole stress monitoring method, the
internal stress distribution of the coal pillar during mining
process of the 8407 fully mechanized caving workface was
measured, and then the support parameters of the roadway along the gob were determined. Based on in-situ
stress measurement and three-dimensional modeling
technology, Jiang et al. [18] analyzed the vertical stress distribution characteristics of the coal roof at different positions on the edge of the 15111 workface in the tectonic
province, as well as the vertical stress on the coal pillars
of different widths, the horizontal stress of the roadway
roof, and the deformation of the surrounding rock of
roadway, to explore a method to determine the reasonable
coal pillar width along the goaf roadway in the tectonic
stress zone. Li et al. [19] made statistics of 6 typical coal
mine cases in eastern and western China, analyzed the
key factors affecting the deformation and failure of narrow
coal pillar, and studied the deformation and failure characteristics of narrow coal pillar under the influence of different coal seam strength and thickness, coal seam buried
depth, basic roof strength, tunneling, mining, and support
strength by using FLAC numerical simulation, and put
forward the control countermeasures to ensure the stability of narrow coal pillar under different influencing factors.
Based on the engineering background of 1310 workface
under the strip coal pillar in Jinqiao Coal Mine, through
theoretical analysis, similar simulation, and numerical simulation, Yang et al. [20] studied the stress distribution law,
plastic failure range, and rationality of coal pillar setting in
different width sections, and determined the reasonable
roadway position of workface under strip coal pillar in
rock burst mine.
In order to improve the recovery rate of coal resources,
many mines generally use narrow coal pillars. However,
due to the mining impact of workface, the deformation
and failure of roadway surrounding rock are serious. Especially when one side of the workface is mined, the deformation and failure of surrounding rock of roadway along goaf
are more serious, and roadway maintenance is difficult
[21–24]. Therefore, based on the engineering background
of 9106 workface of Linfen Tianyu Hengsheng Coal Industry
of Wanbei Coal Power Group, the numerical simulation
method was used to study and analyze the deformation
and failure law of 9106 roadway along goaf (Machine lane),
and the width of coal pillars and supporting parameters. The
research results can ensure the stability of the surrounding
rock of roadway along goaf during the mining of 9106 workface, at the same time, more coal resources can be mined and
the support cost can be saved.
2. Engineering Situation
The 9106 workface of Hengsheng Coal Industry is located in
the north of first mining area of mine, and the west of 9106
workface is adjacent to the boundary of mining area and the
north of the third mining area 9301 goaf, and the east of the
9102 goaf, south of the east wing track downhill. The 9106
Geofluids
3
9106 workface
9102 goaf
Roadway along goaf
Section coal pillar
Figure 2: Numerical calculation model of 9106 workface.
Table 1: Physical and mechanical parameters of roof and floor of 9106 workface.
No.
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
Lithology
Overburden
strata
Sandstone
K4 fine
sandstone
Fine sandstone
Mudstone
K3 limestone
Mudstone
K2 limestone
Coal seam
Mudstone
Aluminum
mudstone
K1 fine
sandstone
Fine sandstone
Mudstone
Limestone
Underlying strata
Bulk modulus/ Shear modulus/ Tensile strength/
GPa
GPa
MPa
Cohesion/
MPa
Internal friction
angle/°
3.30
1.85
30
1.20
1.80
1.17
28
16.9
6.00
1.80
2.46
35
2650
2650
2650
2650
2650
1400
2650
9.0
1.50
16.9
1.50
16.9
2.40
1.50
3.20
0.50
6.00
0.50
6.00
1.07
0.50
1.80
1.30
1.80
1.30
1.80
0.60
1.30
2.87
1.55
2.46
1.55
2.46
1.26
1.55
32
30
35
30
35
27
30
4.0
2650
2.25
1.40
1.60
1.42
30
4.0
2650
9.00
3.20
1.80
2.87
32
4.0
6.0
8.0
50.0
2650
2650
2650
2650
9.00
1.50
9.00
29.3
3.20
0.50
3.20
12.4
1.80
1.30
1.80
3.30
2.87
1.55
2.87
4.20
32
30
32
42
Thickness/
m
Density/
kg.m-3
59.0
2650
1.90
0.90
12.0
2650
4.0
2.0
2650
4.0
8.0
4.0
4.0
15.0
5.0
8.0
workface is 712 m length and 202 m width, with a mining
area of 143918 m2. The dip angle of mining No. 9 + 10 coal
seam is 3 ~ 9°, with an average dip angle of 7°. The occurrence elevation of coal floor is 1095 ~ 1190 m, the thickness
of coal seam is 4.9 ~ 8.1 m, and the average coal thickness
is 6.5 m (net coal thickness is 5.1 m). The direct roof of
9106 workface is dominated by K2 limestone, with a stable
thickness of 13.1 m on average. The compressive strength
is large, and cracks are developed and compact and hard.
The direct bottom of 9106 workface is mainly mudstone,
with an average thickness of 10.8 m, belonging to floppy
disk rock, and partially bauxite. The engine lane of 9106
workface is roadway along goaf, which makes the 9106
engine lane be affected by the mined-out area of 9102
and the workface in the mining process of 9106 workface,
as shown in Figure 1. Therefore, it is necessary to study
the deformation and failure law of 9106 roadway along
goaf (engine roadway) and the width of section coal pillar
to ensure the safety of 9106 workface mining.
3. Numerical Calculation Model
Based on the hydrogeological data of Hengsheng Coal
Industry and the comprehensive geological histogram of
9106 workface, FLAC3D numerical calculation software
was used to establish the mining numerical calculation
model of 9106 workface as shown in Figure 2. The length,
width, and height of the model are 774 m, 566 m, and
200 m, respectively. The numerical calculation model
adopted Mohr-Coulomb yield criterion, including 9102
4
Geofluids
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
Plane: on
Calculated by: volumetric averaging
1.7436E+05
2.0247E+05
0.0000E+00
0.0000E+00
–2.0000E+06
–2.0000E+06
–4.0000E+06
–4.0000E+06
–6.0000E+06
–6.0000E+06
–8.0000E+06
–8.0000E+06
–1.0000E+07
–1.0000E+07
–1.2000E+07
–1.2000E+07
–1.4000E+07
–1.4000E+07
–1.6000E+07
–1.8000E+07
–1.6000E+07
–2.0000E+07
–1.8000E+07
–2.2000E+07
–2.0000E+07
–2.2189E+07
–2.1989E+07
(a) 6 m coal pillar
(b) 7 m coal pillar
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
Plane: on
Calculated by: volumetric averaging
2.9897E+05
3.3560E+05
0.0000E+00
0.0000E+00
–2.0000E+06
–2.0000E+06
–4.0000E+06
–4.0000E+06
–6.0000E+06
–6.0000E+06
–8.0000E+06
–8.0000E+06
–1.0000E+07
–1.0000E+07
–1.2000E+07
–1.2000E+07
–1.4000E+07
–1.4000E+07
–1.6000E+07
–1.6000E+07
–1.8000E+07
–1.8000E+07
–2.0000E+07
–2.0000E+07
–2.1495E+07
–2.1086E+07
(c) 8 m coal pillar
(d) 9 m coal pillar
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
3.5730E+05
0.0000E+00
–2.0000E+06
–4.0000E+06
–6.0000E+06
–8.0000E+06
–1.0000E+07
–1.2000E+07
–1.4000E+07
–1.6000E+07
–1.8000E+07
–2.0000E+07
–2.0817E+07
(e) 10 m coal pillar
Figure 3: Vertical stress distribution in coal pillars with different widths and surrounding rock of roadway along goaf when the workface
was advanced 50 m.
Geofluids
5
18
Vertical stress (MPa)
16
14
12
10
8
6
4
0
2
4
6
Coal pillar width (m)
8
6 m coal pillar
9 m coal pillar
7 m coal pillar
10 m coal pillar
10
8 m coal pillar
Figure 4: Vertical stress distribution law of coal pillars with different widths when the workface was advanced 50 m.
goaf, 9106 workface, and section and mining area coal pillar. In the model, x direction is the workface tendency, Y
direction is the workface trend, the trend length of 9106
workface (x direction) is 200 m, and the trend length of
9106 workface (Y direction) is 400 m.
In the model, the dip angle of rock strata and coal
seam is 0°, coal pillars with width of 50 m are set around
the model, the excavation of 9106 workface was carried
out from Y =50 m (the open-off cut position), and the
excavation was stopped at Y =400 m, with a total excavation of 350 m forward. The bottom of the model constrains the vertical displacement, and the front, rear, left,
and right sides constrain the horizontal displacement.
The upper surface of the model is a free surface, and the
overburden strata except the roof of coal seam are loaded
on the upper surface of the model in the form of uniform
load (8.2 Mpa load). Physical and mechanical parameters
of roof and floor strata of coal seam and workface in the
model are shown in Table 1.
4. Deformation and Failure Law of 9106
Roadway along Goaf without
Supporting Condition
In order to study the deformation and failure law of 9106
roadway along goaf and determine the reasonable width of
coal pillar and support parameters, in the following we focus
on the simulation study of the deformation and failure law
of 6 m, 7 m, 8 m, 9 m, and 10 m width coal pillars and surrounding rock of roadway along goaf without support when
9106 workface advanced 50 m (initial weighting of 9106
workface) and 200 m (square of 9106 workface) from the
open-off cut position, including the stress field and plastic
zone distribution of coal pillar and surrounding rock of
roadway along goaf.
4.1. Deformation and Failure Law of Coal Pillars with
Different Widths when Workface Advanced 50 m
4.1.1. Distribution of Vertical Stress in Coal Pillars and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 50 m from the open-off cut position,
the vertical stress distribution of 6 m, 7 m, 8 m, 9 m, and
10 m coal pillars and surrounding rock of roadway along
goaf under no support condition is shown in Figure 3. It
can be seen that the vertical stress distribution of coal pillars with different widths is basically the same, the vertical
stress concentration area of coal pillars is inclined “elliptic,” and the vertical stress in coal pillars increased first
and then decreased from the side of roadway to the side
of 9102 goaf.
The peak value of vertical stress of coal pillar is closely
related to the width of coal pillar. When the width of coal
pillar is 6 m, 7 m, 8 m, 9 m, and 10 m, the peak value of
vertical stress of coal pillar is 15.14 Mpa, 16.51 Mpa,
17.32 Mpa, 16.75 Mpa, and 15.95 Mpa, respectively, as
shown in Figure 4. When the width of coal pillar increased
from 6 m to 7 m, the peak value of vertical stress in coal
pillar increased by 9.04%, indicating that the bearing
capacity of coal pillar increased significantly at this time,
and the stability of coal pillar and surrounding rock of
roadway along goaf was good. When the width of coal pillar increased from 7 m to 8 m, the peak value of vertical
stress in coal pillar increased by 4.90%, indicating that
the bearing capacity of coal pillar continued to increase,
but the increase was greatly reduced. At this time, the
bearing capacity of coal pillar tended to limit. When the
width of coal pillar continued to increase, the peak value
6
Geofluids
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Zone
Zone
Plane: on
Colorby: state-average
Plane: on
Colorby: state-average
None
None
Shear-p
Shear-n shear-p
Shear-n shear-p
Shear-n shear-p tension-p
Shear-n shear-p tension-p
Shear-p tension-p
Shear-p
Tension-n shear-p tension-p
Shear-p tension-p
Tension-n tension-p
Tension-p
Tension-p
(a) 6 m coal pillar
FLAC3D 5.00
(b) 7 m coal pillar
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Zone
Zone
Plane: on
Colorby: state-average
Plane: on
Colorby: state-average
None
None
Shear-n shear-p
Shear-n shear-p
Shear-n shear-p tension-p
Shear-n shear-p tension-p
Shear-n tension-n shear-p
tension-p
Shear-p
Shear-p
Shear-p tension-p
Shear-p tension-p
Tension-n shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-n tension-p
Tension-p
Tension-p
(c) 8 m coal pillar
(d) 9 m coal pillar
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Zone
Plane: on
Colorby: state-average
None
Shear-n shear-p
Shear-n shear-p tension-p
Shear-p
Shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-p
(e) 10 m coal pillar
Figure 5: Plastic zone distribution in coal pillars with different widths and surrounding rock along goaf when the workface was advanced
50 m.
Geofluids
7
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
4.7289E+05
4.0350E+05
0.0000E+00
0.0000E+00
–2.5000E+06
–2.5000E+06
–5.0000E+06
–5.0000E+06
–7.5000E+06
–7.5000E+06
–1.0000E+07
–1.0000E+07
–1.2500E+07
–1.2500E+07
–1.5000E+07
–1.5000E+07
–1.7500E+07
–1.7500E+07
–2.0000E+07
–2.0000E+07
–2.2500E+07
–2.2500E+07
–2.5000E+07
–2.5000E+07
–2.7500E+07
–2.7500E+07
–3.0000E+07
–3.0483E+07
–2.9745E+07
(a) 6 m coal pillar
(b) 7 m coal pillar
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
Plane: on
Calculated by: volumetric averaging
4.8958E+05
5.4109E+05
0.0000E+00
0.0000E+00
–2.5000E+06
–2.5000E+06
–5.0000E+06
–5.0000E+06
–7.5000E+06
–7.5000E+06
–1.0000E+07
–1.2500E+07
–1.0000E+07
–1.5000E+07
–1.2500E+07
–1.7500E+07
–1.5000E+07
–2.0000E+07
–1.7500E+07
–2.2500E+07
–2.0000E+07
–2.5000E+07
–2.2500E+07
–2.7500E+07
–2.5000E+07
–2.8761E+07
–2.7372E+07
(c) 8 m coal pillar
(d) 9 m coal pillar
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
5.6174E+05
0.0000E+00
–2.5000E+06
–5.0000E+06
–7.5000E+06
–1.0000E+07
–1.2500E+07
–1.5000E+07
–1.7500E+07
–2.0000E+07
–2.2500E+07
–2.5000E+07
–2.6220E+07
(e) 10 m coal pillar
Figure 6: Vertical stress distribution in coal pillars with different widths and surrounding rock of roadway along goaf when the workface
was advanced 200 m.
8
Geofluids
Vertical stress (MPa)
25
20
15
10
5
0
0
2
4
6
Coal pillar width (m)
8
6 m coal pillar
9 m coal pillar
7 m coal pillar
10 m coal pillar
10
8 m coal pillar
Figure 7: Vertical stress distribution law of coal pillars with different widths when the workface was advanced 200 m.
of vertical stress in coal pillar showed a downward trend,
indicating that the width of 7 m and 8 m was the critical
width for the change of coal pillar bearing capacity. In
conclusion, considering the recovery rate of coal resources,
reasonable coal pillar width should be 7 m and 8 m.
4.1.2. Plastic Zone Distribution in Coal Pillar and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 50 m from the open-off cut position,
the plastic zone in 6 m, 7 m, 8 m, 9 m, and 10 m coal pillars and surrounding rock of roadway along goaf were distributed without supporting condition, as shown in
Figure 5. It can be seen that with the increase of coal pillar
width, the roof and floor failure area of coal pillar and
roadway along goaf have gradually decreased. When the
width of the coal pillar is 6 m, the coal pillar presented a
plastic failure state as a whole, and the roof and floor of
roadway along goaf also appeared a certain range of plastic
failure due to the mining influence of 9102 goaf and 9106
workface mining. When the width of coal pillar was 7 m,
the overall bearing capacity of coal pillar increased, some
elastic zones appeared in coal pillar, and the plastic failure
zone of roof and floor of roadway decreased. When the
width of coal pillar was 8 m, with the continuous increase
of the bearing capacity of coal pillar, the elastic zone range
of coal pillar and roof and floor of roadway along goaf
also further increased, and there was a certain degree of
connectivity. When the width of coal pillar was 9 m and
10 m, the plastic failure range of coal pillar continues to
decrease, only the plastic failure zone appeared to a certain
extent on both sides of coal pillar, and the elastic zone
range of coal pillar and roof and floor of roadway along
goaf continued to increase and connect.
4.2. Deformation and Failure Law of Coal Pillars with
Different Widths when Workface Advanced 200 m
4.2.1. Vertical Stress Distribution in Coal Pillar and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 200 m from the open-off cut position,
the vertical stress distribution of 6 m, 7 m, 8 m, 9 m, and
10 m coal pillars and surrounding rock of roadway along
goaf without supporting condition are shown in Figure 6.
It can be seen that the vertical stress distribution of coal
pillars with different widths and surrounding rock of roadway along goaf is basically the same. With the increase of
coal pillar width, the vertical stress of coal pillar and surrounding rock of roadway along goaf increased first and
then decreased, and as the width of coal pillar increased,
the concentration range of vertical stress of coal pillar
increased. When the width of coal pillar is 6, 7, 8, 9,
and 10 m, the peak values of vertical stress are 16.57
Mpa, 21.96 Mpa, 23.67 Mpa, 23.71 Mpa, and 23.12 Mpa,
respectively, as shown in Figure 7.
The results showed that the peak value of vertical stress
increased firstly and then decreased slowly with the increase
of pillar width. When the width of coal pillar increased from
6 m to 7 m, the peak value of vertical stress of coal pillar
increased by 32.5%, indicating that the bearing capacity of
coal pillar was greatly improved. When the width of coal pillar increased from 7 m to 8 m, the peak value of vertical
stress of coal pillar increased by 7.7%, indicating that the
bearing capacity of coal pillar continued to increase, but
the increase amplitude decreased. At this time, the bearing
capacity of coal pillar had approached the limit. When the
width of coal pillar increased from 8 m to 9 m, the peak value
of vertical stress increased by 0.16%. When the width of coal
pillar increased from 9 m to 10 m, the peak value of vertical
Geofluids
9
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting goup, Inc.
Zone
Zone
Plane: on
Colorby: state-average
Plane: on
Colorby: state-average
None
None
shear-n shear-p
Shear-n shear-p
Shear-n shear-p tension-p
Shear-n shear-p tension-p
Shear-n tension-n shear-p tension-p
Shear-n tension-n shear-p tension-p
Shear-p
Shear-p
Shear-p tension-p
Shear-p tension-p
Tension-n shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-n tension-p
Tension-p
Tension-p
(a) 6 m coal pillar
(b) 7 m coal pillar
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Zone
Plane: on
Colorby: state-average
Zone
Plane: on
Colorby: state-average
None
None
Shear-n shear-p
Shear-n shear-p
Shear-n shear-p tension-p
Shear-n shear-p tension-p
Shear-n tension-n shear-p tension-p
Shear-p
Shear-p
Shear-p tension-p
Shear-p tension-p
Tension-n shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-n tension-p
Tension-p
Tension-p
(c) 8 m coal pillar
(d) 9 m coal pillar
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Zone
Plane: on
Colorby: state-average
None
Shear-n shear-p
Shear-n shear-p tension-p
Shear-n tension-n shear-p tension-p
Shear-p
Shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-p
(e) 10 m coal pillar
Figure 8: Plastic zone distribution in coal pillars with different widths and surrounding rock of roadway along goaf when the workface was
advanced 200 m.
stress of coal pillar decreased by 2.48%, indicating that the
coal pillar had reached the yield limit state and the plastic
zone range of coal pillar further increased.
4.2.2. Plastic Zone Distribution in Coal Pillar and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 200 m from the open-off cut position,
the plastic zone in 6 m, 7 m, 8 m, 9 m, and 10 m coal pillars
and surrounding rock of roadway along goaf were distributed without supporting condition, as shown in Figure 8. It
can be seen that the 9102 goaf had a great influence on the
deformation and failure of surrounding rock of roadway
along goaf, which made the plastic failure zone formed after
mining of 9102 and 9106 workface connect with the plastic
failure zone of surrounding rock of roadway along goaf.
When the width of the coal pillar was 6 m, the overall
coal pillar was in a plastic failure state, and the roof and floor
of roadway along goaf were in a plastic failure state in a certain range, indicating that the mining influence of 9102 goaf
and 9106 workface mining was large, resulting in large stress
of the coal pillar, and the bearing capacity of the coal pillar
was weak. When the width of coal pillar was 7 m, some
10
Geofluids
(a) Bolt (cable) supporting section
(b) Anchor (cable) overall support
Figure 9: Anchor (cable) support model.
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Cable
Cable
Colorby: Uniform
Colorby: Uniform
Uniform
Uniform
Contour of ZZ-stress
Contour of ZZ-stress
Calculated by: volumetric averaging
Calculated by: volumetric averaging
6.5392E+05
6.2881E+05
0.0000E+00
0.0000E+00
–2.5000E+06
–2.5000E+06
–5.0000E+06
–5.0000E+06
–7.5000E+06
–7.5000E+06
–1.0000E+07
–1.0000E+07
–1.2500E+07
–1.2500E+07
–1.5000E+07
–1.5000E+07
–1.7500E+07
–1.7500E+07
–2.0000E+07
–2.0000E+07
–2.2500E+07
–2.2500E+07
–2.4801E+07
–2.4916E+07
(a) 800 mm row distance
(b) 900 mm row distance
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Cable
Colorby: Uniform
Uniform
Contour of ZZ-stress
Calculated by: volumetric averaging
6.2910E+05
0.0000E+00
–2.0000E+06
–4.0000E+06
–6.0000E+06
–8.0000E+06
–1.0000E+07
–1.2000E+07
–1.4000E+07
–1.6000E+07
–1.8000E+07
–2.0000E+07
–2.0792E+07
(c) 1000 mm row distance
Figure 10: Vertical stress distribution in 7 m width coal pillar and surrounding rock of roadway along goaf under the condition of different
bolt (cable) support row distance.
Geofluids
11
22
20
Vertical stress (MPa)
18
16
14
12
10
8
6
4
–1
0
1
2
3
4
5
Coal pillar width (m)
6
7
8
Array pitch 800 mm
Array pitch 900 mm
Array pitch 1000 mm
Figure 11: Vertical stress distribution law in 7 m width coal pillar
under the condition of different bolt (cable) support row distance.
elastic zones appeared in the roof and floor of coal pillar and
roadway along goaf, indicating that the bearing capacity of
coal pillar was improving to some extent at this time. When
the width of coal pillar was 8 m, the elastic zone of coal pillar
and roof and floor of roadway along goaf expanded and connected with the elastic zone of solid coal side, indicating that
the bearing capacity of coal pillar continued to increase and
can effectively withstand the influence of mining in 9102
goaf and 9106 workface mining. When the widths of the coal
pillar were 9 m and 10 m, the elastic zone of the roof and
floor of coal pillar and roadway along goaf was further
expanded, and the coal pillar presented a state of plastic zone
on both sides and elastic zone in the middle, indicating that
the coal pillar can fully withstand the mining influence of
9102 goaf and 9106 workface mining at this time. In summary, the width of coal pillar should be greater than or equal
to 8 m. Considering the recovery rate of coal resources, a reasonable width of coal pillar should be 8 m.
5. Deformation and Failure Law of 9106
Roadway along Goaf under
Supporting Condition
Deformation and failure law of 9106 roadway along goaf
without supporting condition showed that the 9106 roadway
along goaf was greatly affected by 9102 goaf and 9106 workface mining. Especially when 9106 workface advanced 200 m
from the open-off cut position (square of 9106 workface),
the vertical stress of coal pillar and surrounding rock of
roadway along goaf was generally greater than that when
9106 workface advanced 50 m from the open-off cut position
(initial weighting of 9106 workface). At the same time, the
simulation study also showed that the deformation and failure law of coal pillar and surrounding rock of roadway along
goaf were closely related to the width of coal pillar. Under
the premise of considering safe production and improving
the recovery rate of coal resources, 8 m width coal pillar
should be preferred, followed by 7 m width coal pillar.
Therefore, the following simulation study focused on the
deformation and failure law of 7 m and 8 m width coal pillar
and surrounding rock of roadway along goaf under different
support conditions when 9106 workface advanced 200 m
from the open-off cut position, including the stress field
and plastic zone distribution in coal pillar and surrounding
rock of roadway along goaf, to determine the best coal pillar
width and support parameters.
Using FLAC3D numerical simulation software to establish the supporting model of coal pillar and roadway along
goaf under different supporting conditions and analyze the
deformation and failure law of coal pillar and surrounding
rock of roadway along goaf. As shown in Figure 9, 9106
roadway along goaf adopted bolt-anchor cable combined
support (anchor cable only arranged in the roof of roadway).
The concrete supporting parameters are fixed anchor rod
distance is 1000 mm, and row distance is 800 mm, 900 mm,
and 1000 mm. At the same time, the fixed anchor rope distance is 2000 mm, and when the anchor rod distance is
800 mm, the anchor row distance is 1600 mm; and when
the anchor rod distance is 900 mm, the anchor rope distance
is 1800 mm; and when the anchor rod distance is 1000 mm,
the anchor rope distance is 2000 mm.
5.1. Deformation and Failure Law of 7 m Width Coal Pillar
and Surrounding Rock of Roadway along Goaf
5.1.1. Vertical Stress Distribution in Coal Pillar and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 200 m from the open-off cut position,
under the condition of the row distance of bolt support
was 800 mm, 900 mm, and 1000 mm (the support spacing
is 1000 mm), the vertical stress distribution of 7 m width coal
pillar and surrounding rock of roadway along goaf is shown
in Figure 10. It can be seen that the vertical stress distribution of 7 m width coal pillar and surrounding rock of roadway along goaf was roughly the same under the conditions
of 800 mm, 900 mm, and 1000 mm bolt support row distance. Under the influence of 9102 gob and 9106 workface
mining, “elliptical” stress concentration occurred in coal pillars and solid coal, and the stress concentration range on the
side of solid coal was larger.
The vertical stress distribution in coal pillar from the
roadway to the 9102 goaf showed a trend of increasing first
and then decreasing, and the vertical stress in coal pillar on
the side of roadway was significantly greater than that in
the coal pillar of 9102 goaf, as shown in Figure 11. The vertical stress distribution in coal pillar showed that the bolt
(cable) support effect was good, and the plastic zone of surrounding rock of roadway side decreased and the supporting
capacity increased. In addition, the peak value of vertical
stress in coal pillar decreased with the increase of bolt
(cable) support row distance, indicating that reducing bolt
(cable) support row distance can increase the supporting
capacity of coal pillar and surrounding rock of roadway
along goaf to a certain extent, and reducing the influence
12
Geofluids
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Zone
Zone
Plane: on
Colorby: state-average
Plane: on
Colorby: state-average
None
None
Shear-n
Shear-n
Shear-n shear-p
Shear-n shear-p
Shear-n shear-p tension-p
Shear-n shear-p tension-p
Shear-n tension-n
Shear-n tension-n shear-p tension-p
Shear-n tension-n shear-p tension-p
Shear-p
Shear-p
Shear-p tension-p
Shear-p tension-p
Tension-n
Tension-n
Tension-n shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-n tension-p
Tension-p
Tension-p
(a) 800 mm row distance
(b) 900 mm row distance
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Zone
Plane: on
Colorby: state-average
None
Shear-p
Shear-n
Shear-n shear-p
Shear-n shear-p tension-p
Shear-n tension-n shear-p tension-p
Shear-p tension-p
Tension-n
Tension-n shear-p tension-p
Tension-n tension-p
Tension-p
(c) 1000 mm row distance
Figure 12: Plastic zone distribution of 7 m width coal pillars and surrounding rock of roadway along goaf under the condition of different
bolt (cable) support row distance.
of 9102 goaf and 9106 workface mining on coal pillar and
surrounding rock of roadway.
5.1.2. Plastic Zone Distribution in Coal Pillar and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 200 m from the open-off cut position,
under the condition of the row distance of bolt support
was 800 mm, 900 mm, and 1000 mm (the support spacing
was 1000 mm), the plastic zone distribution of 8 m width
coal pillar and surrounding rock of roadway along goaf is
shown in Figure 12. It can be seen that under the conditions
of bolt support row distance of 800 mm, 900 mm, and
1000 mm, the coal pillar and surrounding rock of roadway
along goaf occurred plastic failure to varying degrees due
to the influence of 9102 goaf and 9106 workface mining.
With the increase of bolt (cable) support row distance, the
plastic failure zone of coal pillar and surrounding rock
increased accordingly. When the bolt row distance was
800 mm, most of the coal pillar was elastic zone, indicating
that the bolt row distance of 800 mm can effectively increase
the supporting capacity of coal pillar and surrounding rock
of roadway along goaf. When the bolting row distance was
900 mm and 1000 mm, the failure zone of coal pillar and surrounding rock of roadway along goaf increased. In sum-
mary, when a 7 m width coal pillar was left, the 800 mm
bolt support row distance can effectively reduce the impact
of 9102 goaf and 9106 workface mining and increase the
supporting capacity of coal pillar.
5.2. Deformation and Failure Law of 8 m Width Coal Pillar
and Surrounding Rock of Roadway along Goaf
5.2.1. Vertical Stress Distribution in Coal Pillar and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 200 m from the open-off cut position,
under the condition of the row distance of bolt support
was 800 mm, 900 mm, and 1000 mm (the support spacing
was 1000 mm), the vertical stress distribution of 8 m width
coal pillar and surrounding rock of roadway along goaf is
shown in Figure 13. It can be seen that the vertical stress distribution in 8 m width coal pillar and surrounding rock of
roadway along goaf was roughly the same under the conditions of 800 mm, 900 mm, and 1000 mm bolt support row
distance.
The vertical stress distribution in coal pillar showed a
trend of increasing first and then decreasing, and the vertical
stress in coal pillar on the side of roadway was significantly
greater than that in the coal pillar of 9102 goaf, indicating
Geofluids
13
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
Plane: on
Calculated by: volumetric averaging
6.4944E+05
6.4270E+05
0.0000E+00
0.0000E+00
–2.0000E+06
–2.5000E+06
–4.0000E+06
–5.0000E+06
–6.0000E+06
–7.5000E+06
–8.0000E+06
–1.0000E+07
–1.0000E+07
–1.2500E+07
–1.2000E+07
–1.4000E+07
–1.5000E+07
–1.6000E+07
–1.7500E+07
–1.8000E+07
–2.0000E+07
–2.0000E+07
–2.2500E+07
–2.0612E+07
–2.4650E+07
(a) 800 mm row distance
(b) 900 mm row distance
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Contour of ZZ-stress
Plane: on
Calculated by: volumetric averaging
6.4353E+05
0.0000E+00
–2.0000E+06
–4.0000E+06
–6.0000E+06
–8.0000E+06
–1.0000E+07
–1.2000E+07
–1.4000E+07
–1.6000E+07
–1.8000E+07
–2.0000E+07
–2.0146E+07
(c) 1000 mm row distance
Figure 13: Vertical stress distribution in 8 m width coal pillar and surrounding rock of roadway along goaf under the condition of different
bolt (cable) support row distance.
that the supporting effect was good, as shown in Figure 14.
When the bolting row distance was 800 mm and 900 mm,
the stress concentration range in coal pillar on the side of
roadway was large. On the contrary, when the bolt supporting row distance was 1000 mm, the stress concentration
range was small. The results showed that when the bolting
row distance was 800 mm and 900 mm, the integrity of coal
pillar was better, the failure area of coal pillar was smaller,
and the supporting capacity was larger. However, when the
bolting row distance was 1000 mm, the condition was
opposite.
25
Vertical stress (MPa)
20
15
10
5
0
0
2
4
6
Coal pillar width (m)
8
Array pitch 800 mm
Array pitch 900 mm
Array pitch 1000 mm
Figure 14: Vertical stress distribution law in 8 m width coal pillar
under the condition of different bolt (cable) support row distance.
5.2.2. Plastic Zone Distribution in Coal Pillar and
Surrounding Rock of Roadway along Goaf. When the 9106
workface advanced 200 m from the open-off cut position,
under the condition of the row distance of bolt support
was 800 mm, 900 mm, and 1000 mm (the support spacing
was 1000 mm), the plastic zone distribution of 8 m width
coal pillar and surrounding rock of roadway along goaf is
shown in Figure 15. It can be seen that with the increase of
bolt (cable) support row distance, the plastic failure zone
of coal pillar and surrounding rock increased accordingly.
When the bolting row distance was 800 mm and 900 mm,
the damage range in coal pillar was small. When the bolting
14
Geofluids
FLAC3D 5.00
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
© 2012 Itasca consulting group, Inc.
Zone
Zone
Plane: on
Colorby: state-average
Plane: on
Colorby: state-average
None
None
Shear-n shear-p
Shear-n
Shear-n shear-p tension-p
Shear-n shear-p
Shear-n shear-p tension-p
Shear-p
Shear-p
Shear-p tension-p
Shear-p tension-p
Tension-n shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-n tension-p
Tension-p
Tension-p
(a) 800 mm row distance
(b) 900 mm row distance
FLAC3D 5.00
© 2012 Itasca consulting group, Inc.
Zone
Plane: on
Colorby: state-average
None
Shear-n
Shear-n shear-p
Shear-n shear-p tension-p
Shear-p
Shear-p tension-p
Tension-n shear-p tension-p
Tension-n tension-p
Tension-p
(c) 1000 mm row distance
Figure 15: Plastic zone distribution of 8 m width coal pillars and surrounding rock of roadway along goaf under the condition of different
bolt (cable) support row distance.
row distance was 1000 mm, the damage range in coal pillar
increased. In summary, when setting 8 m width coal pillar,
the 800 mm bolt support row distance can effectively reduce
the impact of 9102 goaf and 9106 workface mining and
increase the supporting capacity of coal pillar.
6. Conclusions
Based on hydrogeological data of 9106 workface of Hengsheng Coal Industry, a mining numerical calculation model
of 9106 workface was established by using FLAC numerical
simulation software. The deformation and failure laws in
6 m, 7 m, 8 m, 9 m, and 10 m width coal pillars and surrounding rock of roadway along goaf without support were
simulated and analyzed, as well as the deformation and failure laws in 7 m and 8 m width coal pillars and surrounding
rock of roadway along goaf under different support conditions. The main conclusions are as follows:
(1) Vertical stress distribution of coal pillars with different widths is basically the same. The vertical stress in
coal pillars increases firstly and then decreases from
the side of roadway to the side of 9102 goaf, and
the vertical stress of coal pillars at the side of roadway is obviously greater than that at 9102 goaf
(2) With the increase of the width of coal pillar, the failure area of coal pillar and roof and floor of roadway
along goaf decreases gradually, the elastic area
increases gradually, and the bearing capacity
increases gradually
(3) Reducing the bolt (cable) support row distance can
reduce the plastic zone of coal pillar and surrounding rock of roadway along goaf to a certain extent
and increase the bearing capacity of coal pillar and
surrounding rock of roadway along goaf, so as to
reduce the influence of 9102 goaf and 9106 workface
mining on coal pillar and surrounding rock of roadway along goaf
(4) When 7 m coal pillar is left in 9106 roadway along
goaf, the optimal bolt row distance is 800 mm; when
8 m coal pillar is left, the optimal bolt row distance is
900 mm, which can not only ensure the stability of
roadway surrounding rock in the mining process of
9106 workface but also produce more coal resources
and save support cost
Data Availability
The authors declare that they have no conflicts of interest
regarding the publication of this paper.
Geofluids
Conflicts of Interest
The authors declare that they have no conflicts of interest
regarding the publication of this paper.
Acknowledgments
This study was supported by the National Natural Science
Foundation of China (No. 51974010).
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The association of auditory integration training in children with autism spectrum disorders among Chinese: a meta-analysis
|
Bioscience reports
| 2,018
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cc-by
| 6,550
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Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Randomized controlled trials (RCTs) have reported an inconsistent relationship about the au-
ditory integration training (AIT) in children with autism spectrum disorders (ASD) among Chi-
nese. The current study was to investigate the efficacy of AIT for children with ASD compared
with those in control group by using meta-analysis. Relevant trials published were identified
by an electronic search of PubMed, CENTRAL, EMBASE, WanFang, CNKI, and SinoMed
databases up to December 31, 2017. Outcome of interest included childhood autism rat-
ing scale (CARS), autism behavior checklist (ABC), intelligence quotient (IQ), and autism
treatment evaluation checklist (ATEC). Standardized mean difference (SMD) with 95% con-
fidence intervals (CIs) was calculated using a random-effect model. Thirteen RCTs with 976
children with ASD were included for analysis. The pooled SMD showed that children with
ASD had significantly lower ABC scores [summary SMD = −0.58, 95%CI = −0.79 to −0.38]
and ATEC scores [summary SMD = −0.75, 95%CI = −1.05 to −0.45] in AIT group compared
with that in control group. The analysis of pooled statistics put forward AIT could increase
the IQ score when compared with that in control group [summary SMD = 0.59, 95%CI =
0.41–0.77]. A negative association was found about CARS scores between AIT group and
control group. No publication bias was found and no single study had essential effect on the
pooled results. In conclusions, AIT can reduce the score of ABC and ATEC and can increase
the IQ score among children with ASD in Chinese. Therefore, it is recommended for Chinese
children with ASD to receive AIT. ⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
cense 4 0 (CC BY) c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). The association of auditory integration training in
children with autism spectrum disorders among
Chinese: a meta-analysis 1Department of Pediatric Health Care, Jinan Children’s Hospital of Shandong University, Jinan, Shandong 250022, China; 2Department of Pediatrics, Shandong Provincial Hospital
Affiliated to Shandong University, Jinan, Shandong 250022, China
C
d
Zhongtao Gai (gai hongtaojn@163 com) Received: 15 August 2018
Revised: 05 November 2018
Accepted: 06 November 2018 Received: 15 August 2018
Revised: 05 November 2018
Accepted: 06 November 2018
Accepted Manuscript Online:
14 November 2018
Version of Record published:
11 December 2018 access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution Introduction Autism spectrum disorders (ASD) or autism refers to a wide range of related cognitive and behavioral dis-
orders [1]. ASD are characterized by social and communication difficulties, alongside repetitive behaviors
and special interests [2]. Data from previous publication [3] indicated that every 88 children may have one
with ASD, it developed slowly and the cause of ASD cannot be completely determined. It also showed that
approximately 50% of children with ASD had sensitive hearing phenomena; moreover, paranoid behav-
ior and poor verbal were closely linked to auditory abnormalities [4]. However, therapies were developed
to overcome the common auditory sensitivity changes in autistic patients and collectively referred to as
auditory integration therapies. Auditory integration training (AIT), which was first developed in France
in 1982 by Berard [5], was one of the therapies. AIT involves 10 h of listening to electronically modified
music delivered by headphones during two half-hour sessions each day for 10 days. The AIT device uses
filtering to dampen the peak frequencies to which the individual is ‘hypersensitive’ and delivers sounds
modulated by random dampening of high and low frequencies and intensities [6]. y
g
g
Sinha et al. conducted three reviews and meta-analysis to assess the association of AIT and other sound
therapies for adults or children with ASD [7–9]. However, in those results, they concluded that there 1 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 is not sufficient evidence to support AIT use. At present, there are more and more related RCTs about AIT treatment
for children with ASD in China. Nonetheless, for the treatment of AIT, there existed marked disparities among studies
owing to the variable research designs and limited sample sizes. Accordingly, we performed a meta-analysis to estimate
the effect of AIT treatment for children with ASD in Chinese. is not sufficient evidence to support AIT use. At present, there are more and more related RCTs about AIT treatment
for children with ASD in China. Nonetheless, for the treatment of AIT, there existed marked disparities among studies
owing to the variable research designs and limited sample sizes. Accordingly, we performed a meta-analysis to estimate
the effect of AIT treatment for children with ASD in Chinese. Data extraction Two investigators screened the titles and abstracts of potentially relevant studies. The same two reviewers retrieved
the full text of relevant studies for further review. A third senior investigator resolved any discrepancies between
reviewers. If reviewers suspected an overlap of populations in a report, they contacted the corresponding author for
clarification; we excluded studies with a clear overlap. The same pair of reviewers extracted study details independently. A third investigator reviewed all data entries. We
extracted the following data: author, publications years, mean age or age range, diagnostic criteria, treatment method
both for AIT group and control group, sample size, outcomes of interest and scores (mean +−SD) for each outcome. Meanwhile, trial validity assessment was done independently, and a trial quality assessment as assigned (A to C)
according to the Cochrane Reviewers’ Handbook 4.2.2 [13]. Method and materials
Study design We performed the present meta-analysis adhering to the Preferred Reporting Items for Systematic Reviews and
Meta-Analyses (PRISMA) statements [10]. Identification and selection of studies We conducted a broad search of four databases, including PubMed, CENTRAL, EMBASE, WanFang, CNKI, and
SinoMed databases, to identify relevant studies up to December 31, 2017. The following Mesh terms were used:
“auditory integration training” OR “auditory therapy” AND “autism” OR “autistic children” OR “autism spectrum
disorder” AND “Chinese”. Additional references were searched through manual searches of the reference lists and
specialist journals. No language restrictions were applied. To be eligible for inclusion in our study, publications had to meet all the following criteria: (1) study conducted
with randomized controlled trials (RCTs); (2) reported the studies on Chinese children; (3) children with ASD are
diagnosed using diagnostic manual of mental disorders (4th edn) (DSM-IV) [11] and international classification
of diseases-10th (ICD-10) [12] or diagnosed using a standard diagnostic instrument; (4) AIT group was accepted
additionally with AIT based on the treatment of the control group; (5) patients with ASD were Chinese children
only; (6) reported outcomes of interest (i.e. childhood autism rating scale (CARS), autism behavior checklist (ABC),
intelligence quotient (IQ), and autism treatment evaluation checklist (ATEC)); (7) availability of mean and standard
deviation (SD) of scores about CARS, ABC, IQ, or ATEC. Furthermore, children with impaired brain development, children with epilepsy and mental disorders, hyperemia
and inflammation of the middle ear, deafness, and other abnormal hearing were excluded. c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Study characteristics The flowchart of Figure 1 revealed detailed screening process of our analysis. In terms of the initial searching strategy,
a total of 321 articles were obtained preliminarily. Additional 2 articles were identified through other sources. A total
of 120 articles were removed after duplicated in different databases. After screening based on titles and abstracts,
160 articles were excluded. Subsequently, the full texts of remaining articles were carefully reviewed, and 30 articles
of them were ruled out for the following reasons: 3 articles were duplicate publications; 10 articles failed to provide
mean or SD of scores for outcomes; 10 articles were reviews; the other 7 articles had no suitable outcomes. Eventually,
13 RCTs [21–33] involving 489 children with ASD in AIT group and 487 children with ASD in control group were
included in our meta-analysis. The main characteristics of the 13 RCTs are listed in Table 1. c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Statistical analysis The relationship about AIT in children with ASD was pooled using standardized mean difference (SMD), which could
control heterogeneity between different studies and some other influencing factors, with 95% confidence intervals
(CIs) for CARS, ABC, IQ, or ATEC [14]. A random-effects model for the current meta-analysis was used. Subgroup
analysis by diagnostic criteria was performed. Heterogeneity of pooled results was assessed using Cochran’s Q-test
and the Higgins I2 statistic [15]. Pheterogeneity < 0.1 or I2 > 50% suggested significant heterogeneity among the included
studies [16]. Meta-regression was used to assess the potential of important covariates to exert substantial impact on
between-study heterogeneity [17]. Begg’s funnel plot [18] and Egger’s linear regression test [19] were conducted to
verify publication bias, and a value of P<0.05 was considered statistically significant. A sensitivity analysis [20] by
exclusion of one study at the time was performed to assess the stability of results and potential sources of heterogeneity. All statistical analyses were conducted using the STATA software, version 12.0 (STATA Corporation, College Station,
TX, U.S.A.). Unless otherwise specified, all P values were two-sided. 2 c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4 0 (CC BY) Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Figure 1. Selection process for clinical trials included in the meta-analysis Figure 1. Selection process for clinical trials included in the meta-analysis Main result of AIT for the effect of ABC There were 10 articles [21–23,25–31] included to assess the association about AIT for the effect of ABC among chil-
dren with ASD. With significant heterogeneity (I2 = 43.3%, Pheterogeneity = 0.070), the analysis of primary pooled
statistics put forward that children with ASD had significantly lower ABC scores in AIT group compared with that
in control group [summary SMD = −0.58, 95%CI = −0.79 to −0.38] (Figure 2). Among the 10 articles, 9 of which
were using DSM-IV diagnostic criteria, and only 1 article diagnosed ASD using ICD-10. Significant relationship was
also found in the subgroup of using DSM-IV diagnostic criteria [summary SMD = −0.58, 95%CI = −0.81 to −0.35,
I2 = 49.2%, Pheterogeneity = 0.046]. g
y
As availability of significant heterogeneity among pooled results, we then performed univariate meta-regression
to explore whether the reason of heterogeneity was associated with covariates of publication year, case numbers and 3 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Table 1 Characteristics of the included studies about auditory integration training in children with autism spectrum
disorders among Chinese
Study, year
[reference
number]
Diagnostic
criteria
Age (range
or Mean +−
SD)
OutcomeQuality
AIT group
Control group
n
Treatment
method
Mean +−SD
(scores)
n
Treatment
method
Mean +−SD
(scores)
Liu, Y.M. et al.,
2015 [19]
DSM-IV
5.15 +−0.94
CARS
A
20
Auditory integration
training and
individualized
training
34.03 +−4.64
25
No training
38.96 +−3.95
Liu, Y.M. et al.,
2015 [19]
DSM-IV
5.15 +−0.94
ABC
A
20
Auditory integration
training and
individualized
training
85.45 +−8.01
25
No training
102.84 +−
20.97
Liu,Y.M. et al., 2015
[19]
DSM-IV
5.15 +−0.94
IQ
A
20
Auditory integration
training and
individualized
training
61.15 +−16.89
25
No training
47.86 +−13.52
Sun, Y.Y. et al.,
2014 [20]
DSM-IV
3–9
ABC
B
22
Auditory integration
training
73.77 +−17.91
21
Music therapy
88.2 +−18.37
Yu, D.M. et al.,
2016 [21]
DSM-IV
3–7
ABC
A
40
Routine
rehabilitation
training and
auditory integration
training
84.1 +−11.6
40
Routine rehabilitation
training
86.5 +−11.6
Wei, B.H. et al.,
2012 [22]
CCMD-3
4–6
ATEC
B
43
Guided education
training and
auditory integration
training
71.73 +−8.49
43
Guided education
training
78.69 +−10.02
Xie, J.N. et al.,
2014 [23]
ICD-10
2.5–5.5
ABC
B
47
Auditory integration
training
50.89 +−21.09
39
No training
67.03 +−29.25
Wang, Y.J. Continued over c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Main result of AIT for the effect of ABC et al.,
2016 [24]
DSM-IV
4.07 +−1.54
ABC
B
35
Routine
rehabilitation
training and
auditory integration
training
94.6 +−13.17
35
Routine rehabilitation
training
94.26 +−10.91
Wang, Y.J. et al.,
2016 [24]
DSM-IV
4.07 +−1.54
CARS
B
35
Routine
rehabilitation
training and
auditory integration
training
38.66 +−6.33
35
Routine rehabilitation
training
39.57 +−9.19
Wang, Y.J. et al.,
2016 [24]
DSM-IV
4.07 +−1.54
IQ
B
35
Routine
rehabilitation
training and
auditory integration
training
60.89 +−16.52
35
Routine rehabilitation
training
56.52 +−17.23
Li, W.J. et al., 2013
[25]
DSM-IV
3–6
ABC
B
24
Routine
rehabilitation
training and
auditory integration
training
57.09 +−11.72
26
Routine rehabilitation
training
63.52 +−10.1
Li, W.J. et al., 2013
[25]
DSM-IV
3–6
IQ
B
24
Routine
rehabilitation
training and
auditory integration
training
69.58 +−12.39
26
Routine rehabilitation
training
64.63 +−12.01
Zhang, Y.H. et al.,
2013 [19]
DSM-IV
5.6 +−2.1
ABC
B
43
Comprehensive
treatment and
auditory integration
training
68.3 +−9.1
43
Comprehensive
treatment
75.1 +−11.6
Zhang, Y.H. et al.,
2013 [26]
DSM-IV
5.6 +−2.1
IQ
B
43
Comprehensive
treatment and
auditory integration
training
67.1 +−12.7
43
Comprehensive
treatment
58.1 +−14.2
Wu, Y.Z. et al.,
2016 [27]
DSM-IV
3–9
ABC
B
45
Comprehensive
treatment and
auditory integration
training
64.37 +−9.25
45
Comprehensive
treatment
73.68 +−11.26
Continued over Table 1 Characteristics of the included studies about auditory integration training in children with autism spectrum
disorders among Chinese cs of the included studies about auditory integration training in children with autism spectrum
nese Continued over 4 4 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Table 1 Characteristics of the included studies about auditory integration training in children with autism spectrum
disorders among Chinese (Continued)
Study, year
[reference
number]
Diagnostic
criteria
Age (range
or Mean +−
SD)
OutcomeQuality
AIT group
Control group
n
Treatment
method
Mean +−SD
(scores)
n
Treatment
method
Mean +−SD
(scores)
Wu, Y.Z. et al.,
2016 [27]
DSM-IV
3–9
IQ
B
45
Comprehensive
treatment and
auditory integration
training
69.43 +−11.65
45
Comprehensive
treatment
61.53 +−12.17
Zhang, J. et al.,
2014 [28]
DSM-IV
3–6
ABC
A
40
Routine
rehabilitation
training and
auditory integration
training
80.3 +−10.26
40
Routine rehabilitation
training
84.57 +−11.36
Wang, J.H. et al.,
2017 [29]
DSM-IV
2–8
ABC
B
32
Routine
rehabilitation
training and
auditory integration
training
64.59 +−9.48
32
Routine rehabilitation
training
74.14 +−12.84
Wang, J.H. Main result of AIT for the effect of ABC et al.,
2017 [29]
DSM-IV
2–8
IQ
B
32
Routine
rehabilitation
training and
auditory integration
training
68.22 +−12.48
32
Routine rehabilitation
training
59.12 +−13.29
Chen, W.H. et al.,
2017 [30]
CCMD-3
2–6
IQ
B
48
Routine
rehabilitation
training and
auditory integration
training
67.42 +−12.98
48
Routine rehabilitation
training
59.15 +−14.12
Ye, B. et al., 2014
[31]
CCMD-3
5–7
ATEC
B
50
Guided education
training and
auditory integration
training
71.74 +−8.5
50
Guided education
training
78.7 +−9.99
Abbreviations: ABC, autism behavior checklist; ATEC, autism treatment evaluation checklist; AIT, auditory integration training; CARS, childhood autism
rating scale; CCMD-3, classification of Chinese mental disorders and diagnostic criteria-3th; DSM-IV, diagnostic manual of mental disorders (4th edn);
ICD-10, International classification of diseases-10th; IQ, intelligence quotient; SD, standard deviation. cs of the included studies about auditory integration training in children with autism spectrum
nese (Continued) Abbreviations: ABC, autism behavior checklist; ATEC, autism treatment evaluation checklist; AIT, auditory integration training; CARS, childhood autism
rating scale; CCMD-3, classification of Chinese mental disorders and diagnostic criteria-3th; DSM-IV, diagnostic manual of mental disorders (4th edn);
ICD-10, International classification of diseases-10th; IQ, intelligence quotient; SD, standard deviation. different diagnostic criteria. No significant contributions to between-study heterogeneity were found in this analysis
(P = 0.341, 0.179, 0.521 for publication year, case numbers and different diagnostic criteria respectively). different diagnostic criteria. No significant contributions to between-study heterogeneity were found in this analysis
(P = 0.341, 0.179, 0.521 for publication year, case numbers and different diagnostic criteria respectively). To check the influence of each individual study involved in our meta-analysis on the pooled SMD for ABC scores,
we removed studies in sequence. The results were not materially altered, suggesting that the pooled SMD were stable
and robust. Publication bias was assessed for ABC scores of AIT for children with ASD by Begg’s funnel plot and Egger’s
linear regression test. In our meta-analysis, Begg’s test (Pr > |z| = 0.858) and Egger’s test (P > |t| = 0.289) show no
obvious evidence of publication bias. As demonstrated in Figure 4, the symmetric shape of funnel plot supported the
conclusion too. Main result of AIT for the effect of CARS Two articles [21,26] were included to explore the association between AIT and the effect of CARS of children with
ASD. The forest plot of analysis is illustrated in Figure 2. The scores of CARS were not significant in the AIT group
when compared with the control group [summary SMD = −0.61, 95%CI = −1.63 to 0.41, I2 = 84.9%, Pheterogeneity
= 0.010]. Main result of AIT for the effect of ATEC
There are two studies [24,33] included to assess the scores of ATEC between AIT group and control group. As a result,
the ATEC score was significantly lower in AIT group compared with those in control group [summary SMD = −0.75,
95%CI = −1.05 to −0.45, I2 = 0.0%, Pheterogeneity = 0.998] (Figure 2). 5 5 c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Figure 2. Meta-analysis of randomized controlled trials about ABC scores, CARS scores and ATEC scores for children with
ASD among Chinese between AIT group and control group Figure 2. Meta-analysis of randomized controlled trials about ABC scores, CARS scores and ATEC scores for children with
ASD among Chinese between AIT group and control group Figure 3. Forest plots of RCTs evaluating IQ scores for children with ASD among Chinese between AIT group and control
group Figure 3. Forest plots of RCTs evaluating IQ scores for children with ASD among Chinese between AIT group and control
group Figure 3. Forest plots of RCTs evaluating IQ scores for children with ASD among Chinese between AIT group and control
group Figure 3. Forest plots of RCTs evaluating IQ scores for children with ASD among Chinese between AIT g
group c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). 6 c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). c⃝2018 The Author(s). Main result of AIT for the effect of CARS This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Figure 4. Begg’s funnel plots for assessment of publication bias about AIT for ABC scores
Figure 5. Begg’s funnel plots for assessment of publication bias about AIT for IQ scores
Main result of AIT for the effect of IQ
Seven RCTs [21,26–29,31,32] were available to determine the effects of treatment on IQ in AIT group. The pooled
result showed that the IQ score was significantly higher in AIT group than that in control group [summary SMD =
0.59, 95%CI = 0.41–0.77, I2 = 0.0%, Pheterogeneity = 0.729]. Figure 3 showed the forest plot of SMD with corresponding
95%CI about IQ scores between AIT group and control group. Six of the 7 RCTs were diagnosed by DSM-IV, and only Figure 4. Begg’s funnel plots for assessment of publication bias about AIT for ABC scores Figure 4. Begg’s funnel plots for assessment of publication bias about AIT for ABC scores Figure 4. Begg’s funnel plots for assessment of publication bias about AIT for ABC scores Figure 5. Begg’s funnel plots for assessment of publication bias about AIT for IQ scores
Main result of AIT for the effect of IQ
Seven RCTs [21,26–29,31,32] were available to determine the effects of treatment on IQ in AIT group. The pooled
result showed that the IQ score was significantly higher in AIT group than that in control group [summary SMD =
0.59, 95%CI = 0.41–0.77, I2 = 0.0%, Pheterogeneity = 0.729]. Figure 3 showed the forest plot of SMD with corresponding
95%CI about IQ scores between AIT group and control group. Six of the 7 RCTs were diagnosed by DSM-IV, and only
c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attributi
License 4.0 (CC BY). Figure 5. Begg’s funnel plots for assessment of publication bias about AIT for IQ scores Figure 5. Discussion In the present study, we explored the relationship between AIT and the effect of children with ASD using a
meta-analysis. Findings from this meta-analysis indicated that children with ASD had significantly lower ABC scores
and ATEC scores while received AIT. The result also found that IQ scores in AIT group were significantly higher than
that in control group. Through our subgroup analyses, the results were consistent with the overall results. In the previous study [8], negative association was found for adults or children with ASD while receiving AIT using
six RCTs. Of their included studies, the results did not report the difference between AIT group and control group
in a largest study [34]. A small trial inferred no long-term benefit for ASD when using the treatment of AIT [35]. However, one study obtained an increased in ABC scores in the AIT group at 3 months compared with that in control
group [36]. In our meta-analysis, the ABC scores and ATEC scores were significantly lower and continued to decline
in AIT group after a period of intervention, while the IQ scores were significantly higher in treatment conditions. Seven of our included studies [21,22,25,27–29,31] indicated that children with ASD had better status in AIT group in
the fields of language, social interaction, physical movement, take care of themselves, mood, and sleeping using ABC
rating scale. This illustrated that symptoms in children with ASD had improved obviously [37]. g
y
y
As seen in Figure 2, in our whole pooled results, significant between-study heterogeneity was appeared in ABC
scores and CARS scores, which is common in meta-analysis [38]. We then performed meta-regression to assess this
high heterogeneity with covariates of publication year, case numbers, and different diagnostic criteria. As a result,
all the above-mentioned factors were not found to significantly contribute to heterogeneity. However, no individual
study involved in our meta-analysis had essential effect on the pooled SMD for ABC scores and ATEC scores when
we performed the sensitivity analysis. Furthermore, no publication bias was found in the study. There analyses results
suggested that the pooled SMD were stable. gg
p
Our meta-analysis has the following advantages: first, we performed the first meta-analysis to expound the rela-
tion of AIT in children with ASD among Chinese and obtain a positive result. The results were not influenced by
geographical area as we only included Chinese children with ASD. Discussion Second, according to our final pooled analysis for
each individual study, larger participants of children with ASD were included. And this may strengthen the accurate
comparisons between AIT group and control group. Third, no publication bias was found due to Egger’s test and
funnel plot, which indicated that our results were stable across included studies. There are several limitations need to be mentioned in the present study. First, although most of the diagnostic
criteria of ASD were DSM-IV, different diagnostic criteria were existence in the included RCTs. This may affect the
pooled results of SMD and 95%CI. However, sensitivity analysis did not support this opinion. Second, only two RCTs
were conducted to assess the association for CARS scores and ATEC scores using the treatment of AIT, and we found
a negative relationship in CARS scores. Hence, more related RCTs are wanted to confirm AIT in children with ASD
in CARS and ATEC rating scale. Third, two RCTs with no training, 1 with music therapy, 6 with routine rehabilita-
tion training, 2 with guided education training and 2 with comprehensive treatment were used in the control group. Different treatment of the control group could increase the heterogeneity between studies. In our meta-analysis, we
found significant heterogeneity in the results of ALT for ABC scores. Therefore, different treatment of the control
group may be an influencing factor on the significant heterogeneity. In summary, AIT can reduce the score of ABC and ATEC and can increase the IQ score among children with ASD
in Chinese. Therefore, it is recommended for Chinese children with ASD to receive AIT. 1 article using classification of Chinese mental disorders and diagnostic criteria-3th (CCMD-3) diagnostic criteria. A positive association [summary SMD = 0.59, 95%CI = 0.39–0.79, I2 = 0.0%, Pheterogeneity = 0.608] was found in the
subgroup analysis of CCMD-3 diagnostic criteria. 1 article using classification of Chinese mental disorders and diagnostic criteria-3th (CCMD-3) diagnostic criteria. A positive association [summary SMD = 0.59, 95%CI = 0.39–0.79, I2 = 0.0%, Pheterogeneity = 0.608] was found in the
subgroup analysis of CCMD-3 diagnostic criteria. g
p
y
g
To investigate the influence of each individual study involved in the current analysis on the pooled SMD for IQ
scores, we removed studies in sequence. The results were not materially altered, suggesting that the pooled SMD were
stable and robust. Publication bias was assessed by Begg’s funnel plot and Egger’s linear regression test. In our meta-analysis, Begg’s
test (Pr > |z| = 0.368) and Egger’s test (P > |t| = 0.835) show no obvious evidence of publication bias. Figure 5
showed the funnel plot also supported the conclusion too. Main result of AIT for the effect of CARS Begg’s funnel plots for assessment of publication bias about AIT for IQ scores Main result of AIT for the effect of IQ Main result of AIT for the effect of IQ
Seven RCTs [21,26–29,31,32] were available to determine the effects of treatment on IQ in AIT group. The pooled
result showed that the IQ score was significantly higher in AIT group than that in control group [summary SMD =
0.59, 95%CI = 0.41–0.77, I2 = 0.0%, Pheterogeneity = 0.729]. Figure 3 showed the forest plot of SMD with corresponding
95%CI about IQ scores between AIT group and control group. Six of the 7 RCTs were diagnosed by DSM-IV, and only Main result of AIT for the effect of IQ
Seven RCTs [21,26–29,31,32] were available to determine the effects of treatment on IQ in AIT group. The pooled
result showed that the IQ score was significantly higher in AIT group than that in control group [summary SMD =
0.59, 95%CI = 0.41–0.77, I2 = 0.0%, Pheterogeneity = 0.729]. Figure 3 showed the forest plot of SMD with corresponding
95%CI about IQ scores between AIT group and control group. Six of the 7 RCTs were diagnosed by DSM-IV, and only 7 c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4 0 (CC BY) c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution
License 4.0 (CC BY). Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Bioscience Reports (2018) 38 BSR20181412
https://doi.org/10.1042/BSR20181412 Funding The authors declare that there are no sources of funding to be acknowledged. Author Contribution N.L. conceived and designed the study. N.L. and L.L. participated in data collecting. Z.T.G. analyzed data. N.L. commented on
drafts of the paper. N.L., L.L., Z.T.G, and G.M.L. approved the final manuscript. Competing Interests p
g
The authors declare that there are no competing interests associated with the manuscript. 8 c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons
Attribution License 4 0 (CC BY) c⃝2018 The Author(s). This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons
Attribution License 4.0 (CC BY). Bioscience Reports (2018) 38 BSR20181412
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https://doi.org/10.1136/bmj.315.7109.629 Abbreviations ABC, autism behavior checklist; AIT, auditory integration training; ASD, autism spectrum disorders; ATEC, autism treatment
evaluation checklist; CARS, childhood autism rating scale; CI, confidence interval; IQ, intelligence quotient; SMD, standardized
mean difference. https://doi.org/10.1136/bmj.327.7414.557 p
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License 4.0 (CC BY).
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Induction of circulating T follicular helper cells and regulatory T cells correlating with HIV-1 gp120 variable loop antibodies by a subtype C prophylactic vaccine tested in a Phase I trial in India
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RESEARCH ARTICLE OPEN ACCESS ‡ These authors also contributed equally to this work. * h
@ i t
i ‡ These authors also contributed equally to this work. Citation: Munusamy Ponnan S, Swaminathan S,
Tiruvengadam K, K. K. V, Cheedarla N, Nesakumar
M, et al. (2018) Induction of circulating T follicular
helper cells and regulatory T cells correlating with
HIV-1 gp120 variable loop antibodies by a subtype
C prophylactic vaccine tested in a Phase I trial in
India. PLoS ONE 13(8): e0203037. https://doi.org/
10.1371/journal.pone.0203037 Abstract A Phase I HIV-1 vaccine trial sponsored by the International AIDS Vaccine Initiative (IAVI)
was conducted in India in 2009 to test a subtype C prophylactic vaccine in a prime-boost
regimen comprising of a DNA prime (ADVAX) and MVA (TBC-M4) boost. The trial demon-
strated that the regimen was safe and well tolerated and resulted in enhancement of HIV-
specific immune responses. Preliminary observations on vaccine-induced immune
responses were limited to analysis of neutralizing antibodies and IFN-γ ELISPOT response. The present study involves a more detailed analysis of the nature of the vaccine-induced
humoral immune response using specimens that were archived from the volunteers at the
time of the trial. Interestingly, we found vaccine induced production of V1/V2 and V3 region-
specific antibodies in a significant proportion of vaccinees. Variable region antibody levels
correlated directly with the frequency of circulating T follicular helper cells (Tfh) and regula-
tory T cells (Treg). Our findings provide encouraging evidence to demonstrate the immuno-
genicity of the tested vaccine. Better insights into vaccine-induced immune responses can
aid in informing future design of a successfulHIV-1 vaccine. Editor: David Joseph Diemert, George Washington
University School of Medicine and Health Sciences,
UNITED STATES Received: March 20, 2018
Accepted: August 7, 2018
Published: August 29, 2018 Copyright: © 2018 Munusamy Ponnan et al. This is
an open access article distributed under the terms
of the Creative Commons Attribution License,
which permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Funding: The vaccine trial and the present study
were supported and coordinated by the
International AIDS Vaccine Initiative (IAVI). IAVI’s
work is made possible by generous support from
many donors including the Bill & Melinda Gates Induction of circulating T follicular helper cells
and regulatory T cells correlating with HIV-1
gp120 variable loop antibodies by a subtype C
prophylactic vaccine tested in a Phase I trial in
India Sivasankaran Munusamy Ponnan1☯¤, Soumya Swaminathan1☯, Kannan Tiruvengadam1‡,
Vidyavijayan K. K.1, Narayana Cheedarla1, Manohar Nesakumar1‡, Sujitha Kathirvel1‡,
Rajat Goyal2‡, Nikhil Singla2‡, Joyeeta Mukherjee2‡, Philip Bergin3‡, Jakub T. Kopycinski3‡, Jill Gilmour3, Srikanth Prasad Tripathy1‡, Hanna Elizabeth Luke1☯¤* a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 1 National Institute for Research in Tuberculosis (Indian Council of Medical Research), Chennai, India,
2 International AIDS Vaccine Initiative, New Delhi, India, 3 IAVI Human Immunology Laboratory, Imperial
College, London, United Kingdom ☯These authors contributed equally to this work. ¤ Current address: Department of HIV/AIDS, National Institute for Research in Tuberculosis, Chetpet,
Chennai, India. Immunogenicity of a HIV-1 subtype C vaccine 68,000 deaths due to AIDS-related illnesses [1]. The increasing burden of HIV presents the
urgent need for a vaccine to curb the pandemic. Although several vaccine candidates have
been tested in various clinical trials, we are still not close to a successful HIV vaccine [2]. The
RV144 trial conducted by the Thai government and the US Military has been the most promis-
ing thus far [3].This trial employed a prime-boost vaccination regimen comprising of a non-
replicating recombinant canary pox vector ALVAC-HIV (vCP1521) prime and AIDSVAX
gp120 B/E boost, and demonstrated that induction of antibodies to the V1/V2 peptides of the
HIV-1 envelope correlated with a lower risk of infection, thus becoming the first large-scale
Phase III HIV vaccine trial to exhibit a modest level of protective efficacy [4,5]. Foundation, the Ministry of Foreign Affairs of
Denmark, Irish Aid, the Ministry of Finance of
Japan in partnership with The World Bank, the
Ministry of Foreign Affairs of the Netherlands, the
Norwegian Agency for Development Cooperation
(NORAD), the United Kingdom Department for
International Development (DFID), and the USAID. The full list of IAVI donors is available at www.iavi. org. This study was made possible by the
generous support of the American people through
funding from United States Agency for
International Development (USAID; Grant ID:
2233). The content is the responsibility of the
authors and does not necessarily reflect the views
of USAID or the United States Government. In 2009, the National Institute for Research in Tuberculosis (formerly Tuberculosis Research
Centre) at Chennai, India, and the National AIDS Research Institute at Pune, India, undertook
an IAVI-sponsored Phase I HIV-1 subtype C prophylactic vaccine trial, known as the P001 trial
(Clinical Trial registry CTRI/2009/091/000051) [6]. This randomized, placebo controlled, dou-
ble blind, phase I trial enrolled 16 HIV-uninfected, healthy male and female adult participants
at each of the 2 sites. The trial tested the safety and immunogenicity of a heterologous prime-
boost regimen employing ADVAX, a DNA-based vaccine consisting of Chinese HIV-1 subtype
C env gp160, gag, pol and nef/tat genes cloned into the pVAX1 mammalian expression vector
(Lot # 04030248, Vical, Inc., San Diego, CA) as the prime, and TBC-M4 a recombinant (MVA)
vector encoding Indian HIV-1 subtype C env gp160, gag, RT, rev, tat, and nef genes (Lot # 1B,
Therion Biologics Corporation, Cambridge MA) as the boost, with that of homologous MVA
alone. Preliminary investigations found that 3 months after the final booster dose, all volunteers
in both the groups had positive HIV-specific antibody responses against the Env, Gag, and Pol
proteins. The study also characterized the neutralization ability of the antibodies and demon-
strated the presence of neutralizing antibodies capable of neutralizing Tier-1 but not Tier-s
pseudo viruses at 14 days post final vaccination. However, the titers decreased at 3 months post
last vaccination. Based on these observations it was concluded that the vaccine did not induce
production of potent broadly neutralizing antibodies [6]. Competing interests: None of the authors of this
paper has any conflict of interest. Most HIV-infected subjects produce neutralizing antibodies (NAbs) in low titers with lim-
ited neutralizing activity [7,8].Though NAbs tend to protect against infection, constant muta-
tions in the virus helps them to evade neutralization by these antibodies [9]. A very small
proportion of HIV-infected individuals produce Nabs that can cross-neutralize a large number
of viral strains. These antibodies, called bNAbs, have been isolated from individuals referred to
as elite neutralizers [10, 11].Non-neutralizing antibodies (n-NAbs) also possess antiviral prop-
erty, but their role in preventing infection is still naïve. HIV-1 specific Fc-gamma receptors of
vaccine-induced antibodies activate mediators of antibody dependent cellular cytotoxicity
(ADCC). Studies have shown that elite responders develop stronger and broader ADCC or
neutralizing responses that are also potent against HIV-1 mutants. Recent studies have reported that elite controller-derived cells interact strongly with B cells
promoting their maturation, and class switch recombination [12].Tfh cells are a subset of CD4
+T cells defined by CXCR5hi PD-1hi expression that reside in the lymphoid follicles [13, 14]
and provide help to B cells for affinity maturation and differential response to pathogens [15]. Interaction of Tfh cells with high-affinity germinal center B cells is crucial for B cell survival,
affinity maturation, and antibody class switching. Interleukin-21 (IL-21) secreted by Tfh cells
is required for the generation of memory B cells and plasma cells (PCs). IL-21 synergistically
acts with CD40L to activate B cells [16, 17]. High frequency of functional circulating PD-
1+CXCR3−CXCR5+ memory peripheral Tfh (pTfh) cells have been reported to correlate with
high titres of HIV-specific broadly neutralizing antibodies (bNAbs) and reduced viral loads in
HIV-infected individuals [18]. Introduction According to the recent UNAIDS report, there are 36.7 million people living with HIV world-
wide. India alone has 2.1 million people living with HIV and has reported approximately 1 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Ethics statement The P001 vaccine trial was conducted with the approval of the Institutional Ethics Committee
of NIRT and samples were collected and stored appropriately with the written informed con-
sent of the volunteers. Samples archived during the conduct of the trial for future studies were
used for the present study with the approval of the NIRT IEC [NIRT IEC N0-2015013]. Interestingly, the RV144 vaccine, which induced production of
V1/V2 antibodies that correlated with protection against HIV infection, also induced IL-21 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 2 / 16 Immunogenicity of a HIV-1 subtype C vaccine secreting pTfh cells in the vaccinees [19]. Thus, measuring vaccine-induced pTfh and B cell
responses may provide key insights into the ability of the vaccine to elicit antibody-mediated
protective immune responses. Regulatory T (Treg) cells down regulate the hyperactive immune system and act as immuno
suppressors during HIV infection. Besides, they also regulate peripheral tolerance. Tregs can
interact with microbial pathogens to sustain the delicate balance between the host and the
pathogen [20–22].Studies have documented that increased frequency of Tregs dampen HIV-
specific immune responses [23].The naïve and effector Treg subsets possess unique functions
in auto-immunity, immune surveillance, and disease progression [24–25]. However, the func-
tional heterogeneity of Treg subsets and their involvement in immune-regulation during HIV
vaccination remains largely unexplored and can provide valuable insights to improve vaccine
immunogenicity. The present study describes a more detailed characterization of the humoral immune
responses induced by the P001 vaccine. PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Study samples Plasma and cryopreserved peripheral blood mononuclear cells (PBMCs) archived at NIRT
alone were accessible and used for the present study. The samples belonged to 16 volunteers (9
males and 7 females) who were randomly assigned to either group A or B, with eight partici-
pants in each group. Group A participants received two intramuscular (I.M.) injections of
ADVAX (a DNA vaccine), or placebo at baseline (time ‘0’) and 1 month, followed by two I.M. injections of TBC-M4 (a recombinant MVA), or placebo at months 3 and 6. Group B partici-
pants received three I.M. injections of TBC-M4 or placebo at time 0, month 1 and month 6. Placebo used was 1X sterile PBS with 10% glycerol. Among the 8 volunteers in each group, 6
received the vaccine and 2 received placebo. Fig 1 depicts the schema of the vaccination
strategy. Fig 1. Vaccination schedule of IAVI Phase-I prime boost HIV-1 Subtype-C prophylactic vaccine Trial-
NIRT-ICMR (P001 Trial). https://doi.org/10.1371/journal.pone.0203037.g001 Fig 1. Vaccination schedule of IAVI Phase-I prime boost HIV-1 Subtype-C prophylactic vaccine Trial-
NIRT-ICMR (P001 Trial). https://doi.org/10.1371/journal.pone.0203037.g001 3 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Immunogenicity of a HIV-1 subtype C vaccine Evaluation of vaccine-induced T and B cells subsets by multicolour
immunophenotyping Cryopreserved PBMC that were collected one week after second vaccination and after 1, 2 and 48
weeks after last vaccination were used for this analysis. Cells were thawed, washed with 10%
CRPMI and viable cell count was determined using the trypan blue dye exclusion method. cell
viability was >90% and recovery was >70%. The cells cells were rested overnight, stained with an
amine-reactive viability dye (Live/Dead aqua, Life Technologies) for 20 minutes at room tempera-
ture (Chowdhury et al 2015) [26], washed with FACS buffer and stained with the following cock-
tail of monoclonal antibodies: T follicular helper cell (Tfh) panel: CD3-APC H7, CD4-BUV737,
CD45RO-BUV395, CCR7-PEcy7, CXCR3-APC Alexa 700, CXCR5-BB515, and PD-1-PE; B cell
panel: CD3-APC H7, CD38-APC, CD20-PE, CD19-BUV395, IgD-BUV737, CD27- BB515; regu-
latory T cell (Treg) panel: CD3-APC H7, CD4-BUV737, CD45RO-BUV395, CCR7-PEcy7,
CD25-APC and CD127-PECF 594, for 20 minutes at 4 ºC (antibody and clone description are
provided in S1 Table). About 2 × 106 cells were stained for each panel. After staining, the cells
were washed, fixed with BD Cytofix (2% paraformaldehyde) and analyzed on a FACS ARIA III
flow cytometer (Becton Dickinson). A minimum of 1,000,000 total events were acquired and data
were analyzed using FlowJo software, version 10 (Tree star Inc., Ashland, Oregon, USA). Analysis of anti-V1, V2, V3 and MPER-specific antibodies Plasma samples collected at baseline as well as at 2 weeks after the first and last vaccination
time point were tested for the presence of IgG antibodies specific to V1, V2, V3 and MPER
peptides of HIV-1 envelope gp120 using direct ELISA. Briefly, 96 well plates were coated with
5 μg/ml of peptide pools (15-mer peptides with 11 amino acid overlap) constituting the V1,
V2, V3 and MPER regions, in 100 mM NaHCO3 (pH 9.6), by overnight incubation at 4˚C. Plates were washed with PBST (PBS containing 0.05% Tween 20) and blocked with PBS
(Lonza, India) containing 1% BSA and 0.05% Tween 20 at 37˚C for 2 hours. After washing,
heat-inactivated plasma samples diluted 1:50 with diluent (ABL Inc., MD) were added to each
well and incubated at 37˚C for 1 hour. Subsequently, plates were washed and incubated with
HRP-conjugated goat anti-human IgG (Thermo Fisher, Waltham, MA) at a dilution of
1:120000 at 37˚C for 1 hour. Plates were developed using One-step TMB substrate (Thermo
Fisher). The reaction was stopped using 1N H2SO4 and plates were read at 450nm using a
microplate reader (ELx808-BioTek). All tests were performed in duplicates. Pooled normal
healthy plasma was used as the negative control. The cut-off for a positive response was
defined as mean OD of the negative samples plus 3 times the standard deviation (Table 1). Induction of HIV-1 gp120 variable loop specific antibody responses Plasma samples obtained prior to vaccination as well as at 2 weeks post first and last MVA vac-
cination were analyzed for IgG antibodies specific to the first three variable loops (V1, V2 and
V3) of the HIV-1 envelope as well as the MPER region. While none of the samples had binding
antibodies at baseline or immediately after first vaccination, variable loop antibodies were
detected after MVA vaccination (Fig 2). The antibody levels increased consistently with each
booster dose of MVA and reached peak values immediately after the last booster (S2 Table). Antibodies to the V1 peptide were detected among 40% (2/6) of Group A and 50% (3/6) of
Group B volunteers. Antibodies to V2 peptide were detected among 50% (3/6) of Group A and
40% (2/6) of Group B volunteers. V3-specific antibodies were detected in 90% (5/6) of Group
A and Group B volunteers. On the other hand, MPER-binding antibodies were detected only
in 10% (1/6) of Group A and Group B volunteers. These findings reveal that the poxvirus and
adenovirus based HIV vaccines were capable of inducing antibodies with variable regions
binding specificity similar to that seen in the previous HIV-1 vaccine trials [27, 28]. Statistical analysis Statistical analyses were performed using GraphPad Prism, version 5 (GraphPad Software,
Inc., CA). Values are presented as median, interquartile, and percentage. Two-way ANOVA
Table 1. Variable region and MPER peptides used to study the reactivity of plasma specimens from the vaccinees and placebo recipients. (15-mer peptides with 11
amino acid overlap). V1
CRNVSLCVTLECRNVSSNGTLECRNVSSNGTYNETLECRNVSSNGTYNETRNVSSNGTYNETYNEISNGTYNETYNEIKNCSYNETYNEIKNC
V2
SFNATYNEIKNCSFNATTVLRKNCSFNATTVLRDRKQFNATTVLRDRKQTVYAVLRDRKQTVYALFYRRKQTVYALFYRLDIVVYALFYRLDIVPLNK
FYRLDIVPLNKKNSSDIVPLNKKNSSENSSLNKKNSSENSSEYYRKNSSENSSEYYRLINC
V3
CTRPNNNTRIVCTRPNNNTRKSIRRPNNNTRKSIRIGPGTRKSIRIGPGQTFYSIRIGPGQTFYATGDGPGQTFYATGDIIGDTFYATGDIIGDIRQAT
GDIIGDIRQAHC
MPER
LDERNEKDLLALDNWKNKDLLALDNWKNLWSWALDNWKNLWSWFDITWKNLWSWFDITNWLWWSWFDITNWLWYIRIDITNWLWYIR
https://doi.org/10.1371/journal.pone.0203037.t001 Statistical analyses were performed using GraphPad Prism, version 5 (GraphPad Software,
Inc., CA). Values are presented as median, interquartile, and percentage. Two-way ANOVA Table 1. Variable region and MPER peptides used to study the reactivity of plasma specimens from the vaccinees and placebo recipients. (15-mer peptides with 11
amino acid overlap). V1
CRNVSLCVTLECRNVSSNGTLECRNVSSNGTYNETLECRNVSSNGTYNETRNVSSNGTYNETYNEISNGTYNETYNEIKNCSYNETYNEIKNC
V2
SFNATYNEIKNCSFNATTVLRKNCSFNATTVLRDRKQFNATTVLRDRKQTVYAVLRDRKQTVYALFYRRKQTVYALFYRLDIVVYALFYRLDIVPLNK
FYRLDIVPLNKKNSSDIVPLNKKNSSENSSLNKKNSSENSSEYYRKNSSENSSEYYRLINC
V3
CTRPNNNTRIVCTRPNNNTRKSIRRPNNNTRKSIRIGPGTRKSIRIGPGQTFYSIRIGPGQTFYATGDGPGQTFYATGDIIGDTFYATGDIIGDIRQAT
GDIIGDIRQAHC
MPER
LDERNEKDLLALDNWKNKDLLALDNWKNLWSWALDNWKNLWSWFDITWKNLWSWFDITNWLWWSWFDITNWLWYIRIDITNWLWYIR
https://doi.org/10.1371/journal.pone.0203037.t001 Table 1. Variable region and MPER peptides used to study the reactivity of plasma specimens from the vaccinees and placebo recipients. (15-mer peptides with 11
amino acid overlap). V1
CRNVSLCVTLECRNVSSNGTLECRNVSSNGTYNETLECRNVSSNGTYNETRNVSSNGTYNETYNEISNGTYNETYNEIKNCSYNETYNEIKNC
V2
SFNATYNEIKNCSFNATTVLRKNCSFNATTVLRDRKQFNATTVLRDRKQTVYAVLRDRKQTVYALFYRRKQTVYALFYRLDIVVYALFYRLDIVPLNK
FYRLDIVPLNKKNSSDIVPLNKKNSSENSSLNKKNSSENSSEYYRKNSSENSSEYYRLINC
V3
CTRPNNNTRIVCTRPNNNTRKSIRRPNNNTRKSIRIGPGTRKSIRIGPGQTFYSIRIGPGQTFYATGDGPGQTFYATGDIIGDTFYATGDIIGDIRQAT
GDIIGDIRQAHC
MPER
LDERNEKDLLALDNWKNKDLLALDNWKNLWSWALDNWKNLWSWFDITWKNLWSWFDITNWLWWSWFDITNWLWYIRIDITNWLWYIR
https://doi.org/10.1371/journal.pone.0203037.t001 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 4 / 16 Immunogenicity of a HIV-1 subtype C vaccine was used to examine the difference in frequency (%) of different immune cell subsets during
the vaccination period. Bonferroni post hoc test was used for sub-group analysis. Correlation
analysis was performed to determine the relationship between frequency of different immune
cell types and variable region specific antibody responses (OD values). For all analyses, differ-
ences were considered significant if p value was <0.05. PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Vaccine-induced plasma B cells Plasma cells were identified as CD19+ CD38+ CD27+ cells, memory cells were distinguished
based on expression of IgD and CD27 as described by Kaminski et al. [29], class switched
memory cells were identified as IgD- CD27+ cells, IgM memory cells as IgD+ CD27+ cells,
double negative memory B cells as IgD- CD27- cells, and mature B cells as IgD+ CD27- cells
(S2 Fig). At the pre-vaccination time point, all volunteers had comparable numbers of circulat-
ing plasma B cells (Fig 3B). Vaccination induced a significant increase in the number of
Plasma B cells particularly in group B (p<0.01). The median frequency of Plasma cells was
1.7% (range: 1.11–2.14%) in Group A, 2.0% (range: 1.32–3.01%) in Group B and 0.5% (range:
0.49–0.79%) in the placebo. At the final time point analyzed, that is 48 weeks post vaccination,
the increase appeared to be no longer significant (S3 Table). In addition, a higher frequency of
memory B cells, including class-switched memory cells, double negative cells and IgM mem-
ory cells was found in Group B as compared to Group A, although the increase was not statisti-
cally significant (S3 Fig). Induction of circulating T follicular helper cells correlating with levels of
variable loop antibodies PBMC from the pre-vaccination, one week post second vaccination and 1, 2 and 48 weeks post
final vaccination time points were analyzed by multicolor flow cytometry to enumerate the Fig 2. Reactivity of plasma obtained volunteers at two weeks after last vaccination to the variable loop and MPER
peptides. (Note: 2wk+Post VAC-3 –two weeks after the last MVA booster dose).Values represent ELISA-generated
optical density (OD) values at wavelength 405nM. Plasma was tested at a dilution of 1:50. Two-way ANOVA using
Bonferroni post-hoc test was used at 5% level of significance. https://doi.org/10.1371/journal.pone.0203037.g002 Fig 2. Reactivity of plasma obtained volunteers at two weeks after last vaccination to the variable loop and MPER
peptides. (Note: 2wk+Post VAC-3 –two weeks after the last MVA booster dose).Values represent ELISA-generated
optical density (OD) values at wavelength 405nM. Plasma was tested at a dilution of 1:50. Two-way ANOVA using
Bonferroni post-hoc test was used at 5% level of significance. Fig 2. Reactivity of plasma obtained volunteers at two weeks after last vaccination to the variable loop and MPER
peptides. (Note: 2wk+Post VAC-3 –two weeks after the last MVA booster dose).Values represent ELISA-generated
optical density (OD) values at wavelength 405nM. Plasma was tested at a dilution of 1:50. Two-way ANOVA using
Bonferroni post-hoc test was used at 5% level of significance. https://doi.org/10.1371/journal.pone.0203037.g002 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 5 / 16 Immunogenicity of a HIV-1 subtype C vaccine number of pTfh cells (S1 Table) defined as CD4+CD45RO+CCR7+PD1+CXCR5+CXCR3-
cells as described by Locci et al [18] (S1 Fig). Vaccination induced significantly more Tfh cells than did the placebo (Fig 3A). The median
frequency of Tfh cells among CD4+ T cells was 0.13% (range: 0.061–0.17%) in Group A, 0.2%
(range: 0.72–0.2%) in Group B and 0.08% (range: 0.04–0.15%) in the placebo (S3 Table). The
numbers of Tfh cells were observed to increase progressively with time in both groups A and
B, and remained significantly higher in the vaccine recipients as compared to the placebo
(p<0.01). The frequency of circulating memory-like Tfh cells in Group B was significantly
higher than in Group A at all the time points (p<0.01; S3 Table). Interestingly, a positive cor-
relation was observed between the V2 and V3 specific antibody response and the number of
circulating Tfh cells (p<0.033 and p<0.017 respectively) in Group A alone (Fig 4). PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Induction of regulatory T cells correlating with levels of variable loop
antibodies Tregs were defined as CD3+ CD4+ CD25+ CD127- cells; memory cells were identified based
on the expression of CCR7 and CD45RO as described by Baecher et al.[30] and Su et al. [31];
activated Tregs were defined as CD3+ CD4+ CD25+ CCR7- CD45RO+ cells, and resting
Tregs cells were defined as CD3+ CD4+ CD25+ CCR7+ CD45RO+ cells (S4 Fig). While there
was no difference in the frequency of Tregs between placebo and vaccinees prior to vaccina-
tion (Fig 3C), vaccination resulted in a significant induction of Tregs. Significantly higher
numbers of Tregs (p<0.001) were seen at all time points post-vaccination). The median fre-
quency of Tregs among CD4+ T cells was 1.2% (range 0.84–1.59%) in Group A, 2.0% (range:
0.5–2.25%) in Group B and 0.5% (range: 0.04–0.71%) in the placebo (S3 Table). Group B vol-
unteers had a higher frequency of Tregs as compared to Group A at 1, 2 and 48 weeks post
final MVA vaccination (p<0.012, p<0.009 and p<0.003 at the three time points respectively;
S3 Table). We further analyzed the proportion of activated and resting Tregs among the vacci-
nated individuals and found that the proportion of activated Tregs was high at the time of last
vaccination, but declined subsequently with time. The median frequency of activated Tregs
among CD4+ T cells was 0.49% (range: 0.22–0.19%) in Group A, 1.125% (range 0.66–2.0%) in
Group B and 0.8% (range: 0.25–1.19%) in the placebo. In contrast, the frequency of resting
Tregs increased significantly within a week after final vaccination (Data not shown). We
observed a positive correlation between the number of Treg cells and V1 and V3 specific PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 6 / 16 Immunogenicity of a HIV-1 subtype C vaccine PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018
7 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 7 / 16 Immunogenicity of a HIV-1 subtype C vaccine Fig 3. Vaccine induced immune cell subsets in PBMC samples (Note: 2V - First MVA, 2V+1wk—one week after
first MVA vaccination, 3V - Last MVA booster dose, 3V+1wk—one week after final MVA booster dose, 3V+2wk—
two weeks after final MVA dose, 3V+48wk—48 weeks after final MVA booster). (3A) Frequency of vaccine induced
circulating T follicular helper cells in Groups A and B after 2nd vaccination, 1-week post 2nd vaccination, 3rd
vaccination, and 1st week, 2nd week, and 48th week post 3rd vaccination. Induction of regulatory T cells correlating with levels of variable loop
antibodies (3B) Frequency of Plasma B cells in Groups A
and B after 2nd vaccination, 1st week post 2nd vaccination, 3rd vaccination, 1st week, 2nd week and 48 weeks post 3rd
vaccination (3C) Frequency of Circulating Regulatory cells T cells in Groups A and B after 2nd vaccination, 1st week
post 2nd vaccination, 3rd vaccination, 1st week, 2nd week and 48 weeks post 3rd vaccination. Graphical representation of
the frequency of immune cells in placebo and vaccinees of both groups at different time points. Horizontal bars
represent mean values and P values were calculated using two-way ANOVA using Bonferroni post hoc test. https://doi.org/10.1371/journal.pone.0203037.g003 antibody levels in the vaccinated individuals (p<0.035 in group A and p<0.002 in Group B
respectively) (Fig 4). antibody levels in the vaccinated individuals (p<0.035 in group A and p<0.002 in Group B
respectively) (Fig 4). PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Discussion Preliminary analy-
sis revealed that vaccination resulted in production of HIV-specific antibody and IFN-γ
responses, and reported that though the initial response appeared to be significantly higher in
the DNA prime/MVA boost group (Group A) as compared to the MVA alone group (group
B), the effect lasted only for a short time, implying that both the heterologous DNA/MVA
prime-boost and the homologous MVA regimens were immunologically comparable [6]. Here we describe our findings on vaccine-induced humoral immune responses studied
using PBMC and plasma samples of the trial participants that were archived under ideal condi-
tions at NIRT. The original study reported the induction of neutralizing antibodies with very
limited cross-neutralization activity. Prompted by the findings of the RV144 trial, we deter-
mined the ability of the vaccine to induce V1/V2 specific antibodies, as well as antibodies to
the V3 and MPER peptides of HIV-1. While none of the samples had HIV-specific antibodies
binding to the variable regions or MPER peptides at baseline or immediately after first vacci-
nation, we observed V1/V2 and V3-specific antibodies in a significant proportion of the volun-
teers in both the groups. On the other hand, only a small proportion of the volunteers
developed MPER-specific antibody responses. Our findings are in line with previous observa-
tions that poxvirus and adenovirus-based HIV vaccines are capable of inducing antibodies to
the variable regions of HIV-1 envelope. An earlier study in macaques reported a 10-fold
increase in the level of anti-env antibodies following immunization with MVA alone as com-
pared to those who were immunized with DNA and MVA [40]. A similar pattern was also
observed in the trial under discussion, when total anti-env antigen specific antibody responses
were measured [6]. A closely related trial called the P002 trial conducted in UK with the same
vaccine construct used in the present trial, also reported higher titres of HIV-specific antibod-
ies targeting rgp41 Env, rgp140 Env, p24 Gag, and rgp120 Env proteins in Group B than in
Group A volunteers [41]. The variable loops of the HIV-1 envelope are known to be highly immunogenic in both
HIV and SIV [42–43], and possess contact points for the binding of bNAbs and non-neutralis-
ing antibodies (nnAbs) [18, 19]. Multiple monoclonal bNABs targeting the V1/V2 domain
(e.g. PG9, PG16, CH01, CH03, and PGT145) have been isolated from HIV-infected individuals
[19, 44, 45]. Discussion The search for an effective HIV vaccine is still on. Some of the popular HIV vaccine trials con-
ducted in the past including the VAX004, Merck 023 and HTN505 trials, have shown that it is
difficult to elicit high titers of HIV-1-Nabs, and that the low levels of antibodies induced by the
vaccines do not last long in vaccinated individuals [32]. The RV144 vaccine trial has thus far
been the only HIV vaccine trial that brought some hope that a preventive HIV vaccine is possi-
ble. The trial demonstrated 31.2% reduction in risk of HIV infection among individuals vacci-
nated with live recombinant ALVAC-HIV(R) (vCP1521) and VaxGen gp120 B/E (AIDSVAX
(R) B/E) in a prime-boost regimen [32]. A large number of immunological studies were under-
taken to understand the correlates of vaccine-induced protection against HIV infection in the
trial participants [33–36]. One of the interesting observations of these studies was that IgG
antibodies that bind to the V1/V2 region of the HIV-1 Env correlated with lower infection
rates among vaccinees [37–39]. The present study aimed to characterize the immunogenicity
of the subtype C prophylactic vaccine that was tested by the Indian Council of Medical
Research (ICMR) and the International AIDS Vaccine Initiative (IAVI) using MVA Fig 4. Correlation between immune cells and variable loop and MPER-specific antibodies. (A) Frequency of
vaccine induced circulating T follicular helper cells vs antibodies to the V1 antigen. (B) Frequency of vaccine induced
circulating T follicular helper cells vs antibodies to the V3 antigen. (C) Frequency of vaccine induced circulating T
regulatory cells vs antibodies to the V2 antigen. (D) Frequency of vaccine induced circulating T regulatory cells vs
antibodies to the V3 antigen. https://doi org/10 1371/journal pone 0203037 g004 Fig 4. Correlation between immune cells and variable loop and MPER-specific antibodies. (A) Frequency of
vaccine induced circulating T follicular helper cells vs antibodies to the V1 antigen. (B) Frequency of vaccine induced
circulating T follicular helper cells vs antibodies to the V3 antigen. (C) Frequency of vaccine induced circulating T
regulatory cells vs antibodies to the V2 antigen. (D) Frequency of vaccine induced circulating T regulatory cells vs
antibodies to the V3 antigen. https://doi.org/10.1371/journal.pone.0203037.g004 8 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Immunogenicity of a HIV-1 subtype C vaccine (TBC-M4) and ADVAX as vaccine candidates in India a few years back [6]. PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Discussion However, induction of bNAbs through vaccination has remained a major chal-
lenge. While earlier studies reported that production of HIV specific bNAb correlated with
clinical and viral parameters [46], most individuals with high viral loads do not develop bNAb,
making it evident that the synergistic action of various factors is required for the development
of bNAbs [47]. The antibodies generated in the P001 trial were found to possess very limited
neutralizing activity. However, their ability to bind to gp120 peptides suggests a possible role
in stimulating other protective mechanisms such as ADCC, and/or cell mediated virus inhibi-
tion [48]. Non-neutralizing epitopes of HIV expressed on the surface of infected cells may per-
mit the destruction of these cells via ADCC, antibody-dependent cell mediated virus
inhibition (ADCVI) or lysis of HIV particles via complement-mediated attack on the virus
envelope [49, 50]. The lower rates of infection seen among vaccine recipients who developed
HIV-1 specific nnAbs against the V2/V3 peptides in the RV144 trial provide major support for
this hypothesis [38] Tfh cells prime the B cells, support affinity maturation and play a pivotal role in antibody
production [18, 19, 51–53]. Activation signals from Tfh cells are critical for the development of
antibody producing B cells [54]. The frequency of Tfh cells is reported to be higher in the
blood and lymphoid organs of those with AIDS as compared to HIV+ non-progressors [55]. The memory subset of Tfh cells that exist in circulation in peripheral blood are referred to as
peripheral Tfh (pTfh) cells [18, 19,56–59]. Correlation between the frequency of pTfh cells in
circulation and the development of broadly neutralising antibodies against HIV has been PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 9 / 16 Immunogenicity of a HIV-1 subtype C vaccine reported in a large cohort of HIV+ individuals [18]. The present study identified a significantly
higher frequency of pTfh cells among vaccine recipients in both Groups A and B, as compared
to the placebo. Interestingly, the frequency of pTfh cells correlated positively with levels of var-
iable loop antibodies, suggesting that the vaccine primed the host immune system and gener-
ated pTfh cells to produce HIV-specific antibodies. Although the vaccine under study failed to
elicit a potent bNAb response, it is encouraging to note that the vaccine induced Tfh cells and
elicited production of variable loop specific antibodies. Discussion A positive association between Tfh cell
frequency, expansion of the B cell compartment and increase in circulating high-avidity SIV-
specific antibodies during chronic SIV infection have previously been reported [60], suggest-
ing strongly that induction of Tfh cells results in a significant antibody response. However in
our study, the correlation was found to be statistically significant only in Group A, although a
positive correlation was also observed in Group B. The very small sample size of the present
study is a major limitation in this regard. Development of new candidate vaccines for humans against major infectious killers is
known to depend largely on the quality of the antibody response. Thus, Tfh cell based vaccines
have the advantage of positively influencing the generation of a robust protective immune
response in humans [18,55]. Gag-specific pTfh cells are generally thought to provide help in
induction of B cells, while Env-specific pTfh help in antibody class-switching [60]. Gag- and
Env-specific IL-21+ pTfh cells upregulate the expression of cytolytic markers on HIV-specific
CD8+T cells. The RV144 vaccine trial demonstrated that ALVAC+AIDSVAX induced a
higher percentage of pTfh cells as compared to ALVAC alone or the DNA-Ad5 regimen like
that used in the unsuccessful HVTN 505 trial. Our observations as well as that of others high-
light the critical role of pTfh cells in the protective efficacy of a HIV vaccine. higher percentage of pTfh cells as compared to ALVAC alone or the DNA-Ad5 regimen like
that used in the unsuccessful HVTN 505 trial. Our observations as well as that of others high-
light the critical role of pTfh cells in the protective efficacy of a HIV vaccine. Several studies have shown that the interaction between the germinal center B cells and Tfh
cells through numerous surface receptors is essential for the optimal development and survival
of both cell types [52, 61]. Long-term immunity to infectious agents, such as viruses, is primar-
ily due to the expression of antibodies from plasma cells and antibody secreting cells. Studies
in animal models have shown that constant replenishment of plasma cells by memory cells is
not mandatory because of the existence of long-lived plasma cells [61]. However, plasma cell
longevity and its role in maintaining serum antibody levels are poorly defined. PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Immunogenicity of a HIV-1 subtype C vaccine cells and plasma B cells. We also observed a positive correlation between the number of Treg
cells and V1/V3 region antibody response in both the groups. In summary, the present study characterized in detail the nature of the antibody response
and detected V1/V2 specific antibody responses in a significant portion of volunteers, which
are now known to be positive correlates for protection against HIV infection, through anti-
body dependent cell-mediated cytotoxicity (ADCC) or some other yet unidentified mecha-
nism [70]. An effort to elucidate the ADCC activity of antibodies elicited by the vaccine would
provide more detailed information on the protective nature of antibody response and further
guidance for the design of a successful HIV-1 vaccine. Further, the variable loop antibody lev-
els correlated positively with induction of circulating pTfh cells and Treg cells. One of the
major limitations of this study is the small sample size, comprising of only 16 volunteers
including 4 placebo and the remaining 12 distributed between the two study groups. Hence,
many of the correlation analyses undertaken here lacked sufficient power to achieve statistical
significance although positive responses were seen in many instances. However, the present
study has revealed encouraging findings on the potential of the vaccine regimen for inducing
favorable immunogenic responses among volunteers. Therefore, these results suggest that an
in-depth analysis of vaccine-induced immune response can aid in informing future design of
an HIV-1 vaccine based on the Indian Clade C virus. S1 Table. Reagents used for multicolor flow cytometry.
(DOCX) S2 Table. Reactivity of plasma to variable region and MPER peptides. Values represent
ELISA-generated data optical density (OD) values at a wavelength of 405nM. Plasma was
tested at a dilution of 1:50. Statistical analysis was performed using anova. Bonferroni post hoc
test was used at 5% level of significance. (DOCX) S3 Table. Comparison of mean frequency of circulating T follicular helper cells, plasma B
cells, regulatory T cells in placebo and vaccinees. P values were calculated using Two-way
ANOVA using Bonferroni post hoc test.—p<0.05; —p<0.01; —p<0.001. (DOCX) S4 Table. Correlation between immune cells, variable loop, and MPER-specific antibodies. (XLSX) Discussion In the present
study, we also measured the frequency of plasma B cells and memory B cells post-vaccination
and found that vaccine recipients had significantly higher numbers of plasma B cells than pla-
cebo. Group B volunteers had higher frequencies of plasma B cells than Group A vaccinees,
suggesting that the homologous regimen was better in terms of plasma B cell and antibody
production than the heterologous regimen. Differentiation into plasma cells and germinal cen-
ter B cells greatly depends on high-affinity antigens, and Tfh cells are essential for B cell matu-
ration, survival, and proliferation [18, 52]. Though the frequency of pTfh cells was found to be
higher among the vaccinees, we could not observe any correlation with B cell frequency possi-
bly due to the very small sample size. Regulatory T cells (Tregs) are known to suppress activation of multiple cell types including
CD4+ and CD8+ T cells, B cells, natural killer cells, and dendritic cells. In HIV infection, stud-
ies have reported that Tregs cause significant increase in antigen-specific cytokine production
from HIV specific CD4+ and CD8+ T cells [62] and help to prevent reactivation of latent res-
ervoirs of HIV [63–66]. Although there is very little data available on the induction of Tregs
and their role in vaccination, Tregs are thought to play an important role in down regulating
host immune response in order to maintain immune homeostasis and thus impact vaccine
efficacy [67–69]. We were curious to see if vaccine under discussion had any effect on this sub-
set of cells. Interestingly, we found that both the regimens induced Tregs without compromis-
ing the vaccine’s immunogenicity in terms of antibody production as well as induction of pTfh PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 10 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Acknowledgments We are thankful to Dr. V. D. Ramanathan who was the Principal Investigator of the P001 trial
at the National Institute for Research in Tuberculosis, as well as the volunteers and staff who
were part of the trial. We wish to particularly thank Mr. Sathyamurthi P. and the research
team for making this study possible through carefully preserving the samples collected during
the conduct of the Phase I trial. We also acknowledge the scientific and technical inputs pro-
vided by Dr. Alena Srinivasan; and Dr. Shweta Chatrath (from International AIDS Vaccine
Initiative) for her assistance in technical/language editing, and proofreading of the
manuscript. S4 Table. Correlation between immune cells, variable loop, and MPER-specific antibodies.
(XLSX) S1 Fig. Representative pseudocolor FACS plot of circulating memory like T Follicular
Helper cells. T cells were gated first on lymphocytes and then on memory T cells (CCR7+-
CD45RO+) followed by Tfh cells (CXCR5+PD-1+CXCR3-). (DOCX) S2 Fig. Representative Pseudo color FACS plot of B cells and memory subsets. B cells were
gated first on lymphocytes and then on plasma cells (CD38+ CD27+) and memory B cells
(CD27 and IgD). (DOCX) S3 Fig. Frequency of circulating memory B cell subsets. Graphical representation showing
the % of memory B cells in placebo and vaccinees of both groups at different time points. The
horizontal bars represent median and dot values represent scatter points. P values were calcu-
lated using Two-way ANOVA using Bonferroni post hoc test. /†—p<0.05; /††—p<0.01; PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 11 / 16 Immunogenicity of a HIV-1 subtype C vaccine /†††—p<0.001. (DOCX) /†††—p<0.001. (DOCX) S4 Fig. Representative pseudocolor FACS plot of regulatory T cells. T cells were gated first
on lymphocytes and then on Tregs (CD4+CD127dimCD25+) followed by memory Tregs
(CCR7+CD45RO+). (
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mental Medicine. 2001;18; 193(12):1373–82. Author Contributions Conceptualization: Sivasankaran Munusamy Ponnan, Soumya Swaminathan, Manohar Nesa-
kumar, Rajat Goyal, Nikhil Singla, Philip Bergin. Conceptualization: Sivasankaran Munusamy Ponnan, Soumya Swaminathan, Manohar Nesa-
kumar, Rajat Goyal, Nikhil Singla, Philip Bergin. Data curation: Sivasankaran Munusamy Ponnan, Jakub T. Kopycinski. Formal analysis: Sivasankaran Munusamy Ponnan, Joyeeta Mukherjee, Jakub T. Kopycinski,
Jill Gilmour. Funding acquisition: Soumya Swaminathan, Nikhil Singla, Joyeeta Mukherjee, Philip Bergin,
Jill Gilmour, Hanna Elizabeth Luke. Investigation: Sivasankaran Munusamy Ponnan, Soumya Swaminathan, Rajat Goyal, Jakub T. Kopycinski, Hanna Elizabeth Luke. Methodology: Sivasankaran Munusamy Ponnan, Vidyavijayan K. K., Narayana Cheedarla,
Sujitha Kathirvel, Philip Bergin, Jakub T. Kopycinski. Project administration: Rajat Goyal, Nikhil Singla, Joyeeta Mukherjee, Jill Gilmour, Srikanth
Prasad Tripathy. Resources: Sivasankaran Munusamy Ponnan, Rajat Goyal, Nikhil Singla, Jakub T. Kopycinski. Software: Sivasankaran Munusamy Ponnan, Kannan Tiruvengadam, Philip Bergin, Jakub T. Kopycinski. Supervision: Soumya Swaminathan, Rajat Goyal, Philip Bergin, Jill Gilmour, Srikanth Prasad
Tripathy, Hanna Elizabeth Luke. Validation: Kannan Tiruvengadam, Sujitha Kathirvel, Srikanth Prasad Tripathy, Hanna Eliza-
beth Luke. Visualization: Sivasankaran Munusamy Ponnan, Soumya Swaminathan, Rajat Goyal, Nikhil
Singla, Jill Gilmour, Hanna Elizabeth Luke. Writing – original draft: Sivasankaran Munusamy Ponnan, Kannan Tiruvengadam, Philip
Bergin, Hanna Elizabeth Luke. 12 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
August 29, 2018 Immunogenicity of a HIV-1 subtype C vaccine Writing – review & editing: Sivasankaran Munusamy Ponnan, Kannan Tiruvengadam,
Sujitha Kathirvel, Nikhil Singla, Joyeeta Mukherjee, Philip Bergin, Jakub T. Kopycinski,
Hanna Elizabeth Luke. PLOS ONE | https://doi.org/10.1371/journal.pone.0203037
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prevention and the influence of the HIV-1 Vpu protein. AIDS. 2015; 14; 29(2):137–44. https://doi.org/10. 1097/QAD.0000000000000523 PMID: 25396265 16 / 16
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English
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Search for the <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si1.gif" overflow="scroll"><mml:msub><mml:mrow><mml:mi>X</mml:mi></mml:mrow><mml:mrow><mml:mi>b</mml:mi></mml:mrow></mml:msub></mml:math> and other hidden-beauty states in the <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si2.gif" overflow="scroll"><mml:msup><mml:mrow><mml:mi>π</mml:mi></mml:mrow><mml:mrow><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi>π</mml:mi></mml:mrow><…
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Physics letters. B
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1. Introduction pends on the branching fraction for Xb →π+π−Υ (1S), which is
unknown. The π+π−Υ (1S) channel also provides the opportunity to
measure the production of the Υ (13D J) states. These have not
been observed at the Tevatron; their production cross sections
in pp collisions are also unknown, but an early colour-octet cal-
culation [17] gives values comparable to that of the Υ (2S). The
Υ (13D2) has been observed in radiative transitions by CLEO [18]
and BaBar [19]. The X(3872) is the first and the best-studied of the new
hidden-charm states seen in the last decade. Observed by Belle in
decays B± →K ± X(→π+π−J/ψ) [1], it was quickly confirmed
by BaBar [2], CDF [3], and DØ [4]. In particular, CDF and DØ found
that the X(3872) is produced directly in pp collisions; recently
CMS has measured the product of the pp production cross section
and the π+π−J/ψ branching fraction to be (6.56 ± 0.29 ± 0.65)%
of the value for the ψ(2S) [5]. The mass, narrow width, J PC = 1++
quantum number assignment [6–10], and decay characteristics of
the X(3872) make it unlikely to be a conventional quarkonium
state, and there is an extensive literature discussing its structure. Weakly bound D0D∗0 molecular models (for example, Refs. [11,
12]) have been popular due to the proximity of the X(3872) to
the D0D∗0 threshold; various [qc][¯q¯c] tetraquark (for example,
Refs. [13,14]) and other models have also been proposed. The production of Υ (10 860) and some other hidden-beauty
states may also be studied using π+π−Υ (1S). The Υ (10 860) de-
cay to π+π−Υ (1S) has a surprisingly large partial width [20–22]:
current world average results are (0.29 ± 0.15) MeV for the
Υ (10 860), to be compared with (0.89 ± 0.08) keV for the Υ (3S),
and (1.7 ± 0.2) keV for the Υ (4S) [23]. Belle has also presented
evidence of exotic substructure in this decay [24]. The natural
widths of the Υ (10 860), Υ (11 020), and other states above the
open-beauty threshold are larger than the detector resolution, and
must be explicitly considered in any search. Heavy-quark symmetry suggests the existence of a hidden-
beauty partner – a so-called Xb state – which should be produced
in pp collisions [15]. The molecular model of Swanson [12,16]
predicts an Xb mass of 10561 MeV, while tetraquark predictions
vary: for example, Ref. a b s t r a c t Article history:
Received 16 October 2014
Received in revised form 26 November 2014
Accepted 26 November 2014
Available online 2 December 2014
Editor: W.-D. Schlatter This Letter presents a search for a hidden-beauty counterpart of the X(3872) in the mass ranges of
10.05–10.31 GeV and 10.40–11.00 GeV, in the channel Xb →π+π−Υ (1S)(→μ+μ−), using 16.2 fb−1 of
√
s = 8 TeV pp collision data collected by the ATLAS detector at the LHC. No evidence for new narrow
states is found, and upper limits are set on the product of the Xb cross section and branching fraction,
relative to those of the Υ (2S), at the 95% confidence level using the CLS approach. These limits range
from 0.8% to 4.0%, depending on mass. For masses above 10.1 GeV, the expected upper limits from
this analysis are the most restrictive to date. Searches for production of the Υ (13D J), Υ (10 860), and
Υ (11 020) states also reveal no significant signals. © 2014 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license
(http://creativecommons.org/licenses/by/3.0/). Funded by SCOAP3. Search for the Xb and other hidden-beauty states
in the π+π−Υ (1S) channel at ATLAS .ATLAS Collaboration ⋆ ⋆E-mail address: atlas.publications@cern.ch. .
.055
shed by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/3.0/). Funded by Physics Letters B 740 (2015) 199–217 Physics Letters B 740 (2015) 199–217 ⋆E-mail address: atlas.publications@cern.ch.
peaks are used to validate the measurement technique. Results are
http://dx.doi.org/10.1016/j.physletb.2014.11.055
0370-2693/© 2014 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/3.0/). Funded by
SCOAP3. dx.doi.org/10.1016/j.physletb.2014.11.055
2693/© 2014 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/3.0/). Funded by
3 1 ATLAS uses a right-handed coordinate system with its origin at the nominal in-
teraction point (IP) in the centre of the detector, the x-axis pointing to the centre
of the LHC ring, and the z-axis along the beam pipe; the y-axis points upward.
Cylindrical coordinates (r, φ) are used in the transverse plane; φ is the azimuthal
angle around the beam pipe. Pseudorapidity and transverse momentum are de-
fined in terms of the polar angle θ as η = − ln(tanθ/2) and pT = p sinθ. The
(η, φ) distance between two particles is defined as R =
( η)2 + ( φ)2. For a
particle with momentum ⃗p = (px, p y, pz) and energy E, the rapidity is defined as
y = 0.5 ln([E + pz]/[E −pz]). 2. The ATLAS detector In the remainder of the event, dipion candidates are formed
from oppositely charged pions with |ηπ| < 2.5, each required to
have ≥1 pixel hits, ≥6 silicon microstrip hits, and pπ
T > 400 MeV;
no other requirements (such as lepton vetoes) are imposed. The
Υ (1S) candidate and the dipion system are combined by perform-
ing a four-track common-vertex fit, with the μ+μ−mass con-
strained to m1S, and tracks assigned μ or π masses as appropri-
ate. This significantly improves the mass resolution: for example,
in the Υ (2S) simulation, the RMS improves from 142 MeV to
9.7 MeV. The π+π−Υ (1S) vertex fit is required to have a chi-
square less than 20; this is 95% efficient for Υ (2S) decays but
reduces background by a factor of ∼10. All remaining π+π−Υ (1S)
candidates with invariant masses up to 11.2 GeV are retained. The ATLAS detector [26] is composed of an inner tracking sys-
tem, calorimeters, and a muon spectrometer. The inner detector
(ID) surrounds the pp interaction point and consists of silicon pixel
and microstrip detectors, and a transition radiation tracker, all im-
mersed in a 2 T axial magnetic field. The ID spans the pseudora-
pidity1 range |η| < 2.5 and is enclosed by a system of electromag-
netic and hadronic calorimeters. Surrounding the calorimeters is
the muon spectrometer (MS) consisting of three large air-core su-
perconducting magnets (each with eight coils) providing a toroidal
field, a system of precision tracking chambers, and fast detectors
for triggering. Monitored drift tubes and cathode-strip chambers
provide precision measurements in the bending plane of muons
within the pseudorapidity range |η| < 2.7. Resistive plate and thin
gap chambers are used to make fast event data-recording decisions
in the ranges |η| < 1.05 and 1.05 < |η| < 2.4 respectively, and also
provide position measurements in the non-bending plane and im-
prove pattern recognition and track reconstruction. MS momentum
measurements are based on track segments formed in at least two
of the three precision chamber planes. For a state decaying to π+π−Υ (1S), the acceptance A is de-
fined as the fraction of decays where both muons have pμ
T >
4 GeV, both pions have pπ
T > 400 MeV, and all four particles are
within |η| < 2.5. 2 An un-prescaled trigger with a pμ
T = 6 GeV threshold on the muons was also
considered, but found to result in a lower sensitivity using the optimisation proce-
dure described in Section 5. 1. Introduction [14] predicts masses of 10 492, 10 593, or
10 682 MeV, depending on the flavour of the light quarks. In 2013, CMS reported [25] the results of their search for Xb →
π+π−Υ (1S)(→μ+μ−), finding no evidence for narrow states in
the 10.06–10.31 GeV and 10.40–10.99 GeV mass ranges. They set
upper limits on the product of cross section and branching fraction
at values between 0.9% and 5.4% of the Υ (2S) rate. The decay Xb →π+π−Υ (1S)(→μ+μ−), analogous to the
decay mode in which the X(3872) was discovered, provides a
straightforward way to reconstruct an Xb. Any resulting measure-
ment or upper limit on the Xb production cross section then de- This Letter presents a search for the Xb and other hidden-
beauty states at ATLAS, using a 16.2 fb−1 pp collision data sam-
ple collected at √
s = 8 TeV during the 2012 run of the LHC. The analysis is performed simultaneously across eight kinematic
bins of varying sensitivity; the Υ (2S) and Υ (3S) →π+π−Υ (1S)
peaks are used to validate the measurement technique. Results are ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 200 presented in terms of the product of production cross section and
π+π−Υ (1S) branching fraction, relative to that for the Υ (2S). 350 MeV of the Υ (1S) mass [23], m1S, is retained and consid-
ered an Υ (1S) →μ+μ−candidate. To confirm that this pair is
the same as that used in the trigger, the reconstructed and trigger-
level muons are required to match with R < 0.01. 2. The ATLAS detector States with pT < 5 GeV or rapidity |y| > 2.4 have
very low acceptance, so candidates in these regions (which also
suffer from high background) are excluded. 4. Data and simulation samples The ATLAS detector employs a three-level trigger [27] to re-
duce the 20 MHz proton bunch collision rate to the few-hundred
hertz transfer rate to mass storage. This analysis is based on a
Level-1 muon trigger that searches for hit coincidences between
muon trigger detector layers inside pre-programmed geometrical
windows that bound the path of muon candidates above a given
pμ
T
threshold, and provide a rough estimate of their position,
for |ημ| < 2.4. There are two subsequent software-based trigger
stages, in which muon candidates incorporate, with increasing pre-
cision, information from both the MS and the ID, reaching position
and momentum resolution close to that provided by the offline re-
construction. The techniques adopted in this analysis were developed us-
ing √
s = 7 TeV data collected in 2011 and simulation samples
generated under the same running conditions, with particular at-
tention to Υ (2S) →π+π−Υ (1S) mass and (|y|, pT) distributions. Backgrounds due to inclusive Υ (1S) production and combinato-
rial μ+μ−sources were studied using μ+μ−sideband and μ±μ±
same-sign samples, and found to be featureless above 9.8 GeV. The results presented here are based on data from the 2012
√
s = 8 TeV pp run at the LHC; standard data-quality criteria are
used to ensure efficient detector performance. The trigger em-
ployed in the event selection was subject to an instantaneous
luminosity-dependent prescale factor,2 and provided an integrated
luminosity of L = 16.2 fb−1. The resulting data sample includes
over 10 million μ+μ−combinations: a fit to the sample finds
(6.00 ± 0.01) × 106 from Υ (1S) decays, (0.200 ± 0.002) × 106
from Υ (2S) decays, and the remainder from combinatorial back-
ground. Given the reconstruction and event selection choices de-
scribed in the previous section, each dimuon gives rise (on aver-
age) to 19.5 π+π−Υ (1S) candidates with invariant mass below
11.2 GeV. A procedure to select at most one candidate per event
was considered. However, after the adoption of the binning ap-
proach described in Section 5, candidate selection was found to
worsen the expected sensitivity to a hypothetical Xb signal. There-
fore, all π+π−Υ (1S) candidates are retained for analysis. 3. Reconstruction and event selection Events are selected using a trigger requiring two muons of
opposite charge, each with pμ
T > 4 GeV, successfully fitted to a
common vertex. The μ+μ−mass range accepted by the trigger,
8–12 GeV, includes the Υ (1S), Υ (2S), and Υ (3S) signal peaks. In the offline reconstruction for this analysis, muon reconstruc-
tion relies on a statistical combination of an MS track and an ID
track. The selected muons are restricted to |ημ| < 2.3, ensuring
high-quality tracking and a reduction of fake muon candidates. This restriction also removes regions of strongly varying efficiency
and acceptance. The reconstruction of π+π−Υ (1S) candidates begins with pairs
of oppositely charged muon candidates that satisfy the same kine-
matic conditions used by the trigger, and have ≥2 pixel and ≥6
silicon microstrip detector hits. Each pair is subjected to a common
vertex fit, and a loose chi-square selection is imposed to exclude
very poor candidates. Any dimuon with an invariant mass within Simulated samples are used to optimise the selections, model
signal decays, develop fitting models, and calculate efficiencies. In-
dividual samples are used for the Υ (2S), Υ (3S), Υ (13D J) triplet,
Υ (10 860), and for two hypothetical Xb masses, 10 233 MeV and
10 561 MeV. Production is modelled with the AU2 [28] tune of
Pythia 8.170 [29] and the CTEQ6L1 [30] parton distribution func-
tions. In the decay to π+π−Υ (1S), the three-body phase space is
uniformly sampled. Isotropic spin alignment of the parent is as-
sumed: for Υ (2S) and Υ (3S) this is supported by a recent CMS
measurement [31]. Passage of particles through the detector is ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 201 Fig. 1. The π+π−Υ (1S) invariant mass distribution in the kinematic bin most sen-
sitive to an Xb signal: |y| < 1.2, pT > 20 GeV, and cosθ∗> 0. The only apparent
peaks are at the masses of the Υ (2S) (10023 MeV) and Υ (3S) (10355 MeV). simulated with Atlfast II [32], supplementing Geant4 [33,34] with
a parameterised calorimeter response. Simulated kinematic distributions of the final-state pions and
muons are sensitive to mismodelling of the pT and y distributions
of the parent state. 5. Fitting strategy Due to the low pion momentum in the π+π−Υ (1S) rest frame,
and the reconstruction threshold of pπ
T = 400 MeV in the labo-
ratory frame, true π+π−Υ (1S) decays are preferentially recon-
structed if the parent has large pT or small θ∗(defined as the
angle, in the parent rest frame, between the dipion momentum
and the lab-frame parent momentum). In background candidates,
the dipion and dimuon systems are unrelated, and the dipions
typically have low pππ
T
in the lab; boosting to the π+π−μ+μ−
frame yields large values of θ∗, with a broad distribution around
cosθ∗= 0. In the (pT, cosθ∗) plane, then, the ratio of signal to
background candidates is largest in the upper-right region, and
smallest in the lower-left. y
pT
cos θ
The shape of the signal peaks reflects the detector resolution,
which differs between the barrel and endcap, and varies as a func-
tion of mass; in a given rapidity bin at a given mass, a single
function can be used across the whole (pT, cosθ∗) range. In each
rapidity bin, the signal is fitted using two Gaussians with a com-
mon mean, a narrow component fraction f , and a ratio r of broad
to narrow widths. These parameters are found to be independent
of mass, and are fixed to the average values across the simula-
tion samples. The remaining parameter, the width of the narrow
component, σ , depends linearly on the mass of the parent state. Together with the splitting functions defined above, this allows the
signal shape and the fraction of the signal falling in each of the
analysis bins to be determined for any Xb mass. The mass resolution and background shape differ at central and
forward rapidities, so the analysis is performed in bins of |y| < 1.2
(barrel) and 1.2 < |y| < 2.4 (endcap). Several possible ways to ex-
ploit the (pT, cosθ∗) discrimination were considered, including fur-
ther binning, a diagonal cut in (pT, cosθ∗), and a requirement on
the R between the Υ (1S) and each pion (as used by CMS [25]). The choice of method was based on optimising the expected sig-
nificance for a weak signal at a mass of 10 561 MeV. In the final
approach eight analysis bins of varying sensitivity are used, formed
from combinations of high and low |y|, high and low pT, and high
and low cosθ∗. 3. Reconstruction and event selection ATLAS has measured doubly differential pro-
duction cross sections for Υ (2S) and Υ (3S) at 7 TeV in pT bins
up to 70 GeV for |y| < 1.2 and 1.2 < |y| < 2.25 [35]. These results
can be extended to |y| < 2.4 assuming flat rapidity dependence,
and up to pT = 100 GeV using CMS measurements [36]. The result-
ing Υ (2S) cross section is compared to the production kinematics
of a 7 TeV simulation using the 2011 ATLAS tune [37] of Pythia
6.4 [38]. The ratio of the two in (|y|, pT) bins defines production
weights, which are applied to the 8 TeV Υ (2S) simulated sample,
assuming that Pythia correctly models the increase in cross sec-
tion with √
s. The same procedure is used for the Υ (3S); for other
masses, linear extrapolation of the Υ (2S) and Υ (3S) weights is
used. The simulated Υ (2S) and Υ (3S) →π+π−Υ (1S) samples are
further reweighted to match dipion mass distributions observed by
CLEO [39,40], to allow comparison of simulation and data. Fig. 1. The π+π−Υ (1S) invariant mass distribution in the kinematic bin most sen-
sitive to an Xb signal: |y| < 1.2, pT > 20 GeV, and cosθ∗> 0. The only apparent
peaks are at the masses of the Υ (2S) (10023 MeV) and Υ (3S) (10355 MeV). as splitting functions. At any specified mass, the signal yield frac-
tion in any particular (|y|, pT, cosθ∗) bin can be calculated from an
appropriately chosen product of three of these and their comple-
ments, (1 −S). For example, the fraction in the bin (|y| < 1.2, pT >
20 GeV, cosθ∗< 0) is given by S|y| · (1 −Sb
pT(m)) · S(3)
cos θ∗(m). 5. Fitting strategy The optimal bin boundaries for pT and cosθ∗were
determined to be 20 GeV and 0, respectively. Searches for the production of the Υ (10 860) and Υ (11 020),
which have natural widths larger than the experimental resolu-
tion, are also performed. Each of these states is modelled as a
Breit–Wigner convolved with the mass-dependent signal shape de-
scribed in the previous paragraph, representing the detector reso-
lution. The fractions of the Υ (10 860) signal falling in the eight
analysis bins are extracted from the simulation, while those for
the Υ (11 020) are determined by extrapolation. All fits presented here are binned, extended maximum-likeli-
hood fits in a local region around the mass of interest. The bin
width is 2 MeV in all fits. The background is described by a lin-
ear combination of Chebychev polynomials up to second-order,
with independent parameters in each analysis bin, unless other-
wise specified. The π+π−Υ (1S) mass distribution for the most sensitive bin
(|y| < 1.2, pT > 20 GeV, cosθ∗> 0) is shown in Fig. 1. The Υ (2S)
and Υ (3S) peaks are clearly visible, but no other peaks are ap-
parent. The background in this bin decreases with mass above the
Υ (3S), whereas the fraction of signal events falling in this bin is
constant above the Υ (3S) in the simulation. Thus higher sensitivity
is expected at larger masses. 6. Results for the Υ (2S) and Υ (3S) To test kine-
matic distributions in the Υ (2S) simulation, signal fractions in the
eight analysis bins are checked against their expected values, and
are found to be consistent within statistical uncertainties. where the product of the cross section and branching fraction,
(σB)2S, is estimated from the extended cross-section measure-
ment (see Section 4) using world-average values for the branching
fractions B(Υ (1S) →μ+μ−) and B(Υ (2S) →π+π−Υ (1S)) [23]. The shape of the doubly differential cross section is also used
to calculate the acceptance, A = (1.442 ± 0.004)%, assuming the
CLEO dipion mass spectrum [39] and isotropic signal decays. The
reconstruction efficiency for decays within the acceptance, ϵ =
0.283 ± 0.002, is taken from the Υ (2S) simulation. To test kine-
matic distributions in the Υ (2S) simulation, signal fractions in the
eight analysis bins are checked against their expected values, and
are found to be consistent within statistical uncertainties. At each mass, the p-value is extracted using the asymptotic
formula [41] for the q0 statistic, a modification of the standard
likelihood ratio (see Fig. 3). No evidence for new states with local
significance z ≥3 is found. The expected number of Xb events can be written as N = N2S · R · A
A2S
· ϵ
ϵ2S
,
(2) N = N2S · R · A
A2S
· ϵ
ϵ2S
, N = N2S · R · A
A2S
· ϵ
ϵ2S
, (2) where R ≡(σB)/(σB)2S, the production rate relative to that of
the Υ (2S). The efficiency, ϵ, as a function of mass is determined
by fitting a function a + b/(1 + e−c(m−d)) to the values from the
simulated samples. The acceptance increases with the mass of the
parent state due to the increased energy available to the pions
and muons. Additionally, the measured production spectra of the
Υ (1S), Υ (2S), and Υ (3S) states [35] are progressively harder in
pT with increasing mass. The acceptance for a hypothetical Xb
state of arbitrary mass is estimated here by linear extrapolation
of calculations performed at the Υ (2S) and Υ (3S), using the mea-
sured production spectra of these states. The ratio (Aϵ)/(Aϵ)2S
rises from 1.1 at m = 10 GeV to 7.5 at m = 11 GeV. 6. Results for the Υ (2S) and Υ (3S) Based on the simulation samples, the fraction of signal in the
barrel region |y| < 1.2 is independent of mass with an aver-
age value of S|y| = 0.606 ± 0.004. Within the barrel, the frac-
tion of signal with pT < 20 GeV develops smoothly with mass
and can be characterised by an analytic turn-on curve Sb
pT(m) =
a/(1 + e−b(m−c)). In the endcap, the dependence is described by
Sec
pT(m), which has the same functional form as Sb
pT(m) with dif-
ferent values for the parameters. Similarly, within each (|y|, pT)
bin the fraction of the signal with cosθ∗< 0 is modelled with a
quadratic function, S(i)
cos θ∗(m) = a + bm + cm2, where i = 1–4 labels
the bin. These S functions, seven in total, are referred to below Fits to the π+π−Υ (1S) spectrum near the Υ (2S) are first
performed separately in barrel and endcap bins, across the full
(pT, cosθ∗) range, with signal mass and width parameters free in
the fit (Figs. 2a and 2b). In both cases, the mass is consistent with
the world average for the Υ (2S), and the σ parameters are within
uncertainties of the values fitted to the Υ (2S) simulation. Signal shape parameters are then fixed to simulated values to
reduce uncertainties, and a separate fit is performed on each anal-
ysis bin. The fraction of signal decays falling in the barrel is mea-
sured to be 0.67 ± 0.04, compared to 0.606 ± 0.004 in the simula- ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 202 202
ATLAS Collaboration / Physics Letters B 740 (2015) 199–217
Fig. 2. The measured π+π−Υ (1S) invariant mass (data points), together with fits (red solid curves) to the Υ (2S) peak in the (a) barrel and (b) endcap, with signal mass (m)
and width parameters (σb and σec, respectively) free; and (c) a fit to the Υ (3S) peak in the most sensitive bin, with zero suppressed on the vertical scale. Ns is the fitted
signal yield in each bin. The background component (green, long-dashed) and the signal component (peaked blue curve) are also shown separately. In each case, the lower
panel shows background-subtracted data, with the total signal function (blue solid) and its two Gaussian components (pink, short-dashed curves) overlaid. 6. Results for the Υ (2S) and Υ (3S) A simultaneous fit to the analysis bins is also performed at
the Υ (3S) mass, with reduced χ 2 = 1.0 and statistical significance
(from the likelihood-ratio test statistic) z = 8.7. An individual fit
to the most sensitive bin (shown in Fig. 2(c), with larger binning
to emphasise the peak) has significance z = 6.5. The total Υ (3S)
yield, 11 600 ± 1300, agrees with the prediction estimated analo-
gously to Eq. (1), 11 400 ± 1500. 7.1. Hypothesis tests Using Eq. (2) and the formalism from Ref. [41], the expected
significance for a relative production rate R = 6.56% (the value of
the analogous quantity for the X(3872) [5]) is calculated as a func-
tion of mass, shown as the dashed blue line in Fig. 3; it exceeds 5σ
for m ≳10.12 GeV. Expectations for a weaker signal with R = 3%
are also shown (long-dashed red line). Given the null result, up-
per limits are calculated on R after modifying the fit to include
systematic uncertainties. A hypothesis test for the presence of an Xb peak is performed
every 10 MeV from 10 GeV to 11 GeV, assuming a narrow state3
that has a differential cross section with a (|y|, pT) distribution
similar to that of the Υ (2S) or Υ (3S), decaying according to three-
body phase space. The signal shape and bin splittings are treated
as described in Section 5. At each mass, a simultaneous fit to the
analysis bins is performed in a range m ± 8σec, where σec(m) is
the width of the narrow signal component in the endcap: the win-
dow varies from ±72 MeV at 10 GeV to ±224 MeV at 10.9 GeV; 3 Here, a narrow state refers to one whose natural width is much smaller than
the experimental resolution. 6. Results for the Υ (2S) and Υ (3S) (For interpretation
of the references to color in this figure legend, the reader is referred to the web version of this article.) Fig. 2. The measured π+π−Υ (1S) invariant mass (data points), together with fits (red solid curves) to the Υ (2S) peak in the (a) barrel and (b) endcap, with signal mass (m)
and width parameters (σb and σec, respectively) free; and (c) a fit to the Υ (3S) peak in the most sensitive bin, with zero suppressed on the vertical scale. Ns is the fitted
signal yield in each bin. The background component (green, long-dashed) and the signal component (peaked blue curve) are also shown separately. In each case, the lower
panel shows background-subtracted data, with the total signal function (blue solid) and its two Gaussian components (pink, short-dashed curves) overlaid. (For interpretation
of the references to color in this figure legend, the reader is referred to the web version of this article.) tion; similar results were seen in 7 TeV data. The ratio 0.67/0.606
is used to rescale the barrel fraction in the simulation. near 11 GeV, m −8σec < m < 11.2 GeV is used. When fitting
near the Υ (2S) and Υ (3S) regions, the lineshapes for these signal
components are added to the background model, with normali-
sations governed by Gaussian constraints to the values obtained
from the fits given in Section 6. In the immediate vicinity of the
peaks, m2S,3S ± 4σb, no search is performed; the width of the nar-
row signal component in the barrel, σb, is 5.66 MeV (9.37 MeV)
at the Υ (2S) (Υ (3S)) mass. This reduces the analysis range to
10.05–10.31 and 10.40–11.00 GeV. The total fitted yield N2S = 34 300 ± 800 is consistent with (1) Nexpected
2
= (σB)2S · L · A · ϵ = 33 300 ± 2500,
(1) where the product of the cross section and branching fraction,
(σB)2S, is estimated from the extended cross-section measure-
ment (see Section 4) using world-average values for the branching
fractions B(Υ (1S) →μ+μ−) and B(Υ (2S) →π+π−Υ (1S)) [23]. The shape of the doubly differential cross section is also used
to calculate the acceptance, A = (1.442 ± 0.004)%, assuming the
CLEO dipion mass spectrum [39] and isotropic signal decays. The
reconstruction efficiency for decays within the acceptance, ϵ =
0.283 ± 0.002, is taken from the Υ (2S) simulation. 7.3. Upper limit calculation Alterna-
tive extrapolations between the Υ (1S) and Υ (2S), and between
Υ (1S) and Υ (3S), are also tried; the greatest change in the accep-
tance ratio, 12%, is assigned as the uncertainty. If an Xb state exists and lies within the range of masses to
which this analysis is sensitive, its production cross section and/or
its branching fraction must be lower, relative to the Υ (2S), than
that of the X(3872) relative to the ψ(2S). There are arguments
that the decay Xb →π+π−Υ (1S) should be suppressed, in the
absence of the strong isospin-violating effects that are present for
X(3872) →π+π−J/ψ [46,47]. In this case the Xb would have
more prominent decays to π+π−χb1, π+π−π 0Υ (1S), and other
final states which are relatively difficult to reconstruct. The parameters of the efficiency, the splitting functions, and the
widths of the narrow signal components σb and σec as functions
of mass, are varied by the uncertainties on their fitted values; al-
ternative functional forms are also tried. In each case, the largest
deviation is assigned as the systematic uncertainty. The use of
production weights (described in Section 4) relies on assumptions
regarding rapidity dependence, and evolution from √
s = 7 TeV to
8 TeV. Removing these weights produces a ∼1% change in effi-
ciency ratio (most of the differences cancel), but changes the val-
ues of the splitting functions by up to 8%. All results to this point assume that any hypothetical Xb pro-
duction is unpolarised. Angular distributions of the Υ (1S, 2S, 3S)
states in pp collisions are consistent with unpolarised produc-
tion [31], but the Xb spin-alignment is unknown and can have
a strong impact on the efficiency ratio, acceptance ratio, and bin
splitting fractions. Rather than including this as a systematic un-
certainty, upper limits are recalculated under longitudinal (‘LONG’)
and three transverse (‘TRPP’, ‘TRP0’, ‘TRPM’) spin-alignment sce-
narios [48]. Shifts in the upper limits (either up or down) depend
only weakly on mass; the shift is smaller at large masses. In Fig. 4
the effect of each hypothesis is represented by a single number, Data versus simulation differences in the Υ (2S) width param-
eters in the barrel and endcap (1.9% and 4.2%, respectively) are
incorporated as a source of uncertainty, as is the statistical uncer-
tainty on the averages used for signal shape parameters f and r
(0.5–1.4%). 7.3. Upper limit calculation falling in each of the analysis bins. From Eq. (2), the upper limit on
R is proportional to the inverse fitted Υ (2S) yield, N−1
2S , and the
ratios A2S/A and ϵ2S/ϵ. For each source of systematic uncertainty,
the impact on these factors is quantified to find the maximum shift
across the mass range. These are then summed in quadrature and
included in the fit as Gaussian-constrained nuisance parameters. Upper limits are evaluated at the 95% confidence level using
the CLS method by implementing asymptotic formulae for the ˜qμ
statistic [41]. The results (Fig. 4, solid line) range between R = 0.8%
and 4.0%. Median expected upper limits assuming background only
(dashed line), and corresponding ±1σ and ±2σ bands are also
shown. These limits include the effect of systematic uncertainties:
their inclusion increased the observed limits by up to 13% and in-
flated the ±1σ band by 9.5–25%, depending on the Xb mass. The X(3872) →π+π−J/ψ dipion mass distribution favours
high mass [6,9]; for a potential hidden-beauty counterpart this
distribution is unknown. For ψ(2S) →π+π−J/ψ [42], and both
Υ (2S) [39] and Υ (4S) →π+π−Υ (1S) [43,44], the dipion mass
distributions are concentrated near the upper boundary; those for
Y(4260) →π+π−J/ψ [45] and Υ (3S) →π+π−Υ (1S) [40] are
double-humped. The results quoted here assume decay according
to three-body phase space; Υ (2S)- and Υ (3S)-like distributions
change the splitting functions by up to 35%, decrease the efficiency
ratio by up to 17%, and produce modest changes in other parame-
ters. As a check, upper limits are recalculated with modified fitting
ranges (m ± 7σec and m ± 9σec) and doubled bin widths in the
π+π−Υ (1S) mass distributions: shifts are small compared to the
±1σ bands. If an Υ (2S)-like mπ+π−distribution is assumed (cf. CMS [25]), expected upper limits increase: the fractional change is
+17% at 10.1 GeV, and ∼+5% for m > 10.4 GeV. These results exclude Xb states with R = 6.56% for masses
10.05–10.31 GeV and 10.40–11.00 GeV. The expected upper limits
are more restrictive than those from CMS above m ∼10.1 GeV, and
improve as a function of mass; the discrimination in (pT, cosθ∗),
exploited by the binning method, becomes increasingly important
as mass increases. The next largest contribution is due to the linear extrapolation
of the acceptance between the Υ (2S) and Υ (3S) values. 7.2. Systematic uncertainties The upper limit calculation depends indirectly on signal and
background fitting parameters, including the fraction of the signal ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 203 ATLAS Collaboration / Physi
Fig. 3. The solid curve shows the observed local p-value for the background-only hy-
pothesis (left scale), and the corresponding significance, z, of a peak in π+π−Υ (1S)
(right scale), as a function of the mass of a hypothetical Xb parent state. Also
shown are the expected values for the case of a signal with relative production
rates (σB)/(σB)2S of 3% (red, long-dashed) and 6.56% (blue, dashed curve). Fig. 4. Observed 95% CLS
upper limits (solid line) on the relative production
rate R = (σB)/(σB)2S of a hypothetical Xb parent state decaying isotropically to
π+π−Υ (1S), as a function of mass. The median expectation (dashed) and the cor-
responding ±1σ and ±2σ bands (green and yellow respectively) are also shown. The bar on the right shows typical shifts under alternative Xb spin-alignment sce-
narios, relative to the isotropic (‘FLAT’) case shown with the solid point. Fig. 3. The solid curve shows the observed local p-value for the background-only hy-
pothesis (left scale), and the corresponding significance, z, of a peak in π+π−Υ (1S)
(right scale), as a function of the mass of a hypothetical Xb parent state. Also
shown are the expected values for the case of a signal with relative production
rates (σB)/(σB)2S of 3% (red, long-dashed) and 6.56% (blue, dashed curve). Fig. 4. Observed 95% CLS
upper limits (solid line) on the relative production
rate R = (σB)/(σB)2S of a hypothetical Xb parent state decaying isotropically to
π+π−Υ (1S), as a function of mass. The median expectation (dashed) and the cor-
responding ±1σ and ±2σ bands (green and yellow respectively) are also shown. The bar on the right shows typical shifts under alternative Xb spin-alignment sce-
narios, relative to the isotropic (‘FLAT’) case shown with the solid point. Fig. 4. Observed 95% CLS
upper limits (solid line) on the relative production
rate R = (σB)/(σB)2S of a hypothetical Xb parent state decaying isotropically to
π+π−Υ (1S), as a function of mass. The median expectation (dashed) and the cor-
responding ±1σ and ±2σ bands (green and yellow respectively) are also shown. The bar on the right shows typical shifts under alternative Xb spin-alignment sce-
narios, relative to the isotropic (‘FLAT’) case shown with the solid point. Fig. 7.2. Systematic uncertainties 3. The solid curve shows the observed local p-value for the background-only hy-
pothesis (left scale), and the corresponding significance, z, of a peak in π+π−Υ (1S)
(right scale), as a function of the mass of a hypothetical Xb parent state. Also
shown are the expected values for the case of a signal with relative production
rates (σB)/(σB)2S of 3% (red, long-dashed) and 6.56% (blue, dashed curve). 8. Results for the Υ (13D J ) triplet, Υ (10 860), and Υ (11 020) The search described above does not account for the closely
spaced Υ (13D J) triplet or the broad Υ (10 860) and Υ (11 020). To fit for the Υ (13D J), two extra peaks are added to the sig-
nal model. CLEO [18] and BaBar [19] have measured the Υ (13D2)
mass, with an average of (10 163.7 ± 1.4) MeV, but the mass split-
ting within the triplet is unknown. Averaging over several mod-
els [49] leads to triplet masses 10 156, 10 164, and 10 170 MeV
(at 1 MeV precision). A fit is performed using these values, as-
suming independent normalisations but common signal shapes
and bin splitting fractions. A significance of z = 0.12 is found,
with fitted yields −1000 ± 3100, 600 ± 1800, and 800 ± 2300 for
J = 1, 2, and 3. Reasonable changes to the mass splittings do not
appreciably increase the significance, so there appears to be no ev-
idence for Υ (13D J) production. Assuming that J = 2 production
dominates, or that the mass splitting is larger than the experi-
mental resolution, the upper limit on R can be read from Fig. 4;
combined with the measured Υ (13D2) →π+π−Υ (1S) branching
fraction [19], this yields an upper limit on the relative cross section
σ(pp →Υ (13D2))/σ(pp →Υ (2S)) ≤0.55. The crucial computing support from all WLCG partners is ac-
knowledged gratefully, in particular from CERN and the ATLAS Tier-
1 facilities at TRIUMF (Canada), NDGF (Denmark, Norway, Swe-
den), CC-IN2P3 (France), KIT/GridKA (Germany), INFN-CNAF (Italy),
NL-T1 (Netherlands), PIC (Spain), ASGC (Taiwan), RAL (UK) and BNL
(USA) and in the Tier-2 facilities worldwide. (pp
(
))/ (pp
(
))
The signal model for Υ (10 860) and Υ (11 020) is described
in Section 5. Due to the large natural widths of these states,
the fitting range is extended to 10.498–11.198 GeV and the back-
ground polynomial order increased to three. Significances z = 0.6
and z = 0.3 are found for Υ (10 860) and Υ (11 020), for masses
and widths fixed to world-average values [23]. As these parame-
ters have large uncertainties, the significance is also calculated in
a grid of m ± 20 MeV and Γ ± Γ , where Γ is the uncertainty
on the world-average width [23]. 9. Conclusions A search for a hidden-beauty analogue of the X(3872) is
conducted by reconstructing π+π−Υ (1S)(→μ+μ−) events in
16.2 fb−1 of pp collision data recorded at √
s = 8 TeV by ATLAS
at the LHC. To optimise the sensitivity of the search, the analysis
is performed in eight bins of rapidity, transverse momentum, and
the angle (in the rest frame of the parent state) between the di-
pion system and the laboratory-frame momentum of the parent. At each mass, the presence of a signal is tested by performing
simultaneous fits to the nearby π+π−Υ (1S) mass spectrum in
these bins; no evidence for new narrow states is found for masses
10.05–10.31 GeV and 10.40–11.00 GeV. Upper limits are also set
on the ratio R = [σ(pp →Xb)B(Xb →π+π−Υ (1S))]/[σ(pp →
Υ (2S))B(Υ (2S) →π+π−Υ (1S))], with results ranging from 0.8%
to 4.0% depending on the Xb mass. The analogous ratio for the
X(3872) is 6.56%: a value this large is excluded for all Xb masses
considered. Separate fits to the Υ (13D J) triplet, Υ (10 860), and
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mark; EPLANET, ERC and NSRF, European Union; IN2P3-CNRS,
CEA-DSM/IRFU, France; GNSF, Georgia; BMBF, DFG, HGF, MPG and
AvH Foundation, Germany; GSRT and NSRF, Greece; ISF, MINERVA,
GIF, I-CORE and Benoziyo Center, Israel; INFN, Italy; MEXT and
JSPS, Japan; CNRST, Morocco; FOM and NWO, Netherlands; BRF
and RCN, Norway; MNiSW and NCN, Poland; GRICES and FCT,
Portugal; MNE/IFA, Romania; MES of Russia and ROSATOM, Rus-
sian Federation; JINR; MSTD, Serbia; MSSR, Slovakia; ARRS and
MIZŠ, Slovenia; DST/NRF, South Africa; MINECO, Spain; SRC and
Wallenberg Foundation, Sweden; SER, SNSF and Cantons of Bern
and Geneva, Switzerland; NSC, Taiwan; TAEK, Turkey; STFC, the
Royal Society and Leverhulme Trust, United Kingdom; DOE and
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,
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G. Avolio 30, G. Azuelos 94,e, Y. Azuma 156, M.A. Baak 30, A.E. Baas 58a, C. Bacci 135a,135b, H. Bachacou 137,
K. Bachas 155, M. Backes 30, M. Backhaus 30, J. Backus Mayes 144, E. Badescu 26a, P. ATLAS Collaboration Alvarez Gonzalez 89, M.G. Alviggi 103a,103b,
K. Amako 65, Y. Amaral Coutinho 24a, C. Amelung 23, D. Amidei 88, S.P. Amor Dos Santos 125a,125c,
A. Amorim 125a,125b, S. Amoroso 48, N. Amram 154, G. Amundsen 23, C. Anastopoulos 140, L.S. Ancu 49,
N. Andari 30, T. Andeen 35, C.F. Anders 58b, G. Anders 30, K.J. Anderson 31, A. Andreazza 90a,90b,
V. Andrei 58a, X.S. Anduaga 70, S. Angelidakis 9, I. Angelozzi 106, P. Anger 44, A. Angerami 35,
F. Anghinolfi30, A.V. Anisenkov 108,c, N. Anjos 12, A. Annovi 47, A. Antonaki 9, M. Antonelli 47,
A. Antonov 97, J. Antos 145b, F. Anulli 133a, M. Aoki 65, L. Aperio Bella 18, R. Apolle 119,d, G. Arabidze 89,
I. Aracena 144, Y. Arai 65, J.P. Araque 125a, A.T.H. Arce 45, J-F. Arguin 94, S. Argyropoulos 42, M. Arik 19a,
A.J. Armbruster 30, O. Arnaez 30, V. Arnal 81, H. Arnold 48, M. Arratia 28, O. Arslan 21, A. Artamonov 96, ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 206 206
ATLAS Collaboration / Physics Letters B 740 (2015) 199–217
G. Artoni 23, S. Asai 156, N. Asbah 42, A. Ashkenazi 154, B. Åsman 147a,147b, L. Asquith 6, K. Assamagan
R. Astalos 145a, M. Atkinson 166, N.B. Atlay 142, B. Auerbach 6, K. Augsten 127, M. Aurousseau 146b,
G. Avolio 30, G. Azuelos 94,e, Y. Azuma 156, M.A. Baak 30, A.E. Baas 58a, C. Bacci 135a,135b, H. Bachacou
K. Bachas 155, M. Backes 30, M. Backhaus 30, J. Backus Mayes 144, E. Badescu 26a, P. Bagiacchi 133a,133b
P. Bagnaia 133a,133b, Y. Bai 33a, T. Bain 35, J.T. Baines 130, O.K. Baker 177, P. Balek 128, F. Balli 137, E. Ban
Sw. Banerjee 174, A.A.E. Bannoura 176, V. Bansal 170, H.S. Bansil 18, L. Barak 173, S.P. Baranov 95,
E.L. Barberio 87, D. Barberis 50a,50b, M. Barbero 84, T. Barillari 100, M. Barisonzi 176, T. Barklow 144,
N. Barlow 28, B.M. Barnett 130, R.M. Barnett 15, Z. Barnovska 5, A. Baroncelli 135a, G. Barone 49, A.J. Ba
F. Barreiro 81, J. Barreiro Guimarães da Costa 57, R. Bartoldus 144, A.E. Barton 71, P. Bartos 145a,
V. Bartsch 150, A. Bassalat 116, A. Basye 166, R.L. Bates 53, J.R. Batley 28, M. Battaglia 138, M. Battistin 3
F. Bauer 137, H.S. Bawa 144,f , M.D. Beattie 71, T. Beau 79, P.H. Beauchemin 162, R. Beccherle 123a,123b,
P. Bechtle 21, H.P. Beck 17, K. ATLAS Collaboration Becker 176, S. Becker 99, M. Beckingham 171, C. Becot 116, A.J. Beddall 19
A. Beddall 19c, S. Bedikian 177, V.A. Bednyakov 64, C.P. Bee 149, L.J. Beemster 106, T.A. Beermann 176,
M. Begel 25, K. Behr 119, C. Belanger-Champagne 86, P.J. Bell 49, W.H. Bell 49, G. Bella 154, L. Bellagam
A. Bellerive 29, M. Bellomo 85, K. Belotskiy 97, O. Beltramello 30, O. Benary 154, D. Benchekroun 136a,
K. Bendtz 147a,147b, N. Benekos 166, Y. Benhammou 154, E. Benhar Noccioli 49, J.A. Benitez Garcia 160b
D.P. Benjamin 45, J.R. Bensinger 23, K. Benslama 131, S. Bentvelsen 106, D. Berge 106,
E. Bergeaas Kuutmann 167, N. Berger 5, F. Berghaus 170, J. Beringer 15, C. Bernard 22, P. Bernat 77,
C. Bernius 78, F.U. Bernlochner 170, T. Berry 76, P. Berta 128, C. Bertella 84, G. Bertoli 147a,147b,
F. Bertolucci 123a,123b, C. Bertsche 112, D. Bertsche 112, M.I. Besana 90a, G.J. Besjes 105,
O. Bessidskaia 147a,147b, M. Bessner 42, N. Besson 137, C. Betancourt 48, S. Bethke 100, W. Bhimji 46,
R.M. Bianchi 124, L. Bianchini 23, M. Bianco 30, O. Biebel 99, S.P. Bieniek 77, K. Bierwagen 54, J. Biesiad
M. Biglietti 135a, J. Bilbao De Mendizabal 49, H. Bilokon 47, M. Bindi 54, S. Binet 116, A. Bingul 19c,
C. Bini 133a,133b, C.W. Black 151, J.E. Black 144, K.M. Black 22, D. Blackburn 139, R.E. Blair 6,
J.-B. Blanchard 137, T. Blazek 145a, I. Bloch 42, C. Blocker 23, W. Blum 82,∗, U. Blumenschein 54,
G.J. Bobbink 106, V.S. Bobrovnikov 108,c, S.S. Bocchetta 80, A. Bocci 45, C. Bock 99, C.R. Boddy 119,
M. Boehler 48, T.T. Boek 176, J.A. Bogaerts 30, A.G. Bogdanchikov 108, A. Bogouch 91,∗, C. Bohm 147a,
J. Bohm 126, V. Boisvert 76, T. Bold 38a, V. Boldea 26a, A.S. Boldyrev 98, M. Bomben 79, M. Bona 75,
M. Boonekamp 137, A. Borisov 129, G. Borissov 71, M. Borri 83, S. Borroni 42, J. Bortfeldt 99,
V. Bortolotto 135a,135b, K. Bos 106, D. Boscherini 20a, M. Bosman 12, H. Boterenbrood 106, J. Boudreau 1
J. Bouffard 2, E.V. Bouhova-Thacker 71, D. Boumediene 34, C. Bourdarios 116, N. Bousson 113,
S. Boutouil 136d, A. Boveia 31, J. Boyd 30, I.R. Boyko 64, I. Bozic 13a, J. Bracinik 18, A. Brandt 8, G. Brand
O. Brandt 58a, U. Bratzler 157, B. Brau 85, J.E. Brau 115, H.M. Braun 176,∗, S.F. Brazzale 165a,165c, B. Breli
K. ATLAS Collaboration Bagiacchi 133a,133b,
P. Bagnaia 133a,133b, Y. Bai 33a, T. Bain 35, J.T. Baines 130, O.K. Baker 177, P. Balek 128, F. Balli 137, E. Banas 39,
Sw. Banerjee 174, A.A.E. Bannoura 176, V. Bansal 170, H.S. Bansil 18, L. Barak 173, S.P. Baranov 95,
E.L. Barberio 87, D. Barberis 50a,50b, M. Barbero 84, T. Barillari 100, M. Barisonzi 176, T. Barklow 144,
N. Barlow 28, B.M. Barnett 130, R.M. Barnett 15, Z. Barnovska 5, A. Baroncelli 135a, G. Barone 49, A.J. Barr 119,
F. Barreiro 81, J. Barreiro Guimarães da Costa 57, R. Bartoldus 144, A.E. Barton 71, P. Bartos 145a,
V. Bartsch 150, A. Bassalat 116, A. Basye 166, R.L. Bates 53, J.R. Batley 28, M. Battaglia 138, M. Battistin 30,
F. Bauer 137, H.S. Bawa 144,f , M.D. Beattie 71, T. Beau 79, P.H. Beauchemin 162, R. Beccherle 123a,123b,
P. Bechtle 21, H.P. Beck 17, K. Becker 176, S. Becker 99, M. Beckingham 171, C. Becot 116, A.J. Beddall 19c,
A. Beddall 19c, S. Bedikian 177, V.A. Bednyakov 64, C.P. Bee 149, L.J. Beemster 106, T.A. Beermann 176,
M. Begel 25, K. Behr 119, C. Belanger-Champagne 86, P.J. Bell 49, W.H. Bell 49, G. Bella 154, L. Bellagamba 20a,
A. Bellerive 29, M. Bellomo 85, K. Belotskiy 97, O. Beltramello 30, O. Benary 154, D. Benchekroun 136a,
K. Bendtz 147a,147b, N. Benekos 166, Y. Benhammou 154, E. Benhar Noccioli 49, J.A. Benitez Garcia 160b,
D.P. Benjamin 45, J.R. Bensinger 23, K. Benslama 131, S. Bentvelsen 106, D. Berge 106, O. Bessidskaia 147a,147b, M. Bessner 42, N. Besson 137, C. Betancourt 48, S. Bethke 100, W. Bhimji 46, ,
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M. Biglietti 135a, J. Bilbao De Mendizabal 49, H. Bilokon 47, M. Bindi 54, S. Binet 116, A. Bingul 19c,
C. Bini 133a,133b, C.W. Black 151, J.E. Black 144, K.M. Black 22, D. Blackburn 139, R.E. Blair 6, ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 207 L. Cerrito 75, F. Cerutti 15, M. Cerv 30, A. Cervelli 17, S.A. Cetin 19b, A. Chafaq 136a, D. Chakraborty 107,
I. Chalupkova 128, P. Chang 166, B. Chapleau 86, J.D. Chapman 28, D. Charfeddine 116, D.G. Charlton 18,
C.C. Chau 159, C.A. Chavez Barajas 150, S. Cheatham 86, A. Chegwidden 89, S. Chekanov 6,
S.V. Chekulaev 160a, G.A. Chelkov 64,g, M.A. Chelstowska 88, C. Chen 63, H. Chen 25, K. Chen 149,
L. ATLAS Collaboration Chen 33d,h, S. Chen 33c, X. Chen 146c, Y. Chen 66, Y. Chen 35, H.C. Cheng 88, Y. Cheng 31, A. Cheplakov 64,
R. Cherkaoui El Moursli 136e, V. Chernyatin 25,∗, E. Cheu 7, L. Chevalier 137, V. Chiarella 47,
G. Chiefari 103a,103b, J.T. Childers 6, A. Chilingarov 71, G. Chiodini 72a, A.S. Chisholm 18, R.T. Chislett 77,
A. Chitan 26a, M.V. Chizhov 64, S. Chouridou 9, B.K.B. Chow 99, D. Chromek-Burckhart 30, M.L. Chu 152,
J. Chudoba 126, J.J. Chwastowski 39, L. Chytka 114, G. Ciapetti 133a,133b, A.K. Ciftci 4a, R. Ciftci 4a, D. Cinca 53,
V. Cindro 74, A. Ciocio 15, P. Cirkovic 13b, Z.H. Citron 173, M. Citterio 90a, M. Ciubancan 26a, A. Clark 49,
P.J. Clark 46, R.N. Clarke 15, W. Cleland 124, J.C. Clemens 84, C. Clement 147a,147b, Y. Coadou 84,
M. Cobal 165a,165c, A. Coccaro 139, J. Cochran 63, L. Coffey 23, J.G. Cogan 144, J. Coggeshall 166, B. Cole 35,
S. Cole 107, A.P. Colijn 106, J. Collot 55, T. Colombo 58c, G. Colon 85, G. Compostella 100,
P. Conde Muiño 125a,125b, E. Coniavitis 48, M.C. Conidi 12, S.H. Connell 146b, I.A. Connelly 76,
S.M. Consonni 90a,90b, V. Consorti 48, S. Constantinescu 26a, C. Conta 120a,120b, G. Conti 57, F. Conventi 103a,i,
M. Cooke 15, B.D. Cooper 77, A.M. Cooper-Sarkar 119, N.J. Cooper-Smith 76, K. Copic 15, T. Cornelissen 176,
M. Corradi 20a, F. Corriveau 86,j, A. Corso-Radu 164, A. Cortes-Gonzalez 12, G. Cortiana 100, G. Costa 90a,
M.J. Costa 168, D. Costanzo 140, D. Côté 8, G. Cottin 28, G. Cowan 76, B.E. Cox 83, K. Cranmer 109, G. Cree 29,
S. Crépé-Renaudin 55, F. Crescioli 79, W.A. Cribbs 147a,147b, M. Crispin Ortuzar 119, M. Cristinziani 21,
V. Croft 105, G. Crosetti 37a,37b, C.-M. Cuciuc 26a, T. Cuhadar Donszelmann 140, J. Cummings 177,
M. Curatolo 47, C. Cuthbert 151, H. Czirr 142, P. Czodrowski 3, Z. Czyczula 177, S. D’Auria 53, M. D’Onofrio 73,
M.J. Da Cunha Sargedas De Sousa 125a,125b, C. Da Via 83, W. Dabrowski 38a, A. Dafinca 119, T. Dai 88,
O. Dale 14, F. Dallaire 94, C. Dallapiccola 85, M. Dam 36, A.C. Daniells 18, M. Dano Hoffmann 137, V. Dao 48,
G. Darbo 50a, S. Darmora 8, J. Dassoulas 42, A. Dattagupta 60, W. Davey 21, C. David 170, T. Davidek 128,
E. Davies 119,d, M. Davies 154, O. Davignon 79, A.R. Davison 77, P. ATLAS Collaboration Davison 77, Y. Davygora 58a, E. Dawe 143,
I. Dawson 140, R.K. Daya-Ishmukhametova 85, K. De 8, R. de Asmundis 103a, S. De Castro 20a,20b,
S. De Cecco 79, N. De Groot 105, P. de Jong 106, H. De la Torre 81, F. De Lorenzi 63, L. De Nooij 106,
D. De Pedis 133a, A. De Salvo 133a, U. De Sanctis 150, A. De Santo 150, J.B. De Vivie De Regie 116,
W.J. Dearnaley 71, R. Debbe 25, C. Debenedetti 138, B. Dechenaux 55, D.V. Dedovich 64, I. Deigaard 106,
J. Del Peso 81, T. Del Prete 123a,123b, F. Deliot 137, C.M. Delitzsch 49, M. Deliyergiyev 74, A. Dell’Acqua 30,
L. Dell’Asta 22, M. Dell’Orso 123a,123b, M. Della Pietra 103a,i, D. della Volpe 49, M. Delmastro 5,
P.A. Delsart 55, C. Deluca 106, S. Demers 177, M. Demichev 64, A. Demilly 79, S.P. Denisov 129,
D. Derendarz 39, J.E. Derkaoui 136d, F. Derue 79, P. Dervan 73, K. Desch 21, C. Deterre 42, P.O. Deviveiros 106,
A. Dewhurst 130, S. Dhaliwal 106, A. Di Ciaccio 134a,134b, L. Di Ciaccio 5, A. Di Domenico 133a,133b,
C. Di Donato 103a,103b, A. Di Girolamo 30, B. Di Girolamo 30, A. Di Mattia 153, B. Di Micco 135a,135b,
R. Di Nardo 47, A. Di Simone 48, R. Di Sipio 20a,20b, D. Di Valentino 29, F.A. Dias 46, M.A. Diaz 32a,
E.B. Diehl 88, J. Dietrich 42, T.A. Dietzsch 58a, S. Diglio 84, A. Dimitrievska 13a, J. Dingfelder 21,
C. Dionisi 133a,133b, P. Dita 26a, S. Dita 26a, F. Dittus 30, F. Djama 84, T. Djobava 51b, J.I. Djuvsland 58a,
M.A.B. do Vale 24c, A. Do Valle Wemans 125a,125g, D. Dobos 30, C. Doglioni 49, T. Doherty 53, T. Dohmae 156,
J. Dolejsi 128, Z. Dolezal 128, B.A. Dolgoshein 97,∗, M. Donadelli 24d, S. Donati 123a,123b, P. Dondero 120a,120b,
J. Donini 34, J. Dopke 130, A. Doria 103a, M.T. Dova 70, A.T. Doyle 53, M. Dris 10, J. Dubbert 88, S. Dube 15,
E. Dubreuil 34, E. Duchovni 173, G. Duckeck 99, O.A. Ducu 26a, D. Duda 176, A. Dudarev 30, F. Dudziak 63,
L. Duflot 116, L. Duguid 76, M. Dührssen 30, M. Dunford 58a, H. Duran Yildiz 4a, M. Düren 52,
A. Durglishvili 51b, M. Dwuznik 38a, M. Dyndal 38a, J. Ebke 99, W. Edson 2, N.C. Edwards 46, W. Ehrenfeld 21,
T. Eifert 144, G. Eigen 14, K. Einsweiler 15, T. ATLAS Collaboration Ekelof 167, M. El Kacimi 136c, M. Ellert 167, S. Elles 5,
F. Ellinghaus 82, N. Ellis 30, J. Elmsheuser 99, M. Elsing 30, D. Emeliyanov 130, Y. Enari 156, O.C. Endner 82,
117
149
177
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147
176
2 L. Cerrito 75, F. Cerutti 15, M. Cerv 30, A. Cervelli 17, S.A. Cetin 19b, A. Chafaq 136a, D. Chakraborty 107,
I. Chalupkova 128, P. Chang 166, B. Chapleau 86, J.D. Chapman 28, D. Charfeddine 116, D.G. Charlton 18,
C.C. Chau 159, C.A. Chavez Barajas 150, S. Cheatham 86, A. Chegwidden 89, S. Chekanov 6,
S.V. Chekulaev 160a, G.A. Chelkov 64,g, M.A. Chelstowska 88, C. Chen 63, H. Chen 25, K. Chen 149,
L. Chen 33d,h, S. Chen 33c, X. Chen 146c, Y. Chen 66, Y. Chen 35, H.C. Cheng 88, Y. Cheng 31, A. Cheplakov 64,
R. Cherkaoui El Moursli 136e, V. Chernyatin 25,∗, E. Cheu 7, L. Chevalier 137, V. Chiarella 47,
G. Chiefari 103a,103b, J.T. Childers 6, A. Chilingarov 71, G. Chiodini 72a, A.S. Chisholm 18, R.T. Chislett 77,
A. Chitan 26a, M.V. Chizhov 64, S. Chouridou 9, B.K.B. Chow 99, D. Chromek-Burckhart 30, M.L. Chu 152,
J. Chudoba 126, J.J. Chwastowski 39, L. Chytka 114, G. Ciapetti 133a,133b, A.K. Ciftci 4a, R. Ciftci 4a, D. Cinca 53,
V. Cindro 74, A. Ciocio 15, P. Cirkovic 13b, Z.H. Citron 173, M. Citterio 90a, M. Ciubancan 26a, A. Clark 49,
P.J. Clark 46, R.N. Clarke 15, W. Cleland 124, J.C. Clemens 84, C. Clement 147a,147b, Y. Coadou 84,
M. Cobal 165a,165c, A. Coccaro 139, J. Cochran 63, L. Coffey 23, J.G. Cogan 144, J. Coggeshall 166, B. Cole 35,
S. Cole 107, A.P. Colijn 106, J. Collot 55, T. Colombo 58c, G. Colon 85, G. Compostella 100,
P. Conde Muiño 125a,125b, E. Coniavitis 48, M.C. Conidi 12, S.H. Connell 146b, I.A. Connelly 76,
S.M. Consonni 90a,90b, V. Consorti 48, S. Constantinescu 26a, C. Conta 120a,120b, G. Conti 57, F. Conventi 103a,i,
M. Cooke 15, B.D. Cooper 77, A.M. Cooper-Sarkar 119, N.J. Cooper-Smith 76, K. Copic 15, T. Cornelissen 176,
M. Corradi 20a, F. Corriveau 86,j, A. Corso-Radu 164, A. Cortes-Gonzalez 12, G. Cortiana 100, G. Costa 90a,
M.J. Costa 168, D. Costanzo 140, D. Côté 8, G. Cottin 28, G. Cowan 76, B.E. Cox 83, K. Cranmer 109, G. Cree 29,
S. Crépé-Renaudin 55, F. Crescioli 79, W.A. Cribbs 147a,147b, M. Crispin Ortuzar 119, M. Cristinziani 21,
V. ATLAS Collaboration Croft 105, G. Crosetti 37a,37b, C.-M. Cuciuc 26a, T. Cuhadar Donszelmann 140, J. Cummings 177,
M. Curatolo 47, C. Cuthbert 151, H. Czirr 142, P. Czodrowski 3, Z. Czyczula 177, S. D’Auria 53, M. D’Onofrio 73,
M.J. Da Cunha Sargedas De Sousa 125a,125b, C. Da Via 83, W. Dabrowski 38a, A. Dafinca 119, T. Dai 88,
O. Dale 14, F. Dallaire 94, C. Dallapiccola 85, M. Dam 36, A.C. Daniells 18, M. Dano Hoffmann 137, V. Dao 48,
G. Darbo 50a, S. Darmora 8, J. Dassoulas 42, A. Dattagupta 60, W. Davey 21, C. David 170, T. Davidek 128,
E. Davies 119,d, M. Davies 154, O. Davignon 79, A.R. Davison 77, P. Davison 77, Y. Davygora 58a, E. Dawe 143,
I. Dawson 140, R.K. Daya-Ishmukhametova 85, K. De 8, R. de Asmundis 103a, S. De Castro 20a,20b,
S. De Cecco 79, N. De Groot 105, P. de Jong 106, H. De la Torre 81, F. De Lorenzi 63, L. De Nooij 106,
D. De Pedis 133a, A. De Salvo 133a, U. De Sanctis 150, A. De Santo 150, J.B. De Vivie De Regie 116,
W.J. Dearnaley 71, R. Debbe 25, C. Debenedetti 138, B. Dechenaux 55, D.V. Dedovich 64, I. Deigaard 106,
J. Del Peso 81, T. Del Prete 123a,123b, F. Deliot 137, C.M. Delitzsch 49, M. Deliyergiyev 74, A. Dell’Acqua 30,
L. Dell’Asta 22, M. Dell’Orso 123a,123b, M. Della Pietra 103a,i, D. della Volpe 49, M. Delmastro 5,
P.A. Delsart 55, C. Deluca 106, S. Demers 177, M. Demichev 64, A. Demilly 79, S.P. Denisov 129,
D. Derendarz 39, J.E. Derkaoui 136d, F. Derue 79, P. Dervan 73, K. Desch 21, C. Deterre 42, P.O. Deviveiros 106,
A. Dewhurst 130, S. Dhaliwal 106, A. Di Ciaccio 134a,134b, L. Di Ciaccio 5, A. Di Domenico 133a,133b,
C. Di Donato 103a,103b, A. Di Girolamo 30, B. Di Girolamo 30, A. Di Mattia 153, B. Di Micco 135a,135b,
R. Di Nardo 47, A. Di Simone 48, R. Di Sipio 20a,20b, D. Di Valentino 29, F.A. Dias 46, M.A. Diaz 32a,
E.B. Diehl 88, J. Dietrich 42, T.A. Dietzsch 58a, S. Diglio 84, A. Dimitrievska 13a, J. Dingfelder 21,
C. Dionisi 133a,133b, P. Dita 26a, S. Dita 26a, F. Dittus 30, F. Djama 84, T. Djobava 51b, J.I. Djuvsland 58a,
M.A.B. do Vale 24c, A. Do Valle Wemans 125a,125g, D. Dobos 30, C. Doglioni 49, T. Doherty 53, T. Dohmae 156,
J. ATLAS Collaboration Dolejsi 128, Z. Dolezal 128, B.A. Dolgoshein 97,∗, M. Donadelli 24d, S. Donati 123a,123b, P. Dondero 120a,120b,
J. Donini 34, J. Dopke 130, A. Doria 103a, M.T. Dova 70, A.T. Doyle 53, M. Dris 10, J. Dubbert 88, S. Dube 15,
E. Dubreuil 34, E. Duchovni 173, G. Duckeck 99, O.A. Ducu 26a, D. Duda 176, A. Dudarev 30, F. Dudziak 63,
L. Duflot 116, L. Duguid 76, M. Dührssen 30, M. Dunford 58a, H. Duran Yildiz 4a, M. Düren 52,
A. Durglishvili 51b, M. Dwuznik 38a, M. Dyndal 38a, J. Ebke 99, W. Edson 2, N.C. Edwards 46, W. Ehrenfeld 21,
T. Eifert 144, G. Eigen 14, K. Einsweiler 15, T. Ekelof 167, M. El Kacimi 136c, M. Ellert 167, S. Elles 5,
F. Ellinghaus 82, N. Ellis 30, J. Elmsheuser 99, M. Elsing 30, D. Emeliyanov 130, Y. Enari 156, O.C. Endner 82,
M. Endo 117, R. Engelmann 149, J. Erdmann 177, A. Ereditato 17, D. Eriksson 147a, G. Ernis 176, J. Ernst 2,
M. Ernst 25, J. Ernwein 137, D. Errede 166, S. Errede 166, E. Ertel 82, M. Escalier 116, H. Esch 43, C. Escobar 124, ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 208 ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 209 S. Hillert 21, S.J. Hillier 18, I. Hinchliffe 15, E. Hines 121, M. Hirose 158, D. Hirschbuehl 176, J. Hobbs 149,
N. Hod 106, M.C. Hodgkinson 140, P. Hodgson 140, A. Hoecker 30, M.R. Hoeferkamp 104, F. Hoenig 99,
J. Hoffman 40, D. Hoffmann 84, M. Hohlfeld 82, T.R. Holmes 15, T.M. Hong 121, L. Hooft van Huysduynen 10
W.H. Hopkins 115, Y. Horii 102, J-Y. Hostachy 55, S. Hou 152, A. Hoummada 136a, J. Howard 119, J. Howarth 4
M. Hrabovsky 114, I. Hristova 16, J. Hrivnac 116, T. Hryn’ova 5, C. Hsu 146c, P.J. Hsu 82, S.-C. Hsu 139, D. Hu 35
X. Hu 88, Y. Huang 42, Z. Hubacek 30, F. Hubaut 84, F. Huegging 21, T.B. Huffman 119, E.W. Hughes 35,
G. Hughes 71, M. Huhtinen 30, T.A. Hülsing 82, M. Hurwitz 15, N. Huseynov 64,b, J. Huston 89, J. Huth 57,
G. Iacobucci 49, G. Iakovidis 10, I. Ibragimov 142, L. Iconomidou-Fayard 116, E. Ideal 177, Z. Idrissi 136e,
P. Iengo 103a, O. Igonkina 106, T. Iizawa 172, Y. Ikegami 65, K. Ikematsu 142, M. Ikeno 65, Y. Ilchenko 31,p,
D. Iliadis 155, N. ATLAS Collaboration Ilic 159, Y. Inamaru 66, T. Ince 100, P. Ioannou 9, M. Iodice 135a, K. Iordanidou 9,
V. Ippolito 57, A. Irles Quiles 168, C. Isaksson 167, M. Ishino 67, M. Ishitsuka 158, R. Ishmukhametov 110,
C. Issever 119, S. Istin 19a, J.M. Iturbe Ponce 83, R. Iuppa 134a,134b, J. Ivarsson 80, W. Iwanski 39, H. Iwasaki 6
J.M. Izen 41, V. Izzo 103a, B. Jackson 121, M. Jackson 73, P. Jackson 1, M.R. Jaekel 30, V. Jain 2, K. Jakobs 48,
S. Jakobsen 30, T. Jakoubek 126, J. Jakubek 127, D.O. Jamin 152, D.K. Jana 78, E. Jansen 77, H. Jansen 30,
J. Janssen 21, M. Janus 171, G. Jarlskog 80, N. Javadov 64,b, T. Jav ˚urek 48, L. Jeanty 15, J. Jejelava 51a,q,
G.-Y. Jeng 151, D. Jennens 87, P. Jenni 48,r, J. Jentzsch 43, C. Jeske 171, S. Jézéquel 5, H. Ji 174, J. Jia 149,
Y. Jiang 33b, M. Jimenez Belenguer 42, S. Jin 33a, A. Jinaru 26a, O. Jinnouchi 158, M.D. Joergensen 36,
K.E. Johansson 147a,147b, P. Johansson 140, K.A. Johns 7, K. Jon-And 147a,147b, G. Jones 171, R.W.L. Jones 71,
T.J. Jones 73, J. Jongmanns 58a, P.M. Jorge 125a,125b, K.D. Joshi 83, J. Jovicevic 148, X. Ju 174, C.A. Jung 43,
R.M. Jungst 30, P. Jussel 61, A. Juste Rozas 12,o, M. Kaci 168, A. Kaczmarska 39, M. Kado 116, H. Kagan 110,
M. Kagan 144, E. Kajomovitz 45, C.W. Kalderon 119, S. Kama 40, A. Kamenshchikov 129, N. Kanaya 156,
M. Kaneda 30, S. Kaneti 28, V.A. Kantserov 97, J. Kanzaki 65, B. Kaplan 109, A. Kapliy 31, D. Kar 53,
K. Karakostas 10, N. Karastathis 10, M.J. Kareem 54, M. Karnevskiy 82, S.N. Karpov 64, Z.M. Karpova 64,
K. Karthik 109, V. Kartvelishvili 71, A.N. Karyukhin 129, L. Kashif 174, G. Kasieczka 58b, R.D. Kass 110,
A. Kastanas 14, Y. Kataoka 156, A. Katre 49, J. Katzy 42, V. Kaushik 7, K. Kawagoe 69, T. Kawamoto 156,
G. Kawamura 54, S. Kazama 156, V.F. Kazanin 108, M.Y. Kazarinov 64, R. Keeler 170, R. Kehoe 40, M. Keil 54,
J.S. Keller 42, J.J. Kempster 76, H. Keoshkerian 5, O. Kepka 126, B.P. Kerševan 74, S. Kersten 176, K. Kessoku 15
J. Keung 159, F. Khalil-zada 11, H. Khandanyan 147a,147b, A. Khanov 113, A. Khodinov 97, A. Khomich 58a,
T.J. Khoo 28, G. Khoriauli 21, A. Khoroshilov 176, V. Khovanskiy 96, E. ATLAS Collaboration Khramov 64, J. Khubua 51b, H.Y. Kim 8
H. Kim 147a,147b, S.H. Kim 161, N. Kimura 172, O. Kind 16, B.T. King 73, M. King 168, R.S.B. King 119,
S.B. King 169, J. Kirk 130, A.E. Kiryunin 100, T. Kishimoto 66, D. Kisielewska 38a, F. Kiss 48, T. Kittelmann 124,
K. Kiuchi 161, E. Kladiva 145b, M. Klein 73, U. Klein 73, K. Kleinknecht 82, P. Klimek 147a,147b, A. Klimentov 2
R. Klingenberg 43, J.A. Klinger 83, T. Klioutchnikova 30, P.F. Klok 105, E.-E. Kluge 58a, P. Kluit 106, S. Kluth 100
E. Kneringer 61, E.B.F.G. Knoops 84, A. Knue 53, D. Kobayashi 158, T. Kobayashi 156, M. Kobel 44,
M. Kocian 144, P. Kodys 128, P. Koevesarki 21, T. Koffas 29, E. Koffeman 106, L.A. Kogan 119, S. Kohlmann 176,
Z. Kohout 127, T. Kohriki 65, T. Koi 144, H. Kolanoski 16, I. Koletsou 5, J. Koll 89, A.A. Komar 95,∗,
Y. Komori 156, T. Kondo 65, N. Kondrashova 42, K. Köneke 48, A.C. König 105, S. König 82, T. Kono 65,s,
R. Konoplich 109,t, N. Konstantinidis 77, R. Kopeliansky 153, S. Koperny 38a, L. Köpke 82, A.K. Kopp 48,
K. Korcyl 39, K. Kordas 155, A. Korn 77, A.A. Korol 108,c, I. Korolkov 12, E.V. Korolkova 140, V.A. Korotkov 129,
O. Kortner 100, S. Kortner 100, V.V. Kostyukhin 21, V.M. Kotov 64, A. Kotwal 45, C. Kourkoumelis 9,
V. Kouskoura 155, A. Koutsman 160a, R. Kowalewski 170, T.Z. Kowalski 38a, W. Kozanecki 137, A.S. Kozhin 129
V. Kral 127, V.A. Kramarenko 98, G. Kramberger 74, D. Krasnopevtsev 97, M.W. Krasny 79,
A. Krasznahorkay 30, J.K. Kraus 21, A. Kravchenko 25, S. Kreiss 109, M. Kretz 58c, J. Kretzschmar 73,
K. Kreutzfeldt 52, P. Krieger 159, K. Kroeninger 54, H. Kroha 100, J. Kroll 121, J. Kroseberg 21, J. Krstic 13a,
U. Kruchonak 64, H. Krüger 21, T. Kruker 17, N. Krumnack 63, Z.V. Krumshteyn 64, A. Kruse 174,
M.C. Kruse 45, M. Kruskal 22, T. Kubota 87, H. Kucuk 77, S. Kuday 4a, S. Kuehn 48, A. Kugel 58c, A. Kuhl 138,
T. Kuhl 42, V. Kukhtin 64, Y. Kulchitsky 91, S. Kuleshov 32b, M. Kuna 133a,133b, J. Kunkle 121, A. Kupco 126,
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L. Lambourne 77, S. ATLAS Collaboration Lammers 60, C.L. Lampen 7, W. Lampl 7, E. Lançon 137, U. Landgraf 48, M.P.J. Landon 75,
V.S. Lang 58a, A.J. Lankford 164, F. Lanni 25, K. Lantzsch 30, S. Laplace 79, C. Lapoire 21, J.F. Laporte 137, 210
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T. Lari 90a, F. Lasagni Manghi 20a,20b, M. Lassnig 30, P. Laurelli 47, W. Lavrijsen 15, A.T. Law 138, P. Laycock 7
O. Le Dortz 79, E. Le Guirriec 84, E. Le Menedeu 12, T. LeCompte 6, F. Ledroit-Guillon 55, C.A. Lee 152,
H. Lee 106, J.S.H. Lee 117, S.C. Lee 152, L. Lee 1, G. Lefebvre 79, M. Lefebvre 170, F. Legger 99, C. Leggett 15,
A. Lehan 73, M. Lehmacher 21, G. Lehmann Miotto 30, X. Lei 7, W.A. Leight 29, A. Leisos 155, A.G. Leister 177
M.A.L. Leite 24d, R. Leitner 128, D. Lellouch 173, B. Lemmer 54, K.J.C. Leney 77, T. Lenz 21, G. Lenzen 176,
B. Lenzi 30, R. Leone 7, S. Leone 123a,123b, C. Leonidopoulos 46, S. Leontsinis 10, C. Leroy 94, C.G. Lester 28,
C.M. Lester 121, M. Levchenko 122, J. Levêque 5, D. Levin 88, L.J. Levinson 173, M. Levy 18, A. Lewis 119,
G.H. Lewis 109, A.M. Leyko 21, M. Leyton 41, B. Li 33b,u, B. Li 84, H. Li 149, H.L. Li 31, L. Li 45, L. Li 33e, S. Li 45
Y. Li 33c,v, Z. Liang 138, H. Liao 34, B. Liberti 134a, P. Lichard 30, K. Lie 166, J. Liebal 21, W. Liebig 14,
C. Limbach 21, A. Limosani 87, S.C. Lin 152,w, T.H. Lin 82, F. Linde 106, B.E. Lindquist 149, J.T. Linnemann 89,
E. Lipeles 121, A. Lipniacka 14, M. Lisovyi 42, T.M. Liss 166, D. Lissauer 25, A. Lister 169, A.M. Litke 138,
B. Liu 152, D. Liu 152, J.B. Liu 33b, K. Liu 33b,x, L. Liu 88, M. Liu 45, M. Liu 33b, Y. Liu 33b, M. Livan 120a,120b,
S.S.A. Livermore 119, A. Lleres 55, J. Llorente Merino 81, S.L. Lloyd 75, F. Lo Sterzo 152, E. Lobodzinska 42,
P. Loch 7, W.S. Lockman 138, F.K. Loebinger 83, A.E. Loevschall-Jensen 36, A. Loginov 177, T. Lohse 16,
K. Lohwasser 42, M. Lokajicek 126, V.P. Lombardo 5, B.A. Long 22, J.D. Long 88, R.E. Long 71, L. Lopes 125a,
D. Lopez Mateos 57, B. Lopez Paredes 140, I. Lopez Paz 12, J. Lorenz 99, N. ATLAS Collaboration Lorenzo Martinez 60,
M. Losada 163, P. Loscutoff 15, X. Lou 41, A. Lounis 116, J. Love 6, P.A. Love 71, A.J. Lowe 144,f , F. Lu 33a,
N. Lu 88, H.J. Lubatti 139, C. Luci 133a,133b, A. Lucotte 55, F. Luehring 60, W. Lukas 61, L. Luminari 133a,
O. Lundberg 147a,147b, B. Lund-Jensen 148, M. Lungwitz 82, D. Lynn 25, R. Lysak 126, E. Lytken 80, H. Ma 25,
L.L. Ma 33d, G. Maccarrone 47, A. Macchiolo 100, J. Machado Miguens 125a,125b, D. Macina 30,
D. Madaffari 84, R. Madar 48, H.J. Maddocks 71, W.F. Mader 44, A. Madsen 167, M. Maeno 8, T. Maeno 25,
A. Maevskiy 98, E. Magradze 54, K. Mahboubi 48, J. Mahlstedt 106, S. Mahmoud 73, C. Maiani 137,
C. Maidantchik 24a, A.A. Maier 100, A. Maio 125a,125b,125d, S. Majewski 115, Y. Makida 65, N. Makovec 116,
P. Mal 137,y, B. Malaescu 79, Pa. Malecki 39, V.P. Maleev 122, F. Malek 55, U. Mallik 62, D. Malon 6,
C. Malone 144, S. Maltezos 10, V.M. Malyshev 108, S. Malyukov 30, J. Mamuzic 13b, B. Mandelli 30,
L. Mandelli 90a, I. Mandi´c 74, R. Mandrysch 62, J. Maneira 125a,125b, A. Manfredini 100,
L. Manhaes de Andrade Filho 24b, J.A. Manjarres Ramos 160b, A. Mann 99, P.M. Manning 138,
A. Manousakis-Katsikakis 9, B. Mansoulie 137, R. Mantifel 86, L. Mapelli 30, L. March 146c, J.F. Marchand 29,
G. Marchiori 79, M. Marcisovsky 126, C.P. Marino 170, M. Marjanovic 13a, C.N. Marques 125a,
F. Marroquim 24a, S.P. Marsden 83, Z. Marshall 15, L.F. Marti 17, S. Marti-Garcia 168, B. Martin 30,
B. Martin 89, T.A. Martin 171, V.J. Martin 46, B. Martin dit Latour 14, H. Martinez 137, M. Martinez 12,o,
S. Martin-Haugh 130, A.C. Martyniuk 77, M. Marx 139, F. Marzano 133a, A. Marzin 30, L. Masetti 82,
T. Mashimo 156, R. Mashinistov 95, J. Masik 83, A.L. Maslennikov 108,c, I. Massa 20a,20b, L. Massa 20a,20b,
N. Massol 5, P. Mastrandrea 149, A. Mastroberardino 37a,37b, T. Masubuchi 156, P. Mättig 176, J. Mattmann 8
J. Maurer 26a, S.J. Maxfield 73, D.A. Maximov 108,c, R. Mazini 152, L. Mazzaferro 134a,134b, G. Mc Goldrick 15
S.P. Mc Kee 88, A. McCarn 88, R.L. McCarthy 149, T.G. McCarthy 29, N.A. McCubbin 130, K.W. McFarlane 56,∗
J.A. Mcfayden 77, G. Mchedlidze 54, S.J. McMahon 130, R.A. McPherson 170,j, J. Mechnich 106,
M. Medinnis 42, S. Meehan 31, S. ATLAS Collaboration Mehlhase 99, A. Mehta 73, K. Meier 58a, C. Meineck 99, B. Meirose 80,
C. Melachrinos 31, B.R. Mellado Garcia 146c, F. Meloni 17, A. Mengarelli 20a,20b, S. Menke 100, E. Meoni 162,
K.M. Mercurio 57, S. Mergelmeyer 21, N. Meric 137, P. Mermod 49, L. Merola 103a,103b, C. Meroni 90a,
F.S. Merritt 31, H. Merritt 110, A. Messina 30,z, J. Metcalfe 25, A.S. Mete 164, C. Meyer 82, C. Meyer 121,
J-P. Meyer 137, J. Meyer 30, R.P. Middleton 130, S. Migas 73, L. Mijovi´c 21, G. Mikenberg 173,
M. Mikestikova 126, M. Mikuž 74, A. Milic 30, D.W. Miller 31, C. Mills 46, A. Milov 173, D.A. Milstead 147a,147
D. Milstein 173, A.A. Minaenko 129, Y. Minami 156, I.A. Minashvili 64, A.I. Mincer 109, B. Mindur 38a,
M. Mineev 64, Y. Ming 174, L.M. Mir 12, G. Mirabelli 133a, T. Mitani 172, J. Mitrevski 99, V.A. Mitsou 168,
S. Mitsui 65, A. Miucci 49, P.S. Miyagawa 140, J.U. Mjörnmark 80, T. Moa 147a,147b, K. Mochizuki 84,
S. Mohapatra 35, W. Mohr 48, S. Molander 147a,147b, R. Moles-Valls 168, K. Mönig 42, C. Monini 55,
J. Monk 36, E. Monnier 84, J. Montejo Berlingen 12, F. Monticelli 70, S. Monzani 133a,133b, R.W. Moore 3,
N. Morange 62, D. Moreno 82, M. Moreno Llácer 54, P. Morettini 50a, M. Morgenstern 44, M. Morii 57,
S. Moritz 82, A.K. Morley 148, G. Mornacchi 30, J.D. Morris 75, L. Morvaj 102, H.G. Moser 100, M. Mosidze 51b
J. Moss 110, K. Motohashi 158, R. Mount 144, E. Mountricha 25, S.V. Mouraviev 95,∗, E.J.W. Moyse 85,
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D. Milstein 173, A.A. Minaenko 129, Y. Minami 156, I.A. Minashvili 64, A.I. Mincer 109, B. Mindur 38a,
M. Mineev 64, Y. Ming 174, L.M. Mir 12, G. Mirabelli 133a, T. Mitani 172, J. Mitrevski 99, V.A. Mitsou 168,
S. Mitsui 65, A. Miucci 49, P.S. Miyagawa 140, J.U. Mjörnmark 80, T. Moa 147a,147b, K. Mochizuki 84,
S. Mohapatra 35, W. Mohr 48, S. Molander 147a,147b, R. Moles-Valls 168, K. ATLAS Collaboration Mönig 42, C. Monini 55,
J. Monk 36, E. Monnier 84, J. Montejo Berlingen 12, F. Monticelli 70, S. Monzani 133a,133b, R.W. Moore 3,
N. Morange 62, D. Moreno 82, M. Moreno Llácer 54, P. Morettini 50a, M. Morgenstern 44, M. Morii 57,
S. Moritz 82, A.K. Morley 148, G. Mornacchi 30, J.D. Morris 75, L. Morvaj 102, H.G. Moser 100, M. Mosidze 51b,
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D. Muenstermann 49, Y. Munwes 154, J.A. Murillo Quijada 18, W.J. Murray 171,130, H. Musheghyan 54,
E. Musto 153, A.G. Myagkov 129,aa, M. Myska 127, O. Nackenhorst 54, J. Nadal 54, K. Nagai 61, R. Nagai 158,
Y. Nagai 84, K. Nagano 65, A. Nagarkar 110, Y. Nagasaka 59, M. Nagel 100, A.M. Nairz 30, Y. Nakahama 30,
K. Nakamura 65, T. Nakamura 156, I. Nakano 111, H. Namasivayam 41, G. Nanava 21, R. Narayan 58b,
T. Nattermann 21, T. Naumann 42, G. Navarro 163, R. Nayyar 7, H.A. Neal 88, P.Yu. Nechaeva 95, T.J. Neep 83,
P.D. Nef 144, A. Negri 120a,120b, G. Negri 30, M. Negrini 20a, S. Nektarijevic 49, C. Nellist 116, A. Nelson 164,
T.K. Nelson 144, S. Nemecek 126, P. Nemethy 109, A.A. Nepomuceno 24a, M. Nessi 30,ab, M.S. Neubauer 166,
M. Neumann 176, R.M. Neves 109, P. Nevski 25, P.R. Newman 18, D.H. Nguyen 6, R.B. Nickerson 119,
R. Nicolaidou 137, B. Nicquevert 30, J. Nielsen 138, N. Nikiforou 35, A. Nikiforov 16, V. Nikolaenko 129,aa,
I. Nikolic-Audit 79, K. Nikolics 49, K. Nikolopoulos 18, P. Nilsson 8, Y. Ninomiya 156, A. Nisati 133a,
R. Nisius 100, T. Nobe 158, L. Nodulman 6, M. Nomachi 117, I. Nomidis 29, S. Norberg 112, M. Nordberg 30,
O. Novgorodova 44, S. Nowak 100, M. Nozaki 65, L. Nozka 114, K. Ntekas 10, G. Nunes Hanninger 87,
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S. Odaka 65, H. ATLAS Collaboration Ogren 60, A. Oh 83, S.H. Oh 45, C.C. Ohm 15, H. Ohman 167, W. Okamura 117, H. Okawa 25,
Y. Okumura 31, T. Okuyama 156, A. Olariu 26a, A.G. Olchevski 64, S.A. Olivares Pino 46,
D. Oliveira Damazio 25, E. Oliver Garcia 168, A. Olszewski 39, J. Olszowska 39, A. Onofre 125a,125e,
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C. Oropeza Barrera 53, R.S. Orr 159, B. Osculati 50a,50b, R. Ospanov 121, G. Otero y Garzon 27, H. Otono 69,
M. Ouchrif 136d, E.A. Ouellette 170, F. Ould-Saada 118, A. Ouraou 137, K.P. Oussoren 106, Q. Ouyang 33a,
A. Ovcharova 15, M. Owen 83, V.E. Ozcan 19a, N. Ozturk 8, K. Pachal 119, A. Pacheco Pages 12,
C. Padilla Aranda 12, M. Pagáˇcová 48, S. Pagan Griso 15, E. Paganis 140, C. Pahl 100, F. Paige 25, P. Pais 85,
K. Pajchel 118, G. Palacino 160b, S. Palestini 30, M. Palka 38b, D. Pallin 34, A. Palma 125a,125b, J.D. Palmer 18,
Y.B. Pan 174, E. Panagiotopoulou 10, J.G. Panduro Vazquez 76, P. Pani 106, N. Panikashvili 88, S. Panitkin 25,
D. Pantea 26a, L. Paolozzi 134a,134b, Th.D. Papadopoulou 10, K. Papageorgiou 155,m, A. Paramonov 6,
D. Paredes Hernandez 155, M.A. Parker 28, F. Parodi 50a,50b, J.A. Parsons 35, U. Parzefall 48,
E. Pasqualucci 133a, S. Passaggio 50a, A. Passeri 135a, F. Pastore 135a,135b,∗, Fr. Pastore 76, G. Pásztor 29,
S. Pataraia 176, N.D. Patel 151, J.R. Pater 83, S. Patricelli 103a,103b, T. Pauly 30, J. Pearce 170, L.E. Pedersen 36,
M. Pedersen 118, S. Pedraza Lopez 168, R. Pedro 125a,125b, S.V. Peleganchuk 108, D. Pelikan 167, H. Peng 33b,
B. Penning 31, J. Penwell 60, D.V. Perepelitsa 25, E. Perez Codina 160a, M.T. Pérez García-Estañ 168,
V. Perez Reale 35, L. Perini 90a,90b, H. Pernegger 30, S. Perrella 103a,103b, R. Perrino 72a, R. Peschke 42,
V.D. Peshekhonov 64, K. Peters 30, R.F.Y. Peters 83, B.A. Petersen 30, T.C. Petersen 36, E. Petit 42,
A. Petridis 147a,147b, C. Petridou 155, E. Petrolo 133a, F. Petrucci 135a,135b, N.E. Pettersson 158, R. Pezoa 32b,
P.W. Phillips 130, G. Piacquadio 144, E. Pianori 171, A. Picazio 49, E. Piccaro 75, M. Piccinini 20a,20b,
R. Piegaia 27, D.T. Pignotti 110, J.E. Pilcher 31, A.D. Pilkington 77, J. Pina 125a,125b,125d,
M. Pinamonti 165a,165c,ac, A. Pinder 119, J.L. Pinfold 3, A. Pingel 36, B. ATLAS Collaboration Pinto 125a, S. Pires 79, M. Pitt 173,
C. Pizio 90a,90b, L. Plazak 145a, M.-A. Pleier 25, V. Pleskot 128, E. Plotnikova 64, P. Plucinski 147a,147b,
S. Poddar 58a, F. Podlyski 34, R. Poettgen 82, L. Poggioli 116, D. Pohl 21, M. Pohl 49, G. Polesello 120a,
A. Policicchio 37a,37b, R. Polifka 159, A. Polini 20a, C.S. Pollard 45, V. Polychronakos 25, K. Pommès 30,
L. Pontecorvo 133a, B.G. Pope 89, G.A. Popeneciu 26b, D.S. Popovic 13a, A. Poppleton 30, X. Portell Bueso 12,
S. Pospisil 127, K. Potamianos 15, I.N. Potrap 64, C.J. Potter 150, C.T. Potter 115, G. Poulard 30, J. Poveda 60,
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L.E. Price 6, D. Prieur 124, M. Primavera 72a, M. Proissl 46, K. Prokofiev 47, F. Prokoshin 32b,
E. Protopapadaki 137, S. Protopopescu 25, J. Proudfoot 6, M. Przybycien 38a, H. Przysiezniak 5, E. Ptacek 115
D. Puddu 135a,135b, E. Pueschel 85, D. Puldon 149, M. Purohit 25,ad, P. Puzo 116, J. Qian 88, G. Qin 53, Y. Qin 83
A. Quadt 54, D.R. Quarrie 15, W.B. Quayle 165a,165b, M. Queitsch-Maitland 83, D. Quilty 53, A. Qureshi 160b,
V. Radeka 25, V. Radescu 42, S.K. Radhakrishnan 149, P. Radloff 115, P. Rados 87, F. Ragusa 90a,90b,
G. Rahal 179, S. Rajagopalan 25, M. Rammensee 30, A.S. Randle-Conde 40, C. Rangel-Smith 167, K. Rao 164,
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S. Resconi 90a, O.L. Rezanova 108,c, P. Reznicek 128, R. Rezvani 94, R. Richter 100, M. Ridel 79, P. Rieck 16, ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 212 212
ATLAS Collaboration / Physics Letters B 740 (2015) 199 217
J. Rieger 54, M. Rijssenbeek 149, A. Rimoldi 120a,120b, L. Rinaldi 20a, E. Ritsch 61, I. Riu 12, F. Rizatdinova 113,
E. Rizvi 75, S.H. Robertson 86,j, A. Robichaud-Veronneau 86, D. Robinson 28, J.E.M. Robinson 83,
A. Robson 53, C. Roda 123a,123b, L. Rodrigues 30, S. Roe 30, O. ATLAS Collaboration Røhne 118, S. Rolli 162, A. Romaniouk 97,
M. Romano 20a,20b, E. Romero Adam 168, N. Rompotis 139, M. Ronzani 48, L. Roos 79, E. Ros 168,
S. Rosati 133a, K. Rosbach 49, M. Rose 76, P. Rose 138, P.L. Rosendahl 14, O. Rosenthal 142, V. Rossetti 147a,147b,
E. Rossi 103a,103b, L.P. Rossi 50a, R. Rosten 139, M. Rotaru 26a, I. Roth 173, J. Rothberg 139, D. Rousseau 116,
C.R. Royon 137, A. Rozanov 84, Y. Rozen 153, X. Ruan 146c, F. Rubbo 12, I. Rubinskiy 42, V.I. Rud 98,
C. Rudolph 44, M.S. Rudolph 159, F. Rühr 48, A. Ruiz-Martinez 30, Z. Rurikova 48, N.A. Rusakovich 64,
A. Ruschke 99, J.P. Rutherfoord 7, N. Ruthmann 48, Y.F. Ryabov 122, M. Rybar 128, G. Rybkin 116,
N.C. Ryder 119, A.F. Saavedra 151, S. Sacerdoti 27, A. Saddique 3, I. Sadeh 154, H.F-W. Sadrozinski 138,
R. Sadykov 64, F. Safai Tehrani 133a, H. Sakamoto 156, Y. Sakurai 172, G. Salamanna 135a,135b,
A. Salamon 134a, M. Saleem 112, D. Salek 106, P.H. Sales De Bruin 139, D. Salihagic 100, A. Salnikov 144,
J. Salt 168, D. Salvatore 37a,37b, F. Salvatore 150, A. Salvucci 105, A. Salzburger 30, D. Sampsonidis 155,
A. Sanchez 103a,103b, J. Sánchez 168, V. Sanchez Martinez 168, H. Sandaker 14, R.L. Sandbach 75,
H.G. Sander 82, M.P. Sanders 99, M. Sandhoff 176, T. Sandoval 28, C. Sandoval 163, R. Sandstroem 100,
D.P.C. Sankey 130, A. Sansoni 47, C. Santoni 34, R. Santonico 134a,134b, H. Santos 125a, I. Santoyo Castillo 150,
K. Sapp 124, A. Sapronov 64, J.G. Saraiva 125a,125d, B. Sarrazin 21, G. Sartisohn 176, O. Sasaki 65, Y. Sasaki 156,
G. Sauvage 5,∗, E. Sauvan 5, P. Savard 159,e, D.O. Savu 30, C. Sawyer 119, L. Sawyer 78,n, D.H. Saxon 53,
J. Saxon 121, C. Sbarra 20a, A. Sbrizzi 20a,20b, T. Scanlon 77, D.A. Scannicchio 164, M. Scarcella 151,
V. Scarfone 37a,37b, J. Schaarschmidt 173, P. Schacht 100, D. Schaefer 30, R. Schaefer 42, S. Schaepe 21,
S. Schaetzel 58b, U. Schäfer 82, A.C. Schaffer 116, D. Schaile 99, R.D. Schamberger 149, V. Scharf 58a,
V.A. Schegelsky 122, D. Scheirich 128, M. Schernau 164, M.I. Scherzer 35, C. Schiavi 50a,50b, J. Schieck 99,
C. Schillo 48, M. Schioppa 37a,37b, S. Schlenker 30, E. Schmidt 48, K. Schmieden 30, C. Schmitt 82,
S. Schmitt 58b, B. Schneider 17, Y.J. Schnellbach 73, U. Schnoor 44, L. Schoeffel 137, A. ATLAS Collaboration Schoening 58b,
B.D. Schoenrock 89, A.L.S. Schorlemmer 54, M. Schott 82, D. Schouten 160a, J. Schovancova 25,
S. Schramm 159, M. Schreyer 175, C. Schroeder 82, N. Schuh 82, M.J. Schultens 21, H.-C. Schultz-Coulon 58a,
H. Schulz 16, M. Schumacher 48, B.A. Schumm 138, Ph. Schune 137, C. Schwanenberger 83,
A. Schwartzman 144, T.A. Schwarz 88, Ph. Schwegler 100, Ph. Schwemling 137, R. Schwienhorst 89,
J. Schwindling 137, T. Schwindt 21, M. Schwoerer 5, F.G. Sciacca 17, E. Scifo 116, G. Sciolla 23, W.G. Scott 130,
F. Scuri 123a,123b, F. Scutti 21, J. Searcy 88, G. Sedov 42, E. Sedykh 122, S.C. Seidel 104, A. Seiden 138,
F. Seifert 127, J.M. Seixas 24a, G. Sekhniaidze 103a, S.J. Sekula 40, K.E. Selbach 46, D.M. Seliverstov 122,∗,
G. Sellers 73, N. Semprini-Cesari 20a,20b, C. Serfon 30, L. Serin 116, L. Serkin 54, T. Serre 84, R. Seuster 160a,
H. Severini 112, T. Sfiligoj 74, F. Sforza 100, A. Sfyrla 30, E. Shabalina 54, M. Shamim 115, L.Y. Shan 33a,
R. Shang 166, J.T. Shank 22, M. Shapiro 15, P.B. Shatalov 96, K. Shaw 165a,165b, C.Y. Shehu 150, P. Sherwood 77,
L. Shi 152,ae, S. Shimizu 66, C.O. Shimmin 164, M. Shimojima 101, M. Shiyakova 64, A. Shmeleva 95,
M.J. Shochet 31, D. Short 119, S. Shrestha 63, E. Shulga 97, M.A. Shupe 7, S. Shushkevich 42, P. Sicho 126,
O. Sidiropoulou 155, D. Sidorov 113, A. Sidoti 133a, F. Siegert 44, Dj. Sijacki 13a, J. Silva 125a,125d, Y. Silver 154,
D. Silverstein 144, S.B. Silverstein 147a, V. Simak 127, O. Simard 5, Lj. Simic 13a, S. Simion 116, E. Simioni 82,
B. Simmons 77, R. Simoniello 90a,90b, M. Simonyan 36, P. Sinervo 159, N.B. Sinev 115, V. Sipica 142,
G. Siragusa 175, A. Sircar 78, A.N. Sisakyan 64,∗, S.Yu. Sivoklokov 98, J. Sjölin 147a,147b, T.B. Sjursen 14,
H.P. Skottowe 57, K.Yu. Skovpen 108, P. Skubic 112, M. Slater 18, T. Slavicek 127, K. Sliwa 162, V. Smakhtin 173,
B.H. Smart 46, L. Smestad 14, S.Yu. Smirnov 97, Y. Smirnov 97, L.N. Smirnova 98,af , O. Smirnova 80,
K.M. Smith 53, M. Smizanska 71, K. Smolek 127, A.A. Snesarev 95, G. Snidero 75, S. Snyder 25, R. Sobie 170,j,
F. Socher 44, A. Soffer 154, D.A. Soh 152,ae, C.A. Solans 30, M. Solar 127, J. Solc 127, E.Yu. Soldatov 97,
U. Soldevila 168, A.A. Solodkov 129, A. Soloshenko 64, O.V. Solovyanov 129, V. ATLAS Collaboration Solovyev 122, P. Sommer 48,
H.Y. Song 33b, N. Soni 1, A. Sood 15, A. Sopczak 127, B. Sopko 127, V. Sopko 127, V. Sorin 12, M. Sosebee 8,
R. Soualah 165a,165c, P. Soueid 94, A.M. Soukharev 108,c, D. South 42, S. Spagnolo 72a,72b, F. Spanò 76,
W.R. Spearman 57, F. Spettel 100, R. Spighi 20a, G. Spigo 30, L.A. Spiller 87, M. Spousta 128, T. Spreitzer 159,
B. Spurlock 8, R.D. St. Denis 53,∗, S. Staerz 44, J. Stahlman 121, R. Stamen 58a, S. Stamm 16, E. Stanecka 39,
R.W. Stanek 6, C. Stanescu 135a, M. Stanescu-Bellu 42, M.M. Stanitzki 42, S. Stapnes 118, E.A. Starchenko 129,
J. Stark 55, P. Staroba 126, P. Starovoitov 42, R. Staszewski 39, P. Stavina 145a,∗, P. Steinberg 25, B. Stelzer 143,
H.J. Stelzer 30, O. Stelzer-Chilton 160a, H. Stenzel 52, S. Stern 100, G.A. Stewart 53, J.A. Stillings 21, J. Rieger 54, M. Rijssenbeek 149, A. Rimoldi 120a,120b, L. Rinaldi 20a, E. Ritsch 61, I. Riu 12, F. Rizatdinova 113, . Rizvi 75, S.H. Robertson 86,j, A. Robichaud-Veronneau 86, D. Robinson 28, J.E.M. Ro
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44
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48 ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 213 K. Suruliz 150, G. Susinno 37a,37b, M.R. Sutton 150, Y. Suzuki 65, M. Svatos 126, S. Swedish 169,
M. Swiatlowski 144, I. Sykora 145a, T. Sykora 128, D. Ta 89, C. Taccini 135a,135b, K. Tackmann 42, J. Taenzer 159,
A. Taffard 164, R. Tafirout 160a, N. Taiblum 154, H. Takai 25, R. Takashima 68, H. Takeda 66, T. Takeshita 141,
Y Takubo 65 M Talby 84 A A Talyshev 108,c J Y C Tam 175 K G Tan 87 J Tanaka 156 R Tanaka 116 J. Therhaag 21, T. Theveneaux-Pelzer 34, J.P. Thomas 18, J. Thomas-Wilsker 76, E.N. Thompson 35, ,
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A. Tykhonov 49, M. Tylmad 147a,147b, M. Tyndel 130, K. Uchida 21, I. ATLAS Collaboration Ueda 156, R. Ueno 29, M. Ughetto 84,
M. Ugland 14, M. Uhlenbrock 21, F. Ukegawa 161, G. Unal 30, A. Undrus 25, G. Unel 164, F.C. Ungaro 48,
Y. Unno 65, C. Unverdorben 99, D. Urbaniec 35, P. Urquijo 87, G. Usai 8, A. Usanova 61, L. Vacavant 84,
V. Vacek 127, B. Vachon 86, N. Valencic 106, S. Valentinetti 20a,20b, A. Valero 168, L. Valery 34, S. Valkar 128,
E. Valladolid Gallego 168, S. Vallecorsa 49, J.A. Valls Ferrer 168, W. Van Den Wollenberg 106, ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 214 C. Weiser 48, H. Weits 106, P.S. Wells 30, T. Wenaus 25, D. Wendland 16, Z. Weng 152,ae, T. Wengler 30,
S. Wenig 30, N. Wermes 21, M. Werner 48, P. Werner 30, M. Wessels 58a, J. Wetter 162, K. Whalen 29,
A. White 8, M.J. White 1, R. White 32b, S. White 123a,123b, D. Whiteson 164, D. Wicke 176, F.J. Wickens 130,
W. Wiedenmann 174, M. Wielers 130, P. Wienemann 21, C. Wiglesworth 36, L.A.M. Wiik-Fuchs 21,
P.A. Wijeratne 77, A. Wildauer 100, M.A. Wildt 42,ak, H.G. Wilkens 30, J.Z. Will 99, H.H. Williams 121,
S. Williams 28, C. Willis 89, S. Willocq 85, A. Wilson 88, J.A. Wilson 18, I. Wingerter-Seez 5,
F. Winklmeier 115, B.T. Winter 21, M. Wittgen 144, T. Wittig 43, J. Wittkowski 99, S.J. Wollstadt 82,
M.W. Wolter 39, H. Wolters 125a,125c, B.K. Wosiek 39, J. Wotschack 30, M.J. Woudstra 83, K.W. Wozniak 39,
M. Wright 53, M. Wu 55, S.L. Wu 174, X. Wu 49, Y. Wu 88, E. Wulf 35, T.R. Wyatt 83, B.M. Wynne 46,
S. Xella 36, M. Xiao 137, D. Xu 33a, L. Xu 33b,al, B. Yabsley 151, S. Yacoob 146b,am, R. Yakabe 66, M. Yamada 65,
H. Yamaguchi 156, Y. Yamaguchi 117, A. Yamamoto 65, K. Yamamoto 63, S. Yamamoto 156, T. Yamamura 156,
T. Yamanaka 156, K. Yamauchi 102, Y. Yamazaki 66, Z. Yan 22, H. Yang 33e, H. Yang 174, U.K. Yang 83,
Y. Yang 110, S. Yanush 92, L. Yao 33a, W-M. Yao 15, Y. Yasu 65, E. Yatsenko 42, K.H. Yau Wong 21, J. Ye 40,
S. Ye 25, I. Yeletskikh 64, A.L. Yen 57, E. Yildirim 42, M. Yilmaz 4b, R. Yoosoofmiya 124, K. Yorita 172,
R. Yoshida 6, K. Yoshihara 156, C. Young 144, C.J.S. Young 30, S. Youssef 22, D.R. Yu 15, J. Turkey 21 Physikalisches Institut, University of Bonn, Bonn, Germany 22 Department of Physics, Boston University, Boston, MA, United States 22 Department of Physics, Boston University, Boston, MA, United States 3 Department of Physics, Brandeis University, Waltham, MA, United Stat p
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29 29 Department of Physics, Carleton University, Ottawa, ON, Canada 30 CERN, Geneva, Switzerland ATLAS Collaboration Yang 174, U.K. Yang 83,
Y. Yang 110, S. Yanush 92, L. Yao 33a, W-M. Yao 15, Y. Yasu 65, E. Yatsenko 42, K.H. Yau Wong 21, J. Ye 40,
S. Ye 25, I. Yeletskikh 64, A.L. Yen 57, E. Yildirim 42, M. Yilmaz 4b, R. Yoosoofmiya 124, K. Yorita 172,
R. Yoshida 6, K. Yoshihara 156, C. Young 144, C.J.S. Young 30, S. Youssef 22, D.R. Yu 15, J. Yu 8, J.M. Yu 88,
J. Yu 113, L. Yuan 66, A. Yurkewicz 107, I. Yusuff 28,an, B. Zabinski 39, R. Zaidan 62, A.M. Zaitsev 129,aa,
A. Zaman 149, S. Zambito 23, L. Zanello 133a,133b, D. Zanzi 87, C. Zeitnitz 176, M. Zeman 127, A. Zemla 38a,
K. Zengel 23, O. Zenin 129, T. Ženiš 145a, D. Zerwas 116, G. Zevi della Porta 57, D. Zhang 88, F. Zhang 174,
H. Zhang 89, J. Zhang 6, L. Zhang 152, X. Zhang 33d, Z. Zhang 116, Z. Zhao 33b, A. Zhemchugov 64,
J. Zhong 119, B. Zhou 88, L. Zhou 35, N. Zhou 164, C.G. Zhu 33d, H. Zhu 33a, J. Zhu 88, Y. Zhu 33b, X. Zhuang 33a
K. Zhukov 95, A. Zibell 175, D. Zieminska 60, N.I. Zimine 64, C. Zimmermann 82, R. Zimmermann 21,
S. Zimmermann 21, S. Zimmermann 48, Z. Zinonos 54, M. Ziolkowski 142, G. Zobernig 174, A. Zoccoli 20a,20b,
M. zur Nedden 16, G. Zurzolo 103a,103b, V. Zutshi 107, L. Zwalinski 30 S. Zimmermann 21, S. Zimmermann 48, Z. Zinonos 54, M. Ziolkowski 142, G. Zobernig 174, A. Zoccoli 20a,20b,
M. zur Nedden 16, G. Zurzolo 103a,103b, V. Zutshi 107, L. ATLAS Collaboration Zwalinski 30 1 Department of Physics, University of Adelaide, Adelaide, Australia 1 Department of Physics, University of Adelaide, Adelaide, Australia 2 Physics Department, SUNY Albany, Albany, NY, United States 3 Department of Physics, University of Alberta, Edmonton, AB, Canada ,
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12 Institut de Física d’Altes Energies and Departament de Física de la Universitat Autònoma de Barcelona, Barcelona, Spain
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13 (a) Institute of Physics, University of Belgrade, Belgrade; (b) Vinca Institute of Nuclear Sciences, U 3 (a) Institute of Physics, University of Belgrade, Belgrade; (b) Vinca Insti 13 (a) Institute of Physics, University of Belgrade, Belgrade; (b) Vinca Institute of Nuclear Sciences, University of Belgrade, Belgrade, Serbia 14 Department for Physics and Technology, University of Bergen, Bergen, Norway 14 Department for Physics and Technology, University of Bergen, Bergen, Norway 15 Physics Division, Lawrence Berkeley National Laboratory and University of California, Berkeley, CA, United States 15 Physics Division, Lawrence Berkeley National Laboratory and U 15 Physics Division, Lawrence Berkeley National Laboratory and University of California, Berkeley, CA, United States 16 Department of Physics, Humboldt University, Berlin, Germany 16 Department of Physics, Humboldt University, Berlin, Germany 16 Department of Physics, Humboldt University, Berlin, Germany
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18 17 Albert Einstein Center for Fundamental Physics and Laboratory 17 Albert Einstein Center for Fundamental Physics and Laboratory for High Energy Physics, Univ 19 (a) Department of Physics, Bogazici University, Istanbul; (b) Department of Physics, Dogus University, Istanbul; (c) Department of Physics Engineering, Gaziantep University, Gaziantep,
Turkey 19 (a) Department of Physics, Bogazici University, Istanbul; (b) Department of Physics, Dogus University, Istanbul; (c) Department of Physics E
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Turkey ATLAS Collaboration Yu 8, J.M. Yu 88,
J. Yu 113, L. Yuan 66, A. Yurkewicz 107, I. Yusuff 28,an, B. Zabinski 39, R. Zaidan 62, A.M. Zaitsev 129,aa,
A. Zaman 149, S. Zambito 23, L. Zanello 133a,133b, D. Zanzi 87, C. Zeitnitz 176, M. Zeman 127, A. Zemla 38a,
K. Zengel 23, O. Zenin 129, T. Ženiš 145a, D. Zerwas 116, G. Zevi della Porta 57, D. Zhang 88, F. Zhang 174,
H. Zhang 89, J. Zhang 6, L. Zhang 152, X. Zhang 33d, Z. Zhang 116, Z. Zhao 33b, A. Zhemchugov 64,
J. Zhong 119, B. Zhou 88, L. Zhou 35, N. Zhou 164, C.G. Zhu 33d, H. Zhu 33a, J. Zhu 88, Y. Zhu 33b, X. Zhuang 33a,
K. Zhukov 95, A. Zibell 175, D. Zieminska 60, N.I. Zimine 64, C. Zimmermann 82, R. Zimmermann 21,
S. Zimmermann 21, S. Zimmermann 48, Z. Zinonos 54, M. Ziolkowski 142, G. Zobernig 174, A. Zoccoli 20a,20b,
M. zur Nedden 16, G. Zurzolo 103a,103b, V. Zutshi 107, L. Zwalinski 30 C. Weiser 48, H. Weits 106, P.S. Wells 30, T. Wenaus 25, D. Wendland 16, Z. Weng 152,ae, T. Wengler 30,
S. Wenig 30, N. Wermes 21, M. Werner 48, P. Werner 30, M. Wessels 58a, J. Wetter 162, K. Whalen 29,
A. White 8, M.J. White 1, R. White 32b, S. White 123a,123b, D. Whiteson 164, D. Wicke 176, F.J. Wickens 130,
W. Wiedenmann 174, M. Wielers 130, P. Wienemann 21, C. Wiglesworth 36, L.A.M. Wiik-Fuchs 21,
P.A. Wijeratne 77, A. Wildauer 100, M.A. Wildt 42,ak, H.G. Wilkens 30, J.Z. Will 99, H.H. Williams 121,
S. Williams 28, C. Willis 89, S. Willocq 85, A. Wilson 88, J.A. Wilson 18, I. Wingerter-Seez 5,
F. Winklmeier 115, B.T. Winter 21, M. Wittgen 144, T. Wittig 43, J. Wittkowski 99, S.J. Wollstadt 82,
M.W. Wolter 39, H. Wolters 125a,125c, B.K. Wosiek 39, J. Wotschack 30, M.J. Woudstra 83, K.W. Wozniak 39,
M. Wright 53, M. Wu 55, S.L. Wu 174, X. Wu 49, Y. Wu 88, E. Wulf 35, T.R. Wyatt 83, B.M. Wynne 46,
S. Xella 36, M. Xiao 137, D. Xu 33a, L. Xu 33b,al, B. Yabsley 151, S. Yacoob 146b,am, R. Yakabe 66, M. Yamada 65,
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165 (a) INFN Gruppo Collegato di Udine, Sezione di Trieste, Udine; (b) ICTP, Trieste; (c) Dipartimento di Chimica, Fisica e Ambiente, Università
166 165 (a) INFN Gruppo Collegato di Udine, Sezione di Trieste, Udine; (b) ICTP, Trieste; (c) Dipartimento d 65 (a) INFN Gruppo Collegato di Udine, Sezione di Trieste, Udine; (b) ICTP 166 Department of Physics, University of Illinois, Urbana, IL, United States 67 Department of Physics and Astronomy, University of Uppsala, Uppsala 167 Department of Physics and Astronomy, University of Uppsala, Uppsala, Swe 167 Department of Physics and Astronomy, University of Uppsala, Uppsala, Sweden 168 Instituto de Física Corpuscular (IFIC) and Departamento de Física Atómica, Molecular y Nuclear and Departamento de Ingeniería Electrón 168 Instituto de Física Corpuscular (IFIC) and Departamento de Física Atómica, Molecular y Nuclear and Departamen 168 Instituto de Física Corpuscular (IFIC) and Departamento de Física Atómica, Molecul de Barcelona (IMB-CNM), University of Valencia and CSIC, Valencia, Spain de Barcelona (IMB-CNM), University of Valencia and CSIC, Valencia, Spain 69 Department of Physics, University of British Columbia, Vancouver, BC, 169 Department of Physics, University of British Columbia, Vancouver, BC, Canad 170 Department of Physics and Astronomy, University of Victoria, Victoria, BC, Canada
171 170 Department of Physics and Astronomy, University of Victoria, Victoria, BC, Canada 171 Department of Physics, University of Warwick, Coventry, United Kingdom
172 172 Waseda University, Tokyo, Japan 30 CERN, Geneva, Switzerland Dodge Department of Physics and Astronomy, University of Oklahoma, Norman, OK, United States
113 112 Homer L. Dodge Department of Physics and Astronomy, University of Oklahoma, Norman, OK, United Sta 112 Homer L. Dodge Department of Physics and Astronomy, Univ 113 Department of Physics, Oklahoma State University, Stillw 113 Department of Physics, Oklahoma State University, Stillwater, OK, United States 113 Department of Physics, Oklahoma State University, Stillwater, OK, United States p
f
y
y
114 Palacký University, RCPTM, Olomouc, Czech Republic ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 216 115 Center for High Energy Physics, University of Oregon, Eugene, OR, United States 115 Center for High Energy Physics, University of Oregon, Eugene, OR, United States 116 LAL, Université Paris-Sud and CNRS/IN2P3, Orsay, France 117 Graduate School of Science, Osaka University, Osaka, Japan 118 Department of Physics, University of Oslo, Oslo, Norway 119 Department of Physics, Oxford University, Oxford, United Kingdom p
f
y
f
y
f
g
120 (a) INFN Sezione di Pavia; (b) Dipartimento di Fisica, Università di Pavia, Pavia, Italy 120 (a) INFN Sezione di Pavia; (b) Dipartimento di Fisica, Università di Pavia, Pavia, Italy 120 (a) INFN Sezione di Pavia; (b) Dipartimento di Fisica, Università d 121 Department of Physics, University of Pennsylvania, Philadelphia, PA, United States 121 Department of Physics, University of Pennsylvania, Philadelphia, PA, United States 121 Department of Physics, University of Pennsylvania, Phi 122 Petersburg Nuclear Physics Institute, Gatchina, Russia g
y
123 (a) INFN Sezione di Pisa; (b) Dipartimento di Fisica E. Fermi, Università di Pisa, Pisa, Italy g
y
123 (a) INFN Sezione di Pisa; (b) Dipartimento di Fisica E. Fe 123 (a) INFN Sezione di Pisa; (b) Dipartimento di Fisica E. ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 /
y
w Also at Academia Sinica Grid Computing, Institute of Physics, Academia Sinica, Taipei, Taiwan. w Also at Academia Sinica Grid Computing, Institute of Physics, A w Also at Academia Sinica Grid Computing, Institute of Physics, Academia Sinica, Taipei, Taiwan. x Also at Laboratoire de Physique Nucléaire et de Hautes Energies, UPMC and Université Paris-Diderot and CNRS/IN2P3, Paris, Fra x Also at Laboratoire de Physique Nucléaire et de Hautes Energies, UPMC and Université Paris-Did y Also at School of Physical Sciences, National Institute of Science Education and Research, Bhubaneswar, India. y Also at School of Physical Sciences, National Institute of Science Education and Resea y
z Also at Dipartimento di Fisica, Sapienza Università di Roma, Roma, Italy. so at Dipartimento di Fisica, Sapienza Università di Roma, Roma, It z Also at Dipartimento di Fisica, Sapienza Università di Roma, Roma, Italy. aa Also at Moscow Institute of Physics and Technology State University, Dolgoprudny, Russia. aa Also at Moscow Institute of Physics and Technology State University, Dolgo ab Also at Section de Physique, Université de Genève, Geneva, Switzerland. ab Also at Section de Physique, Université de Genève, Geneva, Switzerland. ac Also at International School for Advanced Studies (SISSA), Trieste, Italy. c Also at International School for Advanced Studies (SISSA), Trieste ac Also at International School for Advanced Studies (SISSA), Trieste, Italy. d ad Also at Department of Physics and Astronomy, University of South Carolina, Columbia, SC, United States of America. ad Also at Department of Physics and Astronomy, University of South Carolina, Columbia, SC, Unite ae Also at School of Physics and Engineering, Sun Yat-sen University, Guangzhou, China. ae Also at School of Physics and Engineering, Sun Yat-sen University, Guangzhou, China. ae Also at School of Physics and Engineering, Sun Yat-sen Univers af Also at Faculty of Physics, M.V. Lomonosov Moscow State University, Moscow af Also at Faculty of Physics, M.V. Lomonosov Moscow State University, Moscow, Physics, M.V. Lomonosov Moscow State University, Moscow, Russia af Also at Faculty of Physics, M.V. Lomonosov Moscow State Univ ag Also at National Research Nuclear University MEPhI, Moscow, Russia. ag Also at National Research Nuclear University MEPhI, Moscow, Russia. ah Also at Institute for Particle and Nuclear Physics, Wigner Research Centre for Physics, Budapest, Hungary. ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 f Also at Department of Physics, California State University, Fresno, CA, United States of America. f Also at Department of Physics, California State University, Fresno, CA, United States of America. g Also at Tomsk State University, Tomsk, Russia. h Also at CPPM, Aix-Marseille Université and CNRS/IN2P3, Marseille, France. h Also at CPPM, Aix-Marseille Université and CNRS/IN2P3, Marseille, France. h Also at CPPM, Aix-Marseille Université and CNRS/IN2P3 i Also at Università di Napoli Parthenope, Napoli, Italy. i Also at Università di Napoli Parthenope, Napoli, Italy. j Also at Institute of Particle Physics (IPP), Canada. k Also at Department of Physics, St. Petersburg State Polytechnical University, St. Petersburg, Russia. k Also at Department of Physics, St. Petersburg State Polytechn s, St. Petersburg State Polytechnical University, St. Petersburg, Russ k Also at Department of Physics, St. Petersburg State Polytechnical University, St. Petersburg, Russia. l Also at Chinese University of Hong Kong, China. y
g
g
m Also at Department of Financial and Management Engineering, University of the Aegean, Chios, Greece. m Also at Department of Financial and Management Engineering, University of the Aegean, Chios, Gree m Also at Department of Financial and Manageme n Also at Louisiana Tech University, Ruston, LA, United States of America. n Also at Louisiana Tech University, Ruston, LA, United States of America. o Also at Institucio Catalana de Recerca i Estudis Avancats, ICREA, Barcelona, Spa o Also at Institucio Catalana de Recerca i Estudis Avancats, ICREA, Barcelona, Spain. p Also at Department of Physics, The University of Texas at Austin, Austin, TX, United States of America. p Also at Department of Physics, The University of Texas at Austin, Austin, TX, Uni q Also at Institute of Theoretical Physics, Ilia State University, Tbilisi, Georgia. q Also at Institute of Theoretical Physics, Ilia State University, Tbilisi, Georgia. q Also at Institute of Theoretical Physics, Ilia State University, Tb r Also at CERN, Geneva, Switzerland. s Also at Ochadai Academic Production, Ochanomizu University, Tokyo, Japan. s Also at Ochadai Academic Production, Ochanomizu University, Tokyo, Japan. t Also at Manhattan College, New York, NY, United States of Am u Also at Institute of Physics, Academia Sinica, Taipei, Taiwan. u Also at Institute of Physics, Academia Sinica, Taipei, Taiwan v Also at LAL, Université Paris-Sud and CNRS/IN2P3, Orsay, France v Also at LAL, Université Paris-Sud and CNRS/IN2P3, Orsay, France. 172 Waseda University, Tokyo, Japan 173 Department of Particle Physics, The Weizmann Institute of Science, Rehovot, Israel 173 Department of Particle Physics, The Weizmann Institute of Science, Rehovot, Israel artment of Physics, University of Wisconsin, Madison, WI, United States Department of Physics, University of Wisconsin, Madison, WI, United Sta 175 Fakultät für Physik und Astronomie, Julius-Maximilians-Universität, Würzburg, Germany 175 Fakultät für Physik und Astronomie, Julius-Maximilians-Universität, Würzburg, Germany 176 Fachbereich C Physik, Bergische Universität Wuppertal, Wuppertal, Germany 176 Fachbereich C Physik, Bergische Universität Wuppertal, Wuppertal, Germany 177 Department of Physics, Yale University, New Haven, CT, United St 77 Department of Physics, Yale University, New Haven, CT, United States 178 Yerevan Physics Institute, Yerevan, Armenia 178 Yerevan Physics Institute, Yerevan, Armenia Yerevan Physics Institute, Yerevan, Armenia
179 Centre de Calcul de l’Institut National de Physique Nucléaire et de Physique des Particules (IN2P3), Villeurbanne, France y
179 Centre de Calcul de l’Institut National de Physique Nucléaire et de Physique des Particules (IN2P3), Villeurbanne, France 179 Centre de Calcul de l’Institut National de Physique Nucléaire et de Physique des Particules (IN2P3), Villeurbanne, Franc a Also at Department of Physics, King’s College London, London, United Kingdom. a Also at Department of Physics, King’s College London, London, United Kingdom. b Also at Institute of Physics, Azerbaijan Academy of Sciences, Baku, Azerbaijan. b Also at Institute of Physics, Azerbaijan Academy of Sciences, Baku, Azerbaijan. c Also at Novosibirsk State University, Novosibirsk, Russia. c Also at Novosibirsk State University, Novosibirsk, Russia. d Also at Particle Physics Department, Rutherford Appleton Laboratory, Didcot, United Kingdom. d Also at Particle Physics Department, Rutherford Appleton Laboratory, Didcot, United Kingdom. e Also at TRIUMF, Vancouver, BC, Canada. 217 ATLAS Collaboration / Physics Letters B 740 (2015) 199–217 ah Also at Institute for Particle and Nuclear Physics, Wigner Resea ah Also at Institute for Particle and Nuclear Physics, Wigner Research Centre for Physics, B ai Also at Department of Physics, Oxford University, Oxford, United Kingdom. ai Also at Department of Physics, Oxford University, Oxford, United Kingdom. j Also at Department of Physics, Nanjing University, Jiangsu, China ak Also at Institut für Experimentalphysik, Universität Hamburg, Hamburg, Germany. ak Also at Institut für Experimentalphysik, Universität Hamburg, Hamburg, Germany. al Also at Department of Physics, The University of Michigan, Ann Arbor, MI, United States of America. al Also at Department of Physics, The University of Michigan, Ann Arbor, MI, United am Also at Discipline of Physics, University of KwaZulu-Natal, Durban, South Africa p
y
,
y
,
,
an Also at University of Malaya Department of Physics Kuala Lumpur Malaysia ∗Deceased.
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Strengthening the One Health Approach in the Eastern Mediterranean Region
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Interactive journal of medical research
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Corresponding Author: Corresponding Author:
Mirwais Amiri, MPH, MD
Global Health Development | Eastern Mediterranean Public Health Network
Shmeisani, Abdallah Ben Abbas Street
Bldg No 42
Amman, 11196
Jordan
Phone: 962 792985349
Email: mamiri@globalhealthdev.org Corresponding Author:
Mirwais Amiri, MPH, MD
Global Health Development | Eastern Mediterranean Public Health Network
Shmeisani, Abdallah Ben Abbas Street
Bldg No 42
Amman, 11196
Jordan
Phone: 962 792985349
Email: mamiri@globalhealthdev.org INTERACTIVE JOURNAL OF MEDICAL RESEARCH INTERACTIVE JOURNAL OF MEDICAL RESEARCH Hailat et al Abstract One Health aims to use a multidisciplinary approach to combat health threats at animal, human, and environmental health interfaces. Among its broad focus areas are issues related to food safety, the control of zoonoses, laboratory services, neglected tropical
diseases, environmental health, biosafety and biosecurity, and combatting antimicrobial resistance. A roundtable session was
conducted on November 18, 2021, as part of the Eastern Mediterranean Public Health Network's (EMPHNET) seventh regional
conference to highlight what role Global Health Development (GHD)|EMPHNET can play to strengthen the One Health approach. This viewpoint summarizes the findings of the roundtable discussion to highlight the experts’ viewpoints on strengthening the
One Health approach, including the extent of zoonotic diseases and the dynamics of pathogens and emerging diseases; the
occurrence of antimicrobial-resistant pathogens as a silent pandemic; issues surrounding the globalization of trade and food safety;
the importance of integrated solutions as a new norm; issues around the institutionalization and governance toward effective
operationalization of the One Health approach in the region; and how the One Health approach can be operationalized at global,
regional, and local levels. The panel concluded that One Health is an integrated unifying approach that aims to sustainably balance
and optimize the health of people, animals, and ecosystems, and provided recommendations to strengthen the One Health approach. It also discussed how GHD|EMPHNET can play its role in transferring the concept of One Health from theory to practice via a
solid operationalization road map guide at the Eastern Mediterranean region level. The five broad priority areas of this operational
guide include (1) establishing and strengthening a governance architecture, legal framework, and policy and advocacy structure
for One Health operationalization in the region; (2) fostering coordination, communication, and collaboration for One Health
actions across the region and beyond; (3) building the workforce capacity for effective One Health operationalization in the
region; (4) supporting regional platforms for timely, effective, and efficient data sharing and exchange on all One Health–related
issues; and (5) supporting risk communication, behavior change communication, and community engagement efforts in the
region. (Interact J Med Res 2023;12:e41190) doi: 10.2196/41190 Interact J Med Res 2023 | vol. 12 | e41190 | p. 1
(page number not for citation purposes) Strengthening the One Health Approach in the Eastern
Mediterranean Region Ekhlas Hailat1, MSc, DVM; Mirwais Amiri1, MPH, MD; Nitish Debnath2, MSci, DVM, PhD; Mahmudur Rahman1,
MBBS, MPHM, PhD; Md Nurul Islam1, MVM, DVM; Zahida Fatima3, DVM, PhD; Yousef Khader4, BDS, MSci,
MSPH, SCD; Mohannad Al Nsour1, MD, MSci, PhD
1Global Health Development | Eastern Mediterranean Public Health Network, Amman, Jordan
2Development Alternatives Incorporated, Dhaka, Bangladesh
3Animal Sciences Division, Pakistan Agricultural Research Council, Islamabad, Pakistan
4Department of Public Health, Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan Introduction Antimicrobial resistance (AMR) occurs when bacteria, viruses,
fungi, and parasites no longer respond to medications, making
infections more difficult to treat [11]. AMR is a prime example
of a global public health threat, which requires urgent
multisectoral action [11-13]. In fact, the WHO has declared that
AMR is one of the top 10 global public health threats facing
humanity, citing the misuse and overuse of antibiotics as the
main drivers in the development of microbial drug resistance
[13]. In addition, AMR poses a significant threat to world
economies, increasing mortality and disability rates, increasing
longer hospital stays, and creating a need for new drug
developments. The most alarming aspect of AMR is that the
reduced effectiveness of antibiotics and other antimicrobials
may create a future in which major surgeries and cancer
chemotherapies are considered too risky [13]. While antibiotic
misuse in medicine has been addressed increasingly in recent
years, abuse in the agricultural sector is massively neglected
and more extensive. Indeed, the Food and Drug Administration
reports revealed that more than 20 million pounds of antibiotics
were sold for use in livestock farms in 2014 [14] and about 80%
of medically important antibiotics are regularly fed to livestock
in some countries [15]. In this regard, Global Health Development (GHD)|Eastern
Mediterranean Public Health Network (EMPHNET) strongly
believes in the effective role of One Health in responses and
actions at the animal-human-ecosystem interface, especially
targeting emerging and endemic zoonoses, and commends the
role of FAO-OIE-WHO Tripartite to create and support One
Health programs. A roundtable session was conducted on
November 18, 2021, as part of EMPHNET’s seventh regional
conference to highlight what role GHD|EMPHNET can play to
strengthen the One Health approach. This viewpoint summarizes
the findings of the roundtable discussion to highlight the drivers,
integrated solutions, and success stories regarding the
implementation of One Health, and highlight the role that
GHD|EMPHNET can play in transferring the concept of One
Health from theory to practice. Another important topic discussed during the panel revolved
around the globalization of trade and food safety. It was
highlighted that globalization of trade plays an important role
in disease spread and food safety, posing a challenge to the
public health sector [16]. FAO promotes One Health with a
focus on food safety and security, sustainable agriculture, AMR,
nutrition, animal and plant health, fisheries, and livelihoods. Introduction One Health has been defined by the World Health Organization
(WHO) as “an approach to designing and implementing
programs, policies, legislation, and research in which multiple
sectors communicate and work together to achieve better public
health outcomes” [1]. The importance of One Health is ever
apparent in recent decades, as rapidly increasing human
populations in the 21st century have led to encroachment into
new geographic areas. Marked changes in climate and land use
such as deforestation and intensive farming practices have
resulted in more people living in close contact with domestic
and wild animals [2]. Recent reports have revealed that more
than 25% of original forest cover has been lost, and 75% of
terrestrial environments and 66% of marine environments were
severely altered by human interventions [3]. This close contact
between animals and their environments creates increasing
opportunities for the spilling over of pathogens between animals
and people, and the rise of new diseases (ie, emerging infectious
diseases [EIDs]). Furthermore, the movement of people, animals,
and animal products has grown due to advances in international
travel and trade, allowing these EIDs to spread easily across
borders and around the world [4]. Several infectious viruses have emerged or re-emerged from
wildlife, generating serious threats to the global health and the
global economy. Ebola and Marburg hemorrhagic fevers, Lassa
fever, dengue fever, yellow fever, West Nile fever, Zika, and
chikungunya vector-borne diseases, swine flu, Middle East
respiratory syndrome (MERS), and the recent COVID-19 are
additional examples of zoonoses that have spread internationally,
causing significant impact and creating a need for rapid
intervention from scientists and public health professionals [9]. In fact, evidence suggests that SARS, MERS, and COVID-19
must serve as a wake-up call to be better prepared when facing
the coming onslaught of the pathogen [10]. For effective prevention, detection, and response to EIDs or
zoonotic outbreaks, communication, coordination, and
collaboration among experts from all relevant fields, including
public, animal, and environmental health professionals, working
closely to share data and expertise is needed [1]. The WHO,
Food and Agriculture Organization of the United Nations (FAO),
and the World Organisation for Animal Health, formerly the
Office International des Epizooties (OIE), have led the charge
in promoting multisectoral responses to these issues and other
public health threats at the human-animal-ecosystem
interface [1,5,6]. The
panel
also
discussed
the
occurrence
of
antimicrobial-resistant pathogens as a silent pandemic. Hailat et al Hailat et al Examples of the effects of increasing interconnectedness and
the global impact of these diseases are the HIV/AIDS, severe
acute respiratory syndrome (SARS), the H5N1 strain of avian
influenza, and the 2009 H1N1 influenza virus pandemics. The
speed by which these diseases emerge and spread causes serious
economic and developmental concerns, in addition to their
effects on public health. The emergence of these diseases had
been concentrated in certain “hot spot” areas, like Central Africa,
South and Southeast Asia, and Latin America, where
compounding factors contribute to disease spread and highlight
the need for the improvement of disease detection and response
capacities in these countries [8]. Introduction Ensuring a One Health approach is essential for progress to
anticipate (early warning), prevent, detect, and control responses
to diseases that spread between animals and humans; tackle Interact J Med Res 2023 | vol. 12 | e41190 | p. 2
(page number not for citation purposes) KEYWORDS One Health; operationalization; zoonosis; antimicrobial resistance, Eastern Mediterranean region countri One Health; operationalization; zoonosis; antimicrobial resistance, Eastern Mediterranean region countries Interact J Med Res 2023 | vol. 12 | e41190 | p. 1
(page number not for citation purposes) https://www.i-jmr.org/2023/1/e41190 https://www.i-jmr.org/2023/1/e41190 XSL•FO
RenderX INTERACTIVE JOURNAL OF MEDICAL RESEARCH Hailat et al Roundtable Panel Discussion The panel members discussed the extent of zoonotic diseases
and the dynamics of pathogens and emerging diseases. It was
highlighted that nearly 75% of all new or EIDs affecting humans
at the beginning of the 21st century are of zoonotic origin [4]. Of those, 71.8% are reported to have genetic origins from
wildlife, indicating increasing spillover in recent years [7]. https://www.i-jmr.org/2023/1/e41190 Interact J Med Res 2023 | vol. 12 | e41190 | p. 2
(page number not for citation purposes) XSL•FO
RenderX INTERACTIVE JOURNAL OF MEDICAL RESEARCH Hailat et al Finally, the panel discussed how the One Health approach can
be operationalized at global, regional, and local levels. It was
discussed that the Tripartite Zoonoses Guide (TZG), jointly
developed by the FAO, OIE, and WHO to support countries in
adopting a One Health approach to address zoonotic outbreaks,
provides recommendations, options, and best practices, which
can be used to assist countries in achieving sustainable methods
for dealing with diseases with spillover potential. The TZG
provides an operational guide for countries to develop the
necessary capacities for preparedness for zoonotic events and
efficient flow of information among concerned parties, even in
low-resource settings [23]. Fortunately, One Health was adopted
by the Group of Seven countries, Group of 20 countries, and
World Health assemblies to reform public health, which may
facilitate their implementation globally [23]. AMR; ensure food safety; prevent environment-related human
and animal health threats; and combat many other health
challenges arising at human-animal-environmental interfaces. Good practices from farm to fork represent a One Health
approach to food safety [17]. The panel also emphasized the importance of integrated
solutions as a new norm. It was highlighted that humans,
animals, and environments are ever intertwined in the current
globalized landscape. Therefore, a multidisciplinary approach
is necessary to address any resultant emergence of zoonotic
events. One Health presents a shift in the way we think about
human and animal health and offers a new direction to tackle
these issues, but successful implementation of interventions
requires multisectoral collaboration, communication, and
coordination, as well as integration. The silo mentality of certain
institutions can impede the progress toward an integrated,
inclusionary response and must be adjusted for effective action
plans. Recommendations and Key Action or
Follow-up Areas As a result of the panel discussion and the subsequent questions
raised by the participants during the questions and answers
session, the most essential One Health considerations and their
implications specifically pertaining to the countries across the
region were identified. Recommendations to strengthen the One
Health approach include institutionalization and governance of
the One Health strategy, securing political commitment and
influencing policy changes, developing a One Health legal
framework, establishing an effective coordination mechanism
and promoting multisectoral collaboration, community
engagement for breaking silos, and better understanding of the
interconnectedness
and
interdependence
of
human-animal-ecosystem interfaces. On the other hand, it was
emphasized that epidemiological data and laboratory information
should be shared across sectors to ensure effective detection of
and response to health threats. Joint responses to health threats
should be implemented by trained One Health workforce across
sectors at the local, national, regional, and global levels. Another point discussed by the panel revolved around the
importance of institutionalization and the governance toward
effective operationalization of the One Health approach in the
region. The FAO, OIE, WHO, and the United Nations
Environment Program (UNEP) have advocated the new
operational definition of One Health as recommended by their
advisory panel, the One Health High Level Expert Panel
(OHHLEP), on December 1, 2021 [19-21]. The new One Health
definition developed by the OHHLEP states “One Health is an
integrated, unifying approach that aims to sustainably balance
and
optimize
the
health
of
people,
animals,
and
ecosystems” [18]. It is important to stress that institutionalization
and governance of the One Health approach within the
government systems is crucial to reflect the success of its
implementation across the region. This will only be achieved
if there is enough buy-in from the countries regarding the
benefits of One Health application on the public, agricultural,
and economic lives of their citizens and landscapes. Ultimately,
the goal is to ensure that the One Health way of thinking is
sustained in all governmental operations and entities working
to prevent, prepare, detect, and respond to public health events
and infectious diseases. This would ensure not only more
efficient national action plans but also the prosperity of nations
and meeting of sustainable developmental goals [21,22]. Roundtable Panel Discussion This can be done by reframing One Health as a way to
aid the smooth implementation of plans by offering a road for
the cooperation of all relevant sectors and departments when
handling any public health issue. When developing action plans
or response programs, all concerned parties should be contacted,
ideally creating a multidisciplinary team. The One Health teams
can include health care providers, public health professionals,
and epidemiologists representing the human health sector, and
veterinarians, veterinary epidemiologists, para-veterinarians,
farmers, and agriculture field workers representing animal
health, in addition to ecologists and wildlife experts representing
the environmental sector. One Health teams can also include
law enforcement officers, social scientists, policy makers, and
community members as needed to ensure effective collaboration
and representation of any matter concerning the interaction at
the animal-human-environment interface [18]. Interact J Med Res 2023 | vol. 12 | e41190 | p. 3
(page number not for citation purposes) https://www.i-jmr.org/2023/1/e41190 Recommendations and Key Action or
Follow-up Areas As a success story on the active follow-up of the panel session,
an important immediate next step was to collect and synthesize
all important discussion points and develop an operational guide
specifically geared toward the One Health priorities of the
countries across the region. Thus, in April 2022,
GHD|EMPHNET developed a technical guide entitled
“Operationalization of the One Health Approach in the Eastern
Mediterranean Region” to serve as a road map for One Health
operationalization at the regional level [24]. The guide took into
consideration the operational definition of One Health [19-21]
and the most important themes that emerged from the panel
discussion. Thus, for the effective operationalization of the One
Health approach across the region, the following five broad
priority areas were outlined: (1) establishing and strengthening
a governance architecture, legal framework, and policy and
advocacy structure for One Health operationalization in the
region; (2) fostering coordination, communication, and
collaboration for One Health actions across the region and
beyond; (3) building the workforce capacity for effective One
Health operationalization in the region; (4) supporting regional
platforms for timely, effective, and efficient data sharing and XSL•FO
RenderX Hailat et al INTERACTIVE JOURNAL OF MEDICAL RESEARCH exchange on all One Health–related issues; and (5) supporting
risk communication, behavior change communication, and
community engagement efforts in the region. Each of these five
broader strategic areas contains additional subcomponents to
allow for the development of country-specific implementation
action plans. Conclusions As promoted by the Quadripartite platform of the FAO, World
Organisation for Animal Health, WHO, and UNEP, One Health
is an integrated unifying approach that aims to sustainably
balance and optimize the health of people, animals, and
ecosystems. The health of humans, domestic and wild animals,
plants, and the wider environment (including ecosystems) are
closely linked and interdependent. To face new health challenges
that emerge at the human-animal-environment interface,
collaboration, coordination, communication, and concerted
action between different sectors are needed, in addition to
institutionalization and governance of the One Health approach. However, many countries lack the capacity to implement such
collaboration, and international organizations, nongovernmental
organizations, and private sectors can help these countries. In
this context, GHD|EMPHNET can play an effective role in
promoting and transferring the concept of One Health from
theory to practice through its developed technical guide for the
operationalization of the One Health approach at the regional
level. As a further follow-up of the panel discussion, GHD|EMPHNET
will establish a regional committee on One Health. This
committee will assume two main roles or dual functions: (1)
ensure effective regional communication and coordination by
serving primarily as a liaison between the countries in the region
and relevant global entities involved in the One Health efforts
and (2) ensure effective regional collaboration and capacity
development by functioning as a technical advisory, support,
and oversight body across the region to facilitate the One Health
Quadripartite work in the region and ensure that all stakeholders
across the region are actively engaged/involved in the One
Health response. Further, GHD|EMPHNET will work with the
countries and relevant One Health stakeholders in the region,
using its documented road map [24], to create operational work
plans for the countries within and overall operational framework
for the region. None declared. None declared. References 1. One Health. World Health Organization. 2021. URL: https://www.who.int/news-room/questions-and-answers/item/one-health
[accessed 2023-03-14] 1. One Health. World Health Organization. 2021. URL: https://www.who.int/news-room/questions-and-a
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(page number not for citation purposes) https://www.i-jmr.org/2023/1/e41190 Abbreviations Edited by A Mavragani; submitted 18.07.22; peer-reviewed by M Raimi, MM Patwary, C Zhao, A Lai, A Elidrissi; comm
28.12.22; revised version received 17.01.23; accepted 07.02.23; published 21.03.23 ©Ekhlas Hailat, Mirwais Amiri, Nitish Debnath, Mahmudur Rahman, Md Nurul Islam, Zahida Fatima, Yousef Khader, Mohannad
Al Nsour. Originally published in the Interactive Journal of Medical Research (https://www.i-jmr.org/), 21.03.2023. This is an
open-access
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https://journals.plos.org/plospathogens/article/file?id=10.1371/journal.ppat.1004930&type=printable
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English
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Potent Cell-Intrinsic Immune Responses in Dendritic Cells Facilitate HIV-1-Specific T Cell Immunity in HIV-1 Elite Controllers
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PLOS pathogens
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Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Funding: This work was supported for the US
National Institutes of Health (grants AI078799,
AI089339, HL121890, AI098484, HL126554,
AI116228 and AI087452 to XGY; AI098487 and
AI106468 to ML). EMG is supported by the Harvard
University Center of AIDS research (HU CFAR NIH/
NIAID fund 5P30AI060354-10). PBMC sample
collection was supported by the Bill and Melinda
Gates Foundation (OPP 1066973), the Mark and Lisa
Swartz Foundation, the Ragon Institute of MGH, MIT Potent Cell-Intrinsic Immune Responses in
Dendritic Cells Facilitate HIV-1-Specific T Cell
Immunity in HIV-1 Elite Controllers Enrique Martin-Gayo1, Maria Jose Buzon1,2, Zhengyu Ouyang1, Taylor Hickman1,
Jacqueline Cronin1, Dina Pimenova1, Bruce D. Walker1,3, Mathias Lichterfeld1,2,4, Xu
G. Yu1* Enrique Martin-Gayo1, Maria Jose Buzon1,2, Zhengyu Ouyang1, Taylor Hickman1,
Jacqueline Cronin1, Dina Pimenova1, Bruce D. Walker1,3, Mathias Lichterfeld1,2,4, Xu
G. Yu1* 1 Ragon Institute of MGH, MIT and Harvard, Boston, Massachusetts, United States of America, 2 Infectious
Disease Division, Massachusetts General Hospital, Boston, Massachusetts, United States of America,
3 Howard Hughes Medical Institute, Chevy Chase, Maryland, United States of America, 4 Infectious
Disease Division, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America * xyu@partners.org Editor: Guido Silvestri, Emory University, UNITED
STATES Editor: Guido Silvestri, Emory University, UNITED
STATES STATES
Received: January 26, 2015
Accepted: May 1, 2015
Published: June 11, 2015
Copyright: © 2015 Martin-Gayo et al. This is an
open access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Copyright: © 2015 Martin-Gayo et al. This is an
open access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. RESEARCH ARTICLE OPEN ACCESS The majority of HIV-1 elite controllers (EC) restrict HIV-1 replication through highly function-
al HIV-1-specific T cell responses, but mechanisms supporting the evolution of effective
HIV-1-specific T cell immunity in these patients remain undefined. Cytosolic immune recog-
nition of HIV-1 in conventional dendritic cells (cDC) can facilitate priming and expansion of
HIV-1-specific T cells; however, HIV-1 seems to be able to avoid intracellular immune rec-
ognition in cDCs in most infected individuals. Here, we show that exposure of cDCs from
EC to HIV-1 leads to a rapid and sustained production of type I interferons and upregulation
of several interferon-stimulated effector genes. Emergence of these cell-intrinsic immune
responses was associated with a reduced induction of SAMHD1 and LEDGF/p75, and an
accumulation of viral reverse transcripts, but inhibited by pharmacological blockade of viral
reverse transcription or siRNA-mediated silencing of the cytosolic DNA sensor cGAS. Im-
portantly, improved cell-intrinsic immune recognition of HIV-1 in cDCs from elite controllers
translated into stronger abilities to stimulate and expand HIV-1-specific CD8 T cell re-
sponses. These data suggest an important role of cell-intrinsic type I interferon secretion in
dendritic cells for the induction of effective HIV-1-specific CD8 T cells, and may be helpful
for eliciting functional T cell immunity against HIV-1 for preventative or therapeutic
clinical purposes. Citation: Martin-Gayo E, Buzon MJ, Ouyang Z,
Hickman T, Cronin J, Pimenova D, et al. (2015)
Potent Cell-Intrinsic Immune Responses in Dendritic
Cells Facilitate HIV-1-Specific T Cell Immunity in HIV-
1 Elite Controllers. PLoS Pathog 11(6): e1004930. doi:10.1371/journal.ppat.1004930 Citation: Martin-Gayo E, Buzon MJ, Ouyang Z,
Hickman T, Cronin J, Pimenova D, et al. (2015)
Potent Cell-Intrinsic Immune Responses in Dendritic
Cells Facilitate HIV-1-Specific T Cell Immunity in HIV-
1 Elite Controllers. PLoS Pathog 11(6): e1004930. doi:10.1371/journal.ppat.1004930 Cell-Intrinsic Immunity to HIV in Dendritic Cells and Harvard, and the International HIV Controller
Consortium. The funders had no role in study design,
data collection and analysis, decision to publish, or
preparation of the manuscript. and Harvard, and the International HIV Controller
Consortium. The funders had no role in study design,
data collection and analysis, decision to publish, or
preparation of the manuscript. effective antiviral immune defense in EC; however, emerging studies suggest that innate
and cell-intrinsic immune activities may have critical roles for supporting and enhancing
HIV-1-specific T cells. Here, we performed a detailed investigation of conventional den-
dritic cells (cDC) from elite controllers and their responses to HIV-1 infection. These stud-
ies indicate that cDC from EC have improved abilities to sense cytosolic HIV-1 replication
products, and can more effectively mount cell-intrinsic type I interferon (IFN) secretion in
response to HIV-1 infection. Notably, such increased production of type I IFN in response
to viral antigen translated into enhanced abilities to prime and expand HIV-1-specific T
cells. Together, these data suggest that a fine-tuned interplay between innate dendritic cell
responses and adaptive HIV-1-specific CD8 T cells represents a critical component of an-
tiviral immune defense in elite controllers. Competing Interests: The authors have declared
that no competing interests exist. Introduction Elite controllers can maintain undetectable levels of HIV-1 viral replication in the absence of
antiretroviral therapy, at least in part through the generation of highly-efficient HIV-1-specific
T cell responses [1–4]. As such, these patients provide living evidence that in principle, the
human immune system is capable of generating a T cell-mediated immune response that al-
lows to effectively controlling HIV-1 replication. However, it is uncertain why such immune
responses occur only in very few patients, and what mechanisms support the development of
highly-effective T cell immune responses in such a small number of individuals, and not in the
majority of alternative individuals. Dendritic cells (DCs) represent the most effective naturally-
occurring antigen-presenting cells and have critical roles for inducing and maintaining anti-
gen-specific T cell responses [5–10]. However, specific functional characteristics of DCs that
are instrumental in generating protective HIV-1-specific T- cell responses in elite controllers
are unclear, and represent an understudied area of investigation. Understanding the mecha-
nisms that facilitate the induction of effective HIV-1-specific T cells by dendritic cells is of criti-
cal interest for developing improved immunologic approaches for HIV-1 treatment and
prevention, specifically since most HIV-1 vaccine candidates rely on dendritic cells for induc-
ing HIV-1-specific immune responses. g
p
p
Human cells have the ability to respond to viral infections by cell-intrinsic immune re-
sponses that lead to secretion of type I interferons (IFN-I) and upregulation of a wide panel of
IFN-stimulated genes (ISG) with antiviral effector functions [11,12]. This cell-intrinsic im-
mune response is extremely effective in defending the host against a panel of different viruses
[13], but early reports suggested that human cells are unable to mount such immune responses
against HIV-1 [14,15]. However, recent discoveries have shown that human conventional DCs
(cDC) are generally capable of generating IFN-I responses to HIV-1, but HIV-1 seems to be
able to escape from such cell-intrinsic immunity in most patients [16–18]. A dominant mecha-
nism that may allow HIV-1 to avoid cell-intrinsic immune responses in cDC includes the ex-
pression of SAMHD1, a host protein that can block HIV-1 reverse transcription by
hydrolyzing dNTPs [19–22] or inhibit HIV-1 RNA through direct degradation [23]. In the
presence of experimental SAMHD1 knockdown, viral replication in host cells progresses be-
yond the level of reverse transcription, and viral reverse transcripts or proteins can be sensed
by host molecules that can initiate secretion of type I interferons [16,24–27]. Author Summary Elite controllers (EC), a small group of HIV-1-infected individuals that are able to control
viral replication in the absence of antiretroviral therapy, provide living evidence that the
human immune system is able to spontaneously control HIV-1 infection and serve as a
model for inducing a functional cure of HIV-1 infection in broader patient populations. Prior studies indicated that T cell-mediated immune responses represent the backbone of 1 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Exposure to HIV-1 induces rapid maturation and sustained type I IFN
secretion in conventional DCs from elite controllers To determine whether human primary cDCs from EC are capable of mounting cell-intrinsic
type I IFN responses against HIV-1, we conducted ex-vivo infection experiments with PBMC
from different study cohorts with a GFP-encoding VSV-G pseudotyped HIV-1 virus causing
single rounds of viral infections [16]; this viral construct infects cells independently of viral cor-
eceptor-mediated entry processes, but can be intracellularly sensed in a similar way as R5-trop-
ic primary HIV-1 isolates [27]. At 24 and 48 hours after infection, cDCs were isolated from
PBMC, and subjected to gene expression analysis. Cells from untreated, chronically HIV-1-in-
fected patients (CP), HIV-1-infected patients receiving suppressive antiretroviral therapy
(HAART) and HIV-1-uninfected persons were used for comparison. These experiments dem-
onstrated that upon exposure to HIV-1, IFNα and IFNβ mRNA expression was rapidly and
significantly upregulated at 24 hours post-infection (p.i.) in cDCs from EC; these elevated levels
were sustained at 48h p. i. (Fig 1A). Exposure to control viral preparations (generated by trans-
fection of the viral producer cell line with salmon sperm DNA instead of the HIV-1 plasmid)
failed to induce type I IFN responses. In contrast to cDC from EC, upregulation of IFNα/β ex-
pression in cDC from HIV-1 negative persons was delayed and was not detectable at statistical-
ly significant levels until 48h p.i.. IFNα expression in cDCs from HAART-treated patients after
HIV-1 exposure was only transiently induced at 24 hours p.i. (Fig 1A); IFNβ expression was
barely affected by HIV-1 infection in this cohort. In untreated CP, baseline levels of IFNα/β in
cDCs were slightly elevated in comparison to alternative patients, but did not increase substan-
tially upon HIV-1 exposure, neither at 24 hours nor 48 hours p. i. We subsequently analyzed the surface expression of costimulatory molecules and activation
markers on cDCs after HIV-1 infection. We observed that the rapid and sustained upregulation
of type I IFN expression in cDCs from EC after HIV-1 infection was associated with a signifi-
cantly increased surface expression of CD86, CD83 and CD40 at 24 hours p.i., which reached lev-
els otherwise observed after stimulation of cDC with the TLR3 ligand Poly(I:C) (Fig 1B and S1
Fig). cDCs from all the alternative study cohorts also upregulated costimulatory molecules and
maturation markers at 48 hours after infection, indicating that they were capable of responding
to the virus, but induction of these molecules was delayed in comparison to cDC from EC (S1B
Fig). Cell-Intrinsic Immunity to HIV in Dendritic Cells SAMHD1, cell-intrinsic immune responses in DCs are inhibited by the host protein TREX1, a
host exonuclease that degrades HIV-1 reverse transcripts, which otherwise trigger microbial
DNA sensors, leading to cell-intrinsic secretion of type I interferons [18,29]. SAMHD1, cell-intrinsic immune responses in DCs are inhibited by the host protein TREX1, a
host exonuclease that degrades HIV-1 reverse transcripts, which otherwise trigger microbial
DNA sensors, leading to cell-intrinsic secretion of type I interferons [18,29]. In the present study, we demonstrate that unlike chronic progressors, dendritic cells from
elite controllers have the ability to effectively mount cell-intrinsic type I IFN secretion in re-
sponse to HIV-1 infection, likely through an accumulation of viral reverse transcripts that
serve as substrates for the cytosolic DNA sensor cGAS (cyclic guanosine monophosphate-
adenosine monophosphate (GMP-AMP) synthase). Recognition of these early viral replication
products in elite controllers seemed to be facilitated by an enhanced upregulation of cGAS, led
to rapid and sustained secretion of type I IFNs, and was functionally relevant for supporting ef-
fective HIV-1-specific CD8 T cell responses. Together, these results suggest previously unrec-
ognized innate mechanisms of HIV-1 immune recognition that contribute to T cell-mediated
immune control of HIV-1. Introduction In this way, re-
striction of HIV-1 replication by SAMHD1 may paradoxically benefit the virus more than the
host, which likely explains why SAMHD1 represents the only effective HIV-1 restriction factor
that HIV-1 does not neutralize through the activity of accessory proteins [28]. In addition to Human cells have the ability to respond to viral infections by cell-intrinsic immune re-
sponses that lead to secretion of type I interferons (IFN-I) and upregulation of a wide panel of
IFN-stimulated genes (ISG) with antiviral effector functions [11,12]. This cell-intrinsic im-
mune response is extremely effective in defending the host against a panel of different viruses
[13], but early reports suggested that human cells are unable to mount such immune responses
against HIV-1 [14,15]. However, recent discoveries have shown that human conventional DCs
(cDC) are generally capable of generating IFN-I responses to HIV-1, but HIV-1 seems to be
able to escape from such cell-intrinsic immunity in most patients [16–18]. A dominant mecha-
nism that may allow HIV-1 to avoid cell-intrinsic immune responses in cDC includes the ex-
pression of SAMHD1, a host protein that can block HIV-1 reverse transcription by hydrolyzing dNTPs [19–22] or inhibit HIV-1 RNA through direct degradation [23]. In the
presence of experimental SAMHD1 knockdown, viral replication in host cells progresses be-
yond the level of reverse transcription, and viral reverse transcripts or proteins can be sensed
by host molecules that can initiate secretion of type I interferons [16,24–27]. In this way, re-
striction of HIV-1 replication by SAMHD1 may paradoxically benefit the virus more than the
host, which likely explains why SAMHD1 represents the only effective HIV-1 restriction factor
that HIV-1 does not neutralize through the activity of accessory proteins [28]. In addition to PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 2 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Exposure to HIV-1 induces rapid maturation and sustained type I IFN
secretion in conventional DCs from elite controllers Addition of exogenous IFNβ to the media culture induced the expression of costimulatory
molecules in a dose-dependent manner (S1C Fig) and rescued the cDC maturation defect ob-
served in CP and HAART patients (S1D Fig). In addition, we observed that the expression 3 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Cell-Intrinsic Immunity to HIV in Dendritic Cells Fig 1. Type I IFN secretion and activation in cDCs after ex-vivo exposure to HIV-1. (A): IFNα and IFNβ mRNA levels in isolated BDCA1+ cDCs from H
negative persons (Neg), individuals with chronic progressive HIV-1 infection (CP), Elite controllers (EC) and HAART-treated HIV-1 patients (HAART) at 2
and 48 hours after exposure to HIV-1 (HIV) or to media only (Med) as negative control. Horizontal lines represent the median for each specific cohort and
experimental condition. (B): Mean Fluorescence Intensity (MFI) reflecting surface expression of CD86, CD83 and CD40 in cDCs from the different study
cohorts at 24 hours after infection with HIV-1 (HIV) or after exposure to poly(I:C) (PIC). MFI values are expressed as fold-changes in comparison to baseli
levels. Intra-individual differences were tested for statistical significance using Wilcoxon matched-pairs signed rank tests (above each cohort), differences
between cohorts were tested using a Kruskal-Wallis test with post-hoc Dunn’s test; * p<0.05; ** p<0.01; *** p < 0.001; **** p< 0.0001. Horizontal lines
represent the median for each specific cohort and experimental condition. (C): Heatmaps reflecting gene expression patterns of 28 interferon-stimulated
genes (ISG) in cDCs from Neg (n = 6), CP (n = 6) and EC (n = 6) at 48 hours after infection with HIV-1. (D): Heatmaps reflecting correlations among gene
expression intensities of all 28 ISGs in indicated study cohorts. Color-coding reflects Pearson’s correlation coefficient indicating strengths of statistical
association between expression intensities of given gene pairs. doi:10 1371/journal ppat 1004930 g001 Fig 1. Type I IFN secretion and activation in cDCs after ex-vivo exposure to HIV-1. (A): IFNα and IFNβ mR
i
(N
) i di id
l
i h h
i
i
HIV 1 i f
i
(CP) Eli
ll
(EC)
d HA Fig 1. Type I IFN secretion and activation in cDCs after Fig 1. Type I IFN secretion and activation in cDCs after ex-vivo exposure to HIV-1. (A): IFNα and IFNβ mRNA levels in isolated BDCA1+ cDCs from HIV-
negative persons (Neg), individuals with chronic progressive HIV-1 infection (CP), Elite controllers (EC) and HAART-treated HIV-1 patients (HAART) at 24
and 48 hours after exposure to HIV-1 (HIV) or to media only (Med) as negative control. Horizontal lines represent the median for each specific cohort and
experimental condition. Accumulation of HIV-1 RT products in cDCs from EC To explore the underlying reasons for the ability of cDCs from EC to mount early and strong
cell-intrinsic immune responses upon HIV-1 infection, we subsequently analyzed HIV-1 repli-
cation steps in cDCs from the different patient cohorts. In agreement with previous reports
[16], productively infected cells were hardly detected in primary cDCs during the first 48 hours
after exposure to HIV-1 (Fig 2A and 2B), irrespectively of the patient cohorts. Such resistance
to HIV-1 was also observed in monocyte-derived DC from HIV-1 negative persons (S2A Fig),
as reported previously [16]. However, we noted significant proportions of GFP-expressing,
HIV-1 positive cells in primary cDCs from HIV-negative persons at 96 hours p.i. (Fig 2B and
2C) when MDDC continued to resist productive HIV-1 infection (S2A Fig). Thus, consistent
with previous studies [31–33], our data indicate that primary cDCs from HIV-1 negative sub-
jects are capable of supporting HIV-1 replication, at least after prolonged periods of incuba-
tion. Interestingly, cDCs from both CP and HAART-treated patients displayed substantially
reduced susceptibility to productive infection (Fig 2B and 2C). Remarkably, cDCs from EC
also seemed less susceptible to HIV-1 infection than cDCs from healthy individuals, but a
trend towards higher proportions of infected cells (Fig 2C) and higher per-cell levels of GFP ex-
pression (Fig 2D) were found in cells from these patients compared to CP and HAART individ-
uals. Similar results were obtained using a CCR5-tropic GFP-encoding HIV-1 virus, although
as expected, efficiency of infection was lower than with the VSV-G-pseudotyped HIV-1 virus
(S2B and S2C Fig). Importantly, differential susceptibility of cDCs from each cohort to infec-
tion with HIV-1 was not associated with significant differences in cell viability among the
study groups (S2D Fig). Together, our findings indicate that primary cDCs can be productively
infected with HIV-1 in vitro and paradoxically suggest that cDCs from EC subjects are more
susceptible to de novo infection with HIV-1 than CP and HAART patients. We next analyzed early steps of viral replication in primary cDCs from our study cohorts at
48 hours p.i.. Cell-Intrinsic Immunity to HIV in Dendritic Cells from EC differ from those of other patients by their ability to mount rapid and sustained cell-in-
trinsic secretion of IFNα/β in response to HIV-1. from EC differ from those of other patients by their ability to mount rapid and sustained cell-in-
trinsic secretion of IFNα/β in response to HIV-1. (B): Mean Fluorescence Intensity (MFI) reflecting surface expression of CD86, CD83 and CD40 in cDCs from the different study
cohorts at 24 hours after infection with HIV-1 (HIV) or after exposure to poly(I:C) (PIC). MFI values are expressed as fold-changes in comparison to baseline
levels. Intra-individual differences were tested for statistical significance using Wilcoxon matched-pairs signed rank tests (above each cohort), differences
between cohorts were tested using a Kruskal-Wallis test with post-hoc Dunn’s test; * p<0.05; ** p<0.01; *** p < 0.001; **** p< 0.0001. Horizontal lines
represent the median for each specific cohort and experimental condition. (C): Heatmaps reflecting gene expression patterns of 28 interferon-stimulated
genes (ISG) in cDCs from Neg (n = 6), CP (n = 6) and EC (n = 6) at 48 hours after infection with HIV-1. (D): Heatmaps reflecting correlations among gene
expression intensities of all 28 ISGs in indicated study cohorts. Color-coding reflects Pearson’s correlation coefficient indicating strengths of statistical
association between expression intensities of given gene pairs. doi:10.1371/journal.ppat.1004930.g001 intensity of 28 interferon-stimulated effector genes (ISG) was upregulated in cDC at 48 hours
post-infection; this occurred in all patient cohorts, but was most strongly and consistently notice-
able in cDC from EC, despite some heterogeneity within this group (S1 and S2 Tables and Fig
1C) [30]. Induction of most ISGs in cDCs from ECs occurred in a highly interconnected and co-
ordinated fashion, while expression of individual ISG in CP and HIV-1 negative persons were
more weakly correlated, and exhibited opposing increases and decreases for certain groups of
transcripts (Fig 1D). Together, these findings demonstrate a unique kinetic profile of activation,
maturation and IFN secretion in cDCs from EC after exposure to HIV-1, and suggest that cDCs PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 4 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 (B): Representative flow cytometry dot plots indicating GFP
expression in gated CD11c+ HLA-DR+ cDCs from Neg, CP, EC and HAART individuals after 24, 48 and 96
hours of ex-vivo infection with GFP-encoding HIV-1. Numbers in dot plots reflect the proportion of GFP-
positive cells within gated cDCs. (C–D): Proportion (C) and GFP MFI (D) of GFP+ cDCs from Neg, CP, EC
and HAART subjects at 96 hours after infection with HIV-1 (n = 20 tested subjects for each cohort). Horizontal
lines represent the median for each specific cohort and experimental condition. Differences among cohorts
were tested using a Kruskal-Wallis test with post-hoc Dunn’s test (* p<0.05; *** p<0.001) or using Mann
Whitney U test (# p<0.05; ## p<0.01). doi:10.1371/journal.ppat.1004930.g002 doi:10.1371/journal.ppat.1004930.g002 patterns in cDCs from EC that lead to a relative accumulation of RT products in cDCs, and are
associated with a more effective induction of cell-intrinsic type I IFN responses. Cell-Intrinsic Immunity to HIV in Dendritic Cells Fig 2. Susceptibility of primary cDCs to ex-vivo infection with HIV-1. (A): Flow cytometry gating strategy
for defining cDCs in bulk PBMC cultures. (B): Representative flow cytometry dot plots indicating GFP
expression in gated CD11c+ HLA-DR+ cDCs from Neg, CP, EC and HAART individuals after 24, 48 and 96
hours of ex-vivo infection with GFP-encoding HIV-1. Numbers in dot plots reflect the proportion of GFP-
positive cells within gated cDCs. (C–D): Proportion (C) and GFP MFI (D) of GFP+ cDCs from Neg, CP, EC
and HAART subjects at 96 hours after infection with HIV-1 (n = 20 tested subjects for each cohort). Horizontal
lines represent the median for each specific cohort and experimental condition. Differences among cohorts
were tested using a Kruskal-Wallis test with post-hoc Dunn’s test (* p<0.05; *** p<0.001) or using Mann
Whitney U test (# p<0.05; ## p<0.01). Fig 2. Susceptibility of primary cDCs to ex-vivo infection with HIV-1. (A): Flow cytometry gating strategy
f
d fi i
DC i b lk PBMC
l
(B) R
i
fl
d
l
i di
i
GFP Fig 2. Susceptibility of primary cDCs to ex-vivo infection with HIV-1. (A): Flow Fig 2. Susceptibility of primary cDCs to ex-vivo infection with HIV-1. (A): Flow cytometry gating strategy
for defining cDCs in bulk PBMC cultures. (B): Representative flow cytometry dot plots indicating GFP
expression in gated CD11c+ HLA-DR+ cDCs from Neg, CP, EC and HAART individuals after 24, 48 and 96
hours of ex-vivo infection with GFP-encoding HIV-1. Numbers in dot plots reflect the proportion of GFP-
positive cells within gated cDCs. (C–D): Proportion (C) and GFP MFI (D) of GFP+ cDCs from Neg, CP, EC
and HAART subjects at 96 hours after infection with HIV-1 (n = 20 tested subjects for each cohort). Horizontal
lines represent the median for each specific cohort and experimental condition. Differences among cohorts
were tested using a Kruskal-Wallis test with post-hoc Dunn’s test (* p<0.05; *** p<0.001) or using Mann
Whitney U test (# p<0.05; ## p<0.01). Fig 2. Susceptibility of primary cDCs to ex-vivo infect Fig 2. Susceptibility of primary cDCs to ex-vivo infection with HIV-1. (A): Flow cytometry gating strategy
for defining cDCs in bulk PBMC cultures. Accumulation of HIV-1 RT products in cDCs from EC Notably, despite significantly lower levels of productive HIV-1 infection in cDCs
from EC compared to HIV-1 negative individuals, cDCs from EC contained similar levels of
both early and late reverse transcripts and 2-LTR circles as those from HIV-1 negative individ-
uals; however, in comparison to cDCs from CP and HAART-treated patients, RT products and
2-LTR circles were significantly elevated in cDC from EC (Fig 3A). Importantly, such differ-
ences in HIV-1 RT product concentrations among the different study cohorts were already evi-
dent at 24h p.i. (S3 Fig). In contrast, no significant difference was found in levels of integrated
HIV-1 DNA in cDCs from EC in comparison to other study cohorts (Fig 3B). These data re-
sulted in significantly increased ratios of late RT transcripts and 2-LTR DNA to integrated
HIV-1 DNA in EC compared to CP and HAART-treated cohorts, consistent with a dispropor-
tionate accumulation of RT products in cDCs from EC relative to other study cohorts (Fig 3C). Therefore, our data suggest that elevated levels of viral RT products present in cDCs from EC
might facilitate cell-intrinsic viral recognition and lead to enhanced production of type I IFNs
in response to HIV-1. To test whether type I IFN responses were in fact dependent on the pres-
ence of HIV-1 RT products, we infected cDCs from EC with HIV-1 in the presence or absence
of antiretroviral drugs inhibiting either early or late steps of HIV-1 reverse transcription or
viral DNA integration. As shown in Fig 3D, pharmacological inhibition of HIV-1 reverse tran-
scription dramatically reduced the expression of type I IFNs in primary cDCs. In contrast, inhi-
bition of HIV-1 integration had only a modest effect on the expression of type I IFNs that did
not reach statistical significance. Overall, these findings indicate distinct viral replication 5 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 (D): Inhibition of IFNα and
IFNβ mRNA expression in cDCs from EC cultured in media (Med) or infected with HIV-1 (HIV) in the presence or absence of AZT, Efavirenz (EFV) or
Raltegavir (Ral). Data reflect mean and standard error from qPCR values of IFNα and IFNβ mRNA levels after normalization to β-actin endogenous
expression from n = 5 experiments. Numbers above bars represent the mean percentage of inhibition induced by each drug. Differences were tested for
statistical significance using a one-tailed Wilcoxon matched-pairs signed rank test, * p<0.05. Fig 3. HIV-1 replication patterns in cDCs from EC. (A): Early and late HIV-1 reverse transcripts (RT) and 2-LTR circles in cDCs from indicated study
subjects at 48 hours after ex vivo infection with HIV-1. (B): Analysis of integrated HIV-1 DNA in primary cDCs from the different study cohorts. Basal levels of
integrated HIV-1 DNA are shown in the left panel, right panel shows de novo HIV-1 integration in cDCs after subtraction of baseline levels of integrated HIV-1
DNA. (C): Analysis of late HIV-1 RT products and 2-LTR circles normalized to levels of de novo integrated HIV-1 DNA in cDCs at 48 hours after infection. (A–
C): Differences between different cohorts were tested for statistical significance using a Kruskal-Wallis test with post-hoc Dunn’s test or using Mann Whitney
U test (# p<0.05; ## p<0.01). (A,B,C). Horizontal lines represent the median for each specific cohort and experimental condition. (D): Inhibition of IFNα and
IFNβ mRNA expression in cDCs from EC cultured in media (Med) or infected with HIV-1 (HIV) in the presence or absence of AZT, Efavirenz (EFV) or
Raltegavir (Ral). Data reflect mean and standard error from qPCR values of IFNα and IFNβ mRNA levels after normalization to β-actin endogenous
expression from n = 5 experiments. Numbers above bars represent the mean percentage of inhibition induced by each drug. Differences were tested for
statistical significance using a one-tailed Wilcoxon matched-pairs signed rank test, * p<0.05. doi:10.1371/journal.ppat.1004930.g003 products [19–22] or enhancing their degradation [18,29], respectively. Basal mRNA expression
levels of SAMHD1 and TREX1 were not significantly different in cDCs from the different pa-
tient cohorts, although a tendency for higher expression was detected in cDCs from HIV-1-in-
fected patients (Fig 4A and 4B). Weak induction of SAMHD1 and LEDGF/p75 in cDCs from EC We hypothesized that altered expression patterns of intracellular host proteins might be re-
sponsible for the accumulation of HIV-1 RT products observed in cDCs from EC. To investi-
gate this, we first analyzed the expression of SAMHD1 and TREX1 in cDCs after exposure to
HIV-1; these host factors can affect HIV-1 RT products by reducing the synthesis of HIV-1 RT 6 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Cell-Intrinsic Immunity to HIV in Dendritic Cells Fig 3. HIV-1 replication patterns in cDCs from EC. (A): Early and late HIV-1 reverse transcripts (RT) and 2-LTR circles in cDCs from indicated study
subjects at 48 hours after ex vivo infection with HIV-1. (B): Analysis of integrated HIV-1 DNA in primary cDCs from the different study cohorts. Basal levels
integrated HIV-1 DNA are shown in the left panel, right panel shows de novo HIV-1 integration in cDCs after subtraction of baseline levels of integrated H
DNA. (C): Analysis of late HIV-1 RT products and 2-LTR circles normalized to levels of de novo integrated HIV-1 DNA in cDCs at 48 hours after infection. C): Differences between different cohorts were tested for statistical significance using a Kruskal-Wallis test with post-hoc Dunn’s test or using Mann Whitn
U test (# p<0.05; ## p<0.01). (A,B,C). Horizontal lines represent the median for each specific cohort and experimental condition. (D): Inhibition of IFNα an
IFNβ mRNA expression in cDCs from EC cultured in media (Med) or infected with HIV-1 (HIV) in the presence or absence of AZT, Efavirenz (EFV) or
Raltegavir (Ral). Data reflect mean and standard error from qPCR values of IFNα and IFNβ mRNA levels after normalization to β-actin endogenous
expression from n = 5 experiments. Numbers above bars represent the mean percentage of inhibition induced by each drug. Differences were tested for
statistical significance using a one-tailed Wilcoxon matched-pairs signed rank test, * p<0.05. Fig 3. HIV-1 replication patterns in cDCs from EC. (A): Early and late HIV-1 reverse transcripts (RT) and 2-LTR circles in cDCs from indicated study
subjects at 48 hours after ex vivo infection with HIV-1. (B): Analysis of integrated HIV-1 DNA in primary cDCs from the different study cohorts. Basal levels of
integrated HIV-1 DNA are shown in the left panel, right panel shows de novo HIV-1 integration in cDCs after subtraction of baseline levels of integrated HIV-1
DNA. (C): Analysis of late HIV-1 RT products and 2-LTR circles normalized to levels of de novo integrated HIV-1 DNA in cDCs at 48 hours after infection. (A–
C): Differences between different cohorts were tested for statistical significance using a Kruskal-Wallis test with post-hoc Dunn’s test or using Mann Whitney
U test (# p<0.05; ## p<0.01). (A,B,C). Horizontal lines represent the median for each specific cohort and experimental condition. Cell-Intrinsic Immunity to HIV in Dendritic Cells Fig 4. Expression of host restriction factors in cDCs from EC. (A) SAMHD1 mRNA expression levels in
cDCs from Neg (n = 11), CP (n = 11), EC (n = 11) and HAART-treated (n = 11) subjects at 48 hours after
exposure to HIV-1 (HIV) or to media only (Med). (B): mRNA levels of TREX1 in cDCs from Neg (n = 11), CP
(n = 11), EC (n = 11) and HAART (n = 11) individuals at 48 hours after exposure to HIV-1 (HIV), or to media
only (Med). (A–B): Horizontal lines represent the median for each specific cohort and experimental condition. (C): Efficiency of siRNA-mediated SAMHD1 protein knock-down in primary cDCs 24h after treatment with
scramble (SC) or SAMHD1-specific (SAM) siRNAs. Left panel shows a representative western blot analysis
of SAMHD1 and β-actin expression on cDCs, right panel represents cumulative SAMHD1 expression data
after normalization to β -actin in DCs nucleofected with SC (blue; n = 4) or SAM (brown; n = 4) siRNAs. The
number above the bar represents the mean inhibition (%) in SAMHD1 protein expression after treatment with
specific siRNAs. (D): Relative expression of early (left panel) and late (right panel) HIV-1 reverse transcripts
in cDCs after ex vivo infection in the presence or absence of siRNA-mediated SAMHD1 silencing. Statistical
significance was calculated using a Wilcoxon matched-pairs signed rank test. (E-F): mRNA levels of TPNO3
(E) and LEDGF/p75 (F) in cDCs from the indicated study cohorts at 48 hours after exposure to HIV-1 (HIV), or
to media only (Med). Differences within cohorts were calculated using a Wilcoxon matched-pairs signed rank
test * p<0.05; ** p<0.01; *** p<0.001. (D-E-F): Horizontal lines represent the median for each specific
h
t
d
i
t l
diti Fig 4. Expression of host restriction factors in cDCs from EC. (A) SAMHD1 mRNA expression levels in Fig 4. Expression of host restriction factors in cDCs from EC. (A) SAMHD1 mRNA expression levels in
cDCs from Neg (n = 11), CP (n = 11), EC (n = 11) and HAART-treated (n = 11) subjects at 48 hours after
exposure to HIV-1 (HIV) or to media only (Med). (B): mRNA levels of TREX1 in cDCs from Neg (n = 11), CP
(n = 11), EC (n = 11) and HAART (n = 11) individuals at 48 hours after exposure to HIV-1 (HIV), or to media
only (Med). PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 However, after 48 hours of exposure to HIV-1, only cDCs
from HIV-1 negative study persons, HAART and CP significantly induced the transcription of
SAMHD1, while cDC from ECs displayed largely similar mRNA levels of SAMHD1 as unin-
fected cDCs (Fig 4A). Importantly, similar patterns of SAMHD1 protein expression were also
observed when cDCs were isolated prior to exposure to HIV-1 (S4A and S4B Fig). Notably,
siRNA-mediated downregulation of SAMHD1 in ex-vivo infected cDCs led to an accumulation 7 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Cell-Intrinsic Immunity to HIV in Dendritic Cells of late RT products (Fig 4C and 4D). With the exception of HAART-treated patients, expres-
sion levels of TREX1 were significantly increased in cDCs from all other study cohorts after
HIV-1 exposure, although this was less obvious in cDCs from EC (Fig 4B). Together, these
data suggest that a weaker induction of SAMHD1, and possibly of TREX1, might facilitate
HIV-1 replication and contribute to accumulation of HIV-1 RT products in cDCs from EC
after ex vivo infection. Since the efficiency of HIV-1 DNA integration may also affect the described accumulation
of HIV-1 RT products in cDCs from EC, we subsequently analyzed transcriptional levels of
host proteins supporting HIV-1 integration, such as [34–36] TPNO3 [37,38] and LEDGF/p75
[39,40]. As shown in Fig 4E, a significant increase in the amounts of TPNO3 transcripts was
observed in cDCs from all patient cohorts after exposure to HIV-1. In contrast, LEDGF/p75
mRNA expression remained essentially unchanged in cDCs from EC, as opposed to cDCs
from the other three patient cohorts in which upregulation of LEDGF/p75 occurred; this sug-
gests that ineffective LEDGF/p75-dependent HIV-1 DNA integration in cDCs from EC may
also contribute to an accumulation of RT transcripts that cannot effectively integrate into chro-
mosomal DNA (Fig 4F). Thus, these data indicate that cDCs from EC have unique expression
profiles of host factors relevant for shaping and structuring the HIV-1 replication cycle, and
suggest that a weak induction of the host restriction factor SAMHD1, and possibly TREX1 and
LEDGF/p75, in cDCs from EC may play an important role for a relative accumulation of viral
reverse transcripts in cDCs from such patients. (A–B): Horizontal lines represent the median for each specific cohort and experimental condition. (C): Efficiency of siRNA-mediated SAMHD1 protein knock-down in primary cDCs 24h after treatment with
scramble (SC) or SAMHD1-specific (SAM) siRNAs. Left panel shows a representative western blot analysis
of SAMHD1 and β-actin expression on cDCs, right panel represents cumulative SAMHD1 expression data
after normalization to β -actin in DCs nucleofected with SC (blue; n = 4) or SAM (brown; n = 4) siRNAs. The
number above the bar represents the mean inhibition (%) in SAMHD1 protein expression after treatment with
specific siRNAs. (D): Relative expression of early (left panel) and late (right panel) HIV-1 reverse transcripts
in cDCs after ex vivo infection in the presence or absence of siRNA-mediated SAMHD1 silencing. Statistical
significance was calculated using a Wilcoxon matched-pairs signed rank test. (E-F): mRNA levels of TPNO3
(E) and LEDGF/p75 (F) in cDCs from the indicated study cohorts at 48 hours after exposure to HIV-1 (HIV), or
to media only (Med). Differences within cohorts were calculated using a Wilcoxon matched-pairs signed rank
test * p<0.05; ** p<0.01; *** p<0.001. (D-E-F): Horizontal lines represent the median for each specific
cohort and experimental condition. doi:10.1371/journal.ppat.1004930.g004 8 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Cell-intrinsic type I IFN secretion in primary cDCs depends on cGAS We next investigated specific sensors of microbial DNA that may be involved in enhanced cell-
intrinsic type I IFN secretion in response to HIV-1 infection in primary cDCs from EC. For
this purpose, expression of cytosolic DNA sensors was analyzed at 24 and 48 hours after infec-
tion of cDCs from different patient cohorts with HIV-1. Interestingly, we observed that the ex-
pression of cGAS, a recognized sensor for HIV-1 DNA in monocyte-derived DC [27,41,42],
was more efficiently upregulated in cDCs from EC shortly after infection, but expression levels
in alternative patients approached those of EC after 48 hours p.i. (Fig 5A). Interestingly, the ex-
pression of STING, a downstream effector of the DNA sensor cGAS [43], was also significantly
induced in cDCs from EC at 24 hours p.i. (Fig 5A). Expression of IFI16, a DNA sensor impor-
tant for the cell-intrinsic recognition of HIV-1 DNA in CD4 T cells [44–46], was similarly in-
duced in cDCs from all cohorts at 24 hours p. i. (Fig 5A). Interestingly, expression of STING
continued to increase at 48 hours in EC, but remained largely stable in the other study patient
cohorts (Fig 5A). Since STING expression is sensitive to type I interferons, its continuous in-
duction in cDCs from EC may result from stronger cell-intrinsic secretion of IFNα/β described
above. Importantly, induction of STING and cGAS appeared to be positively correlated with
upregulation of IFNβ at 48 hours p.i. on cDCs (S5A Fig), suggesting an important role of these
molecules in cytoplasmic HIV-1 immune recognition. To better define the role of cGAS for the
induction of type I IFN responses in cDCs from EC, we analyzed changes of type I IFN expres-
sion in HIV-1-infected primary cDCs after siRNA-mediated downregulation of cGAS expres-
sion. As shown in Fig 5B, silencing of cGAS (S5B and S5C Fig) drastically impaired the
induction of both IFNα and IFNβ secretion in response to HIV-1 infection. These effects were
not associated with changes in cell viability (S5B Fig) or an inability to respond to other stimuli
such as Poly I:C (S5D Fig) in cDCs. Overall, these data suggest that the HIV-1 DNA sensor
cGAS is preferentially upregulated in cDCs from EC, and facilitates a more rapid and efficient
recognition of cytoplasmic HIV-1 DNA, leading to more potent cell-intrinsic IFN secretion in
these cells. PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Cell-Intrinsic Immunity to HIV in Dendritic Cells Fig 5. Induction of cytosolic DNA sensors in cDCs from EC. (A): Fold change in cGAS, STING and IFI16
mRNA expression levels in indicated study cohorts at 24 (upper panels) and 48 (lower panels) hours after ex-
vivo infection with HIV-1. Induction of mRNA expression in comparison to baseline levels was tested for
statistical significance using Wilcoxon matched-pairs signed-rank test tests. Significant differences between
distinct cohorts were calculated using a Mann Whitney test. No correction for multiple comparisons was
applied (B): IFNα and IFNβ expression in primary cDCs nucleofected with scrambled (SC) or cGAS-specific
siRNAs, followed by infection with HIV-1. Data from n = 4 experiments are shown. Data were normalized to
results from experiments with scrambled siRNA sequences. Differences in type I IFN responses between
untreated or SC- or cGAS-nucleofected cDCs were tested for statistical significance using a Kruskal-Wallis
test with post-hoc Dunn’s test * p<0.05; ** p<0.01. doi:10.1371/journal.ppat.1004930.g005 Fig 5. Induction of cytosolic DNA sensors in cDCs from EC. (A): Fold change in cGAS, STING and IFI16
mRNA expression levels in indicated study cohorts at 24 (upper panels) and 48 (lower panels) hours after ex-
vivo infection with HIV-1. Induction of mRNA expression in comparison to baseline levels was tested for
statistical significance using Wilcoxon matched-pairs signed-rank test tests. Significant differences between
distinct cohorts were calculated using a Mann Whitney test. No correction for multiple comparisons was
applied (B): IFNα and IFNβ expression in primary cDCs nucleofected with scrambled (SC) or cGAS-specific
siRNAs, followed by infection with HIV-1. Data from n = 4 experiments are shown. Data were normalized to
results from experiments with scrambled siRNA sequences. Differences in type I IFN responses between
untreated or SC- or cGAS-nucleofected cDCs were tested for statistical significance using a Kruskal-Wallis
test with post-hoc Dunn’s test * p<0.05; ** p<0.01. doi:10.1371/journal.ppat.1004930.g005 Cell-intrinsic type I IFN secretion in primary cDCs depends on cGAS We next investigated specific sensors of microbial DNA that may be involved in enhanced cell-
intrinsic type I IFN secretion in response to HIV-1 infection in primary cDCs from EC. For
this purpose, expression of cytosolic DNA sensors was analyzed at 24 and 48 hours after infec-
tion of cDCs from different patient cohorts with HIV-1. Interestingly, we observed that the ex-
pression of cGAS, a recognized sensor for HIV-1 DNA in monocyte-derived DC [27,41,42], 9 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 (D):
Representative flow cytometry dot plots reflecting IFN-γ secretion in an HLA-A2-SL9 (SLYNTVATL)-specific
CTL cell line after 16 hours of co-culture with uninfected or HIV-1-infected cDCs from Neg, CP, EC and
HAART individuals. (E): Proportion of IFNγ+ cells in the SL9 CTL cell line after exposure to HIV-1-infected
cDCs from indicated study groups. Cumulative data from n = 8 experiments are shown. (B,C,E): Differences
within and among study groups were tested for statistical significance using a Wilcoxon matched-pairs
signed-rank test rank test or a Mann Whitney test corrected for multiple comparisons using Bonferroni
method, respectively. * p<0.05; ** p<0.01. (F): Induction of allogeneic CD4 (left; n = 7) and CD8 (right; n = 7)
T cell proliferation after exposure to cDC from EC cultured in the presence of media (Med) or infected with
HIV-1 in the presence or absence of AZT or RAL. Statistical significance of differences was tested using a
Wilcoxon matched-pairs signed rank test. Bonferroni correction was applied for multiple comparisons.*
p<0.05. (E-F): Horizontal lines represent the median for each specific cohort and experimental condition. Fig 6. Antigen-presenting properties of cDCs after exposure to HIV-1. (A): Representative flow
cytometry plots reflecting proliferation of CD4+ T cells after stimulation with allogeneic uninfected (Med) or
HIV-1 infected (HIV) cDCs from Neg, CP, EC and HAART patients. Numbers in flow cytometry plots
represent the proportion of proliferating CFSElow T cells. (B–C): Induction of allogeneic CD4 (B; n = 8) and
CD8 T (C; n = 7) cell proliferation after exposure to HIV-1 infected cDC from indicated study cohorts. Horizontal lines represent the median for each specific cohort and experimental condition. (D):
Representative flow cytometry dot plots reflecting IFN-γ secretion in an HLA-A2-SL9 (SLYNTVATL)-specific
CTL cell line after 16 hours of co-culture with uninfected or HIV-1-infected cDCs from Neg, CP, EC and
HAART individuals. (E): Proportion of IFNγ+ cells in the SL9 CTL cell line after exposure to HIV-1-infected
cDCs from indicated study groups. Cumulative data from n = 8 experiments are shown. (B,C,E): Differences
within and among study groups were tested for statistical significance using a Wilcoxon matched-pairs
signed-rank test rank test or a Mann Whitney test corrected for multiple comparisons using Bonferroni
method, respectively. * p<0.05; ** p<0.01. Cell-Intrinsic Immunity to HIV in Dendritic Cells Fig 6. Antigen-presenting properties of cDCs after exposure to HIV-1. (A): Representative flow
cytometry plots reflecting proliferation of CD4+ T cells after stimulation with allogeneic uninfected (Med) or
HIV-1 infected (HIV) cDCs from Neg, CP, EC and HAART patients. Numbers in flow cytometry plots
represent the proportion of proliferating CFSElow T cells. (B–C): Induction of allogeneic CD4 (B; n = 8) and
CD8 T (C; n = 7) cell proliferation after exposure to HIV-1 infected cDC from indicated study cohorts. Horizontal lines represent the median for each specific cohort and experimental condition. (D):
Representative flow cytometry dot plots reflecting IFN-γ secretion in an HLA-A2-SL9 (SLYNTVATL)-specific
CTL cell line after 16 hours of co-culture with uninfected or HIV-1-infected cDCs from Neg, CP, EC and
HAART individuals. (E): Proportion of IFNγ+ cells in the SL9 CTL cell line after exposure to HIV-1-infected
cDCs from indicated study groups. Cumulative data from n = 8 experiments are shown. (B,C,E): Differences
within and among study groups were tested for statistical significance using a Wilcoxon matched-pairs
signed-rank test rank test or a Mann Whitney test corrected for multiple comparisons using Bonferroni
method, respectively. * p<0.05; ** p<0.01. (F): Induction of allogeneic CD4 (left; n = 7) and CD8 (right; n = 7)
T cell proliferation after exposure to cDC from EC cultured in the presence of media (Med) or infected with
HIV-1 in the presence or absence of AZT or RAL. Statistical significance of differences was tested using a
Wilcoxon matched-pairs signed rank test. Bonferroni correction was applied for multiple comparisons.*
p<0.05. (E-F): Horizontal lines represent the median for each specific cohort and experimental condition. Fig 6. Antigen-presenting properties of cDCs after exposure to HIV-1. (A): Representative flow Fig 6. Antigen-presenting properties of cDCs after exposure to HIV-1. (A): Representative flow
cytometry plots reflecting proliferation of CD4+ T cells after stimulation with allogeneic uninfected (Med) or
HIV-1 infected (HIV) cDCs from Neg, CP, EC and HAART patients. Numbers in flow cytometry plots
represent the proportion of proliferating CFSElow T cells. (B–C): Induction of allogeneic CD4 (B; n = 8) and
CD8 T (C; n = 7) cell proliferation after exposure to HIV-1 infected cDC from indicated study cohorts. Horizontal lines represent the median for each specific cohort and experimental condition. PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 doi:10.1371/journal.ppat.1004930.g006 Cell-intrinsic immune responses in cDCs from EC support HIV-1-specific
T cells We sought to determine whether more efficient cell-intrinsic immune responses against HIV-1
in cDCs from EC can result in improved abilities to stimulate antigen-specific T cells. For this
purpose, we first tested the ability of uninfected and HIV-1-infected cDCs from the different
study cohorts to induce proliferation of CFSE-labeled allogeneic CD4+ and CD8+ T cells. As
shown in Fig 6A, 6B and 6C, HIV-1-infected cDCs from EC had significantly elevated abilities
to induce proliferation of allogeneic CD4+ and CD8+ T cells after 6 days in culture, compared PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 10 / 22 Discussion Cell-intrinsic secretion of type I IFN represents an efficient antimicrobial immune defense
strategy, but the clinical significance of these types of immune responses against HIV-1 re-
mains uncertain. Recent studies show that in principle, human cells have the ability to respond
to HIV-1 infection with increased secretion of type I interferons; however, several negative reg-
ulators of IFN secretion seem to actively prevent these immune responses in most patients
[48–50]. In this study, we have conducted a detailed analysis of cell-intrinsic immune responses
to HIV-1 in primary dendritic cells from elite controllers, a small subgroup of patients who
control HIV-1 replication in the absence of treatment and arguably represent the best patients
for detecting effective immune defense mechanisms against HIV-1 disease progression. Our
data indicate that cDCs from EC differed from those of other patients by cell-intrinsic type I
IFN secretion that occurred rapidly and sustainably after HIV-1 infection, was associated with
increased cell activation, and resulted in improved abilities to stimulate HIV-1-specific CD8 T
cells. As such, our data demonstrate that type I IFN responses to HIV-1 in cDCs may play an
important role in the network of immune defense mechanisms in elite controllers, and delin-
eate specific connections between innate HIV-1 immune recognition and the generation of
adaptive immune responses in this specific patient population. Dendritic cells represent a relatively hostile environment for HIV-1 and do not effectively
support HIV-1 replication steps, likely due to specific myeloid host proteins that effectively
block HIV-1 replication steps. SAMHD1 is one of the most prominent myeloid restriction fac-
tors, and can effectively inhibit HIV-1 reverse transcription by hydrolyzing dNTPs, which are
typically only available in limited amounts in resting myeloid cells. Despite evidence that
SAMHD1 sequences have been under positive selection pressure [51], it is interesting that
HIV-1 has not developed effective measures to counteract the antiviral activity of this host fac-
tor, suggesting that this protein may not significantly impair the ability of HIV-1 to establish a
long-lasting, progressive infection of the host. Our study demonstrates the paradoxical finding
that cDCs from EC are more permissive to early steps of HIV-1 replication while cDCs from
patients with progressive infection are more resistant to HIV-1 infection. This corresponded to
our observation that upregulation of SAMHD1 in response to HIV-1 was lower in EC, leading
to more efficient reverse transcription in cDCs from these patients. Cell-Intrinsic Immunity to HIV in Dendritic Cells to HIV-1-infected cDCs from alternative study subjects. To confirm these findings with CD8+
T cells specific for HIV-1, we cultured a cytotoxic T cell (CTL) clone that recognizes the immu-
nodominant HIV-1 Gag peptide SLYNTVATL restricted by HLA02:01 [47] in the presence of
unstimulated or HIV-1-infected cDCs from HLA-matched study subjects. As shown in Fig 6D
and 6E, HIV-1-infected cDCs from EC were able to elicit significantly more IFNγ secretion in
HIV-1-specific CD8+ T cells, in contrast to cDCs from chronic progressors or HAART-treated
individuals which promoted significantly less efficient IFNγ secretion. Therefore, our results
indicate that upon HIV-1 infection, cDCs from EC acquire improved antigen-presenting prop-
erties and have increased abilities to stimulate HIV-1-specific T cells. Importantly, improved
antigen-presenting properties of cDCs from EC after infection with HIV-1 were abrogated by
pharmacological inhibition of HIV-1 reverse transcription, but not by inhibition of HIV-1 inte-
gration, consistent with our previous identification of viral reserve transcripts as the main viral
substrate required for inducing cell-intrinsic immune responses (Fig 6F). Together, these data
suggest an important contribution of innate, cell-intrinsic immune recognition of HIV-1 in
cDCs to the generation of potent antiviral T cell immune responses in elite controllers. (F): Induction of allogeneic CD4 (left; n = 7) and CD8 (right; n = 7)
T cell proliferation after exposure to cDC from EC cultured in the presence of media (Med) or infected with
HIV-1 in the presence or absence of AZT or RAL. Statistical significance of differences was tested using a
Wilcoxon matched-pairs signed rank test. Bonferroni correction was applied for multiple comparisons.*
p<0.05. (E-F): Horizontal lines represent the median for each specific cohort and experimental condition. doi:10.1371/journal.ppat.1004930.g006 11 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Together these data suggest
that cDCs from EC preferentially support a form of abortive HIV-1 infection that progresses
effectively through reverse transcription, but is restricted at the level of viral integration, possi-
bly through as of yet undefined host factors. Notably, prior studies found evidence for restric-
tion of HIV-1 integration in resting CD4+ T cells from EC [54], although the underlying
reason remained uncertain. The weak induction of host factors required for HIV-1 integration
in cDCs from EC, such as LEDGF/p75, may represent one important aspect contributing to the
accumulation of RT products in cDCs from EC, but a closer analysis of molecular mechanisms
regulating and possibly restricting HIV-1 integration in cDCs from EC will likely be highly in-
formative. In addition, it is interesting that higher levels of integrated HIV-1 DNA in CP and
HAART-treated patients did not translate in higher levels of HIV-1 mRNA transcription, as
determined by GFP expression; this suggests that additional restriction at the level of viral gene
transcription may be operational in these patients. An important aspect of this work is the identification of cGAS as a critical factor for the gen-
eration of cell-intrinsic type I IFN responses in primary cDCs. cGAS can act as a cytosolic mi-
crobial DNA sensor that induces interferon secretion by production of the second messenger
cGAMP [43,55,56] and can play an important role for innate recognition of HIV-1 DNA in
myeloid cells [42]. However, in prior studies, cGAS-dependent immune recognition of HIV-1
was mostly analyzed in monocyte-derived DCs, which are highly resistant to HIV-1 unless co-
transfected with viral inhibitors of SAMHD1 [27]. Our experiments in more physiologic pri-
mary cDCs from EC demonstrated that HIV-1 infection led to a rapid induction of cGAS ex-
pression, and cGAS silencing in primary cDCs effectively inhibited type I IFN secretion. As
such, our work strongly suggests that cGAS can sense HIV-1 DNA under physiologically rele-
vant conditions, and that a more rapid induction of cGAS expression facilitates the generation
of cell-intrinsic type I IFN secretion in cDCs from EC. Notably, STING, an adaptor molecule
that acts downstream of cGAS-dependent immune recognition [43,57], also tended to be more
effectively induced in cDCs from EC, suggesting combined activity of the cGAS/STING path-
way for HIV-1 immune recognition in these patients. Cell-Intrinsic Immunity to HIV in Dendritic Cells uncertain at present and requires further investigation. Overall, these data suggest that the
SAMHD1-dependent restriction of HIV-1 replication in cDCs benefits the virus more than the
host, and that a higher susceptibility of cDCs to HIV-1 paradoxically allows for more effective
systemic immune defense against HIV-1. Notably, ISG expression and levels of IFNα/β expres-
sion prior to ex-vivo infection with HIV-1 tended to be elevated in cDC from CP, consistent
with higher levels of immune activation in this cohort; it is possible that this increased baseline
immune activation may make cDC from these patients refractory to HIV-1-induced cell-in-
trinsic immune responses. Cell-intrinsic immune responses in cDCs from EC in our study appeared to be facilitated by
an accumulation of reverse transcripts. These viral products seem to represent the main viral
substrate that is responsible for the induction of cellular type I IFN responses, as pharmacologi-
cal inhibition of viral reverse transcripts almost completely inhibited cell-intrinsic IFN-I secre-
tion, while inhibition of HIV-1 integration did not. These observations support previous data
suggesting that single-stranded HIV-1 DNA transcripts represent the predominant HIV-1 rep-
lication product that cell-intrinsic microbial sensors recognize [27,53]. The exact reasons re-
sponsible for the accumulation of reverse transcripts in EC are not entirely clear; however, Cell-intrinsic immune responses in cDCs from EC in our study appeared to be facilitated by
an accumulation of reverse transcripts. These viral products seem to represent the main viral
substrate that is responsible for the induction of cellular type I IFN responses, as pharmacologi-
cal inhibition of viral reverse transcripts almost completely inhibited cell-intrinsic IFN-I secre-
tion, while inhibition of HIV-1 integration did not. These observations support previous data
suggesting that single-stranded HIV-1 DNA transcripts represent the predominant HIV-1 rep-
lication product that cell-intrinsic microbial sensors recognize [27,53]. The exact reasons re-
sponsible for the accumulation of reverse transcripts in EC are not entirely clear; however,
relative to the levels of reverse transcripts, HIV-1 integration in cDCs from EC was dispropor-
tionately reduced, and the ratio of reverse transcripts to integrated HIV-1 DNA was exceeding-
ly higher in cDCs from EC compared to all other patient cohorts. Discussion Whether this reduced in-
duction of SAMHD1 in cDC from EC represents a constitutive, cell-intrinsic aspect of cDC
from these patients, or occurs as a result of specific interactions with other cell types [52] is 12 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Cell-Intrinsic Immunity to HIV in Dendritic Cells While the role of highly-functional HIV-1-specific CD8 T cells for HIV-1 immune defense
in elite controllers is supported by a large number of studies [58–61], the ontogeny of these ef-
fective immune responses still remains largely obscure. Our data suggest that more efficient
cell-intrinsic responses against HIV-1 in cDCs from EC translate into an enhanced ability to
stimulate HIV-1-specific T cell responses. This may correspond to prior description to specific
expression patterns of immunoregulatory receptors on cDC from EC [62]. As such, more effec-
tive cell-intrinsic IFN secretion in cDCs may represent a distinguishing feature of elite control-
lers, and a key mechanism supporting the evolution of effective adaptive cellular immune
responses. Yet, growing evidence suggests that the ability of elite controllers to maintain unde-
tectable levels of viral replication is associated with increased levels of immune activation
[63,64], which may put patients at risk for higher frequencies of cardiovascular events and ac-
celerated immune aging. Therefore, it is tempting to speculate that improved abilities for cyto-
solic microbial immune recognition may represent a constitutive characteristic of ECs that
predisposes them for more potent immune activity against HIV-1, at the expense of elevated
generalized levels of immune activation. An improved understanding of interactions between
innate immune recognition in cDCs, immune activation and the evolution of adaptive CD8 T
cell responses in elite controllers will therefore be necessary for designing clinical strategies
aiming at inducing an elite controller-like phenotype in broader populations of HIV-1
patients. Materials and Methods
Study participants HIV-1 elite controllers who had maintained undetectable levels of HIV-1 replication for a me-
dian of 5 years (range 2–14) in the absence of antiretroviral therapy (EC, n = 26, median VL:
<49 copies/ml, median CD4 T cell counts: 835 cells/μl, range 444–2459 cells/μl), untreated
chronic progressors (CP, n = 26, median VL: 9010 copies/ml, range 1360–111000; median
CD4 T cell counts: 471 cells/μl, range 149–1098 cells/μl), HAART-treated chronically HIV-
1-infected patients with suppressed HIV-1 viremia (HAART, n = 23, median VL: <49 copies/
ml; median CD4 T cell counts: 710 cells/μl, range 109–1325 cells/μl) and HIV-1 seronegative
healthy persons (Neg, n = 26), were recruited for this study. Ethics statement All subjects gave written informed consent and the study was approved by the Institutional Re-
view Board of Massachusetts General Hospital/Partners Healthcare. Interestingly, IFI16, which can act as a
cellular sensor for HIV-1 DNA in lymphoid CD4+ T cells and induces pyroptosis after abortive
infection with HIV-1 [45], was similarly induced in cDCs from all cohorts early after infection,
and therefore unlikely to be responsible for the early type I IFN responses observed in EC. 13 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Flow cytometry At 24, 48 and 96 hours post-infection, PBMC were stained with LIVE/DEAD cell blue viability
dye (Invitrogen, Carlsbad, CA) and monoclonal antibodies directed against CD11c (Biole-
gend), CD14 (BD), CD40, CD83, CD86, HLA-DR (Biolegend), and BDCA-1 (Miltenyi Biotec)
and subsequently analyzed on a Fortessa cytometer (BD Biosciences, San Jose, CA). For intra-
cellular cytokine staining, cells were treated with a commercial fixation/permeabilization kit
(BioLegend) according to the manufacturer’s protocol. Data were analyzed with FlowJo soft-
ware (Tree Star). cDCs were identified from bulk PBMCs as a population of viable CD14- lym-
phocytes expressing high levels of CD11c and HLA-DR and the cDC specific marker BDCA-1. Isolation and purification of DC BDCA1+ cDCs were purified from total PBMC suspensions by MACS using anti-human
BDCA-1 Kit and MS and LD columns (Miltenyi Biotec) (purity > 90%) for subsequent
analysis. Cell-Intrinsic Immunity to HIV in Dendritic Cells Gene expression analysis cDNA was synthesized from total RNA obtained from purified BDCA1+ cDCs using the mir-
Vana Isolation Kit (Life Technologies). Subsequently, expression of selected gene transcripts
(IFNα/β, SAMHD1, TREX1, TPNO3 and LEDGF/p75) was analyzed by semiquantitative PCR
using the Taqman gene expression assay (Life Technologies) with standardized primers/
probes, and normalized to the expression of the housekeeping gene ACTB (encoding β-actin). In addition, expression of 28 interferon-stimulated genes (ISG) and 3 intracellular DNA sen-
sors (cGAS, STING, IFI16) was analyzed using customized 96-well plate TaqMan gene expres-
sion assays (Life Technologies) using a ViiA 7 instrument (Life Technologies). Ex-vivo infection assays and cell culture PBMC or isolated cDC, without prior in vitro culture with activating agents, were infected with
GFP-encoding VSV-G peudotyped HIV-1 virus (MOI = 2.4) or R5-tropic HIV-1 (Ba-L,
MOI = 0.4) for 2 or 4 hours, respectively, at 37°C in the presence of 5μg/ml Polybrene (Sigma). Cells cultured with media only or with 2μg/ml TLR3 ligand Poly (I:C) were used as negative or
positive control, respectively. Where indicated, PBMCs were cultured in the presence of 30ng/
ml IFNβ (PeproTech). After two washes, cells were plated at 5×105 cells per well in a 24-well
plate. Where indicated, the infection assays were performed in the presence of 50nM AZT or
100nM Efavirenz or 30μM Raltegavir to specifically block generation of either early or late
HIV-1 RT-products or integration, respectively. All antiretroviral agents were obtained from
the NIH AIDS Reagent Program (https://www.aidsreagent.org/program_info.cfm). In addi-
tion, monocyte derived dendritic cells were generated as previously described [62,67] and ana-
lyzed similarly after infection with HIV-1 for control purposes. Viruses and constructs GFP-encoding R5-tropic Ba-L HIV-1 viruses and GFP-encoding Δenv NL4-3 HIV-1 viruses
pseudotyped with vesicular stomatitis virus G envelope protein (VSV-G) [27,65,66], were
kindly provided by Dr. Dan Littman (New York University, New York, New York, USA). Viral particles were produced by transfecting 293T cells with the respective HIV-1 plasmids
and, if applicable, with pCG-VSV-G, using TransIT-293 (Mirus) in OptiMEM per the manu-
facturer’s instructions. For control purposes, 293T cells were also transfected with Salmon
Sperm DNA solution (Invitrogen). Supernatants were harvested 48 hours after transfection,
centrifuged, filtered and treated with DNase I (20 U/ml) at room temperature for 1 hour, and
stored at −80°C. 14 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Mixed leukocyte reaction assays PBMC were cultured in the presence of media or VSV-G-pseudotyped HIV-1 in the absence or
presence of described concentrations of AZT or EFV or Raltegavir for 24 hours. Afterwards,
BDCA1+ cDCs were purified by immunomagnetic enrichment and mixed with allogeneic total
peripheral blood T lymphocytes previously stained with 5μM carboxyfluorescein succinimidyl
ester (CFSE; Invitrogen) at a T:DC ratio of 4:1. As a control, T cells were also cultured in the
presence of media only or 2.5μg/ml PHA and 50IU/ml IL-2. After incubation for 6 days, cells
were washed, stained with viability dye and anti-CD4 and anti-CD8 antibodies (Biolegend, San
Diego, CA), and CFSE dilution on CD4 and CD8 T cell subpopulations was analyzed by flow
cytometry using a Fortessa flow cytometer. Western blot Isolated cDCs from indicated study cohorts were lysed in RIPA buffer (Thermo Scientific) sup-
plemented with Halt Protease and Phosphatase inhibitors (Thermo Scientific). Lysates were
normalized for protein concentration using a Bradford assay (Bio-Rad), separated by
SDS-PAGE in 4–12% Tris-Glycine gels (Novex, Life Technologies) and transferred to a PVDF
membrane using the iBlot Gel Transfer system (Novex, Life Technologies). Membranes were
then blocked for 30min at room temperature using Odyssey Blocking buffer (LI-COR Biosci-
ences) and incubated with 1:1000 dilutions of anti-mouse β-Actin (Abcam) and either mouse
anti-SAMHD1 (Clone 1F6, Origene) or rabbit anti-cGAS antibodies (clone MB21D1, Sigma),
followed by secondary hybridization with goat anti-mouse (clone IRDye 800cW) and goat
anti-rabbit (clone IRDye 680RD) antibodies (Odyssey). The blots were visualized using an Od-
yssey imaging system (LI-COR) and the bands were quantified and normalized to β-Actin lev-
els using Image Studio 3.1 software (LI-COR). siRNA-mediated gene knockdown Knockdown of the DNA sensor cGAS and the restriction factor SAMHD1 were performed by
nucleofection of primary cDC (program FF137, Amaxa 4D-Nucleofector, Lonza) with specific
or scramble siRNAs (Thermo scientific) according to the manufacturer’s instructions. Nucleo-
fected cDC were infected with VSV-G-pseudotyped HIV-1 after 16 hours, type I IFN responses
and HIV-1 reverse transcripts were subsequently analyzed at 24 hours p.i. by qPCR. Efficiency
of siRNA-mediated knockdown was confirmed at the mRNA and protein levels by qPCR and
Western blot, respectively (Fig 4 and S5 Fig). Cell-Intrinsic Immunity to HIV in Dendritic Cells raw qPCR data were corrected to the basal levels present in cDCs from each corresponding
subject. Determination of 2-LTR circle copy numbers were calculated by extrapolating qPCR
values to a standard curve generated using a plasmid harboring the sequence of 2-LTR junction
and the CCR5 gene (kindly provided by Dr. Mario Stevenson, University of Miami, FL) [54]. Analysis of HIV-1 replication products Early and late HIV-1 reverse transcripts and 2-LTR circles were amplified from cell lysates as
previously described [68]. Integrated HIV-1 DNA was determined using nested PCR with Alu-
LTR primers as previously described [54,65,69]. Copy numbers of reverse transcripts and inte-
grated HIV-1 DNA were obtained after extrapolation to specific standard curves generated
from HIV-1-infected 293T cells (kindly provided by Dr. Bushman, University of Pennsylva-
nia). qPCR data were normalized to relative CCR5 gene copy number. To determine the
amounts of de novo integrated HIV-1 DNA and 2-LTR circles in our ex vivo infection assays, PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 15 / 22 Supporting Information S1 Fig. Expression of costimulatory molecules in cDCs from EC after ex-vivo infection with
HIV-1. (A): Representative flow cytometry histograms reflecting CD86 (upper panel), CD83
(middle panel) and CD40 surface expression (lower panel) of cDCs from HIV-negative persons
(Neg), individuals with chronic progressive HIV-1 infection (CP), Elite controllers (EC) and
HAART-treated HIV-1 patients (HAART) 24h after exposure to media (full grey histograms),
HIV-1 (blue histograms) or Poly I:C (purple histograms). Black histograms represent back-
ground levels for each marker defined by FMO controls. (B): Mean Fluorescence Intensity
(MFI) values of surface expression of CD86, CD83 and CD40 on cDCs from the different study
cohorts 24h (upper panels) or 48h (lower panels) after exposure to media only (Med), HIV-1
(HIV) or to the TLR3 ligand poly(I:C) (PIC). Data on plots represent raw MFI values. Differ-
ences within and between study cohorts were tested for statistical significance using Wilcoxon
matched-pairs signed rank test and Mann Whitney test, respectively. Horizontal lines represent
the median for each specific cohort and experimental condition. Bonferroni correction was
used for multiple comparisons; p<0.05; p<0.01. (C): MFI values of surface expression of
CD86, CD83 and CD40 on HIV negative cDCs after 24h in culture of media (Med) or the indi-
cated concentrations of IFNβ. The plots correspond to a single experiment. (D): MFI values of
surface expression of CD86, CD83 and CD40 on cDCs from the different study cohorts after
24h of culture in media only (Med) or supplemented with 30ng/ml of IFNβ. Plots represent the
summary of n = 3 independent experiments. Horizontal lines represent mean values. (EPS) S2 Fig. Susceptibility of MDDCs and primary cDCs to ex vivo infection with VSV-G-pseu-
dotyped or R5-tropic HIV-1. (A): Flow cytometry plots showing proportions of GFP+ MDDC
at 24, 48 and 96 hours after exposure to GFP-encoding VSV-G-pseudotyped HIV-1. Numbers
in plots indicate the percentage of GFP+ cells. One representative experiment out of four is
shown. (B–C): Proportions (B) and GFP MFI (C) of GFP+ primary cDCs from indicated study
cohorts 96 hours after exposure to R5-tropic HIV-1 virus. Horizontal lines represent the medi-
an for each specific cohort and experimental condition. Differences were tested for statistical
significance using a Kruskal Wallis test with post-hoc Dunn’s test ( p<0.01; p<0.001) or
using Mann Whitney U test (# p<0.05; ## p<0.01). Cell-Intrinsic Immunity to HIV in Dendritic Cells Statistical analysis Significance of phenotypic differences between the different patient cohorts were assessed
using Mann Whitney U tests or Wilcoxon matched-pairs signed-rank test. When appropriate,
statistical analysis was corrected for multiple comparisons using a Kruskal-Wallis test with
post-hoc Dunn’s test or the Bonferroni correction. To investigate expression patterns of ISGs,
we used unsupervised complete linkage hierarchical cluster analysis, which groups samples to-
gether by the expression similarity, and gene coexpression network analysis, which identifies
the co-expression relationships among genes from different patient cohorts, by Pearson’s cor-
relation coefficients [70]. In vitro stimulation of HIV-1 specific T cell responses PBMC from HLA02:01+ individuals were cultured in the presence of media or VSV-G-HIV-1
for 48 hours. Subsequently, BDCA1+ cDCs were isolated as previously described and co-cul-
tured with a CD8+ T cell clone specific for the HLA02:01 restricted gag peptide SL9 (SLYNT-
VATL) at a T:DC ratio of 4:1. After 1 hour of initial incubation, cells were cultured for
additional 16 hours in the presence of Brefeldin A (BioLegend) and Monensin (Golgi Stop; BD
Biosciences). Subsequently, intracellular expression of IFNγ (BioLegend, San Diego, CA) in
the CD8 T cell clone was analyzed by flow cytometry after intracellular cytokine staining. PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 16 / 22 Cell-Intrinsic Immunity to HIV in Dendritic Cells Horizontal lines represent the median for each specific cohort and experimental condition. Dif-
ferences were tested for statistical significance using a Kruskal Wallis test with post-hoc
Dunn’s test ( p<0.05; p<0.01) or using Mann Whitney U test (# p<0.05). (EPS) Horizontal lines represent the median for each specific cohort and experimental condition. Dif-
ferences were tested for statistical significance using a Kruskal Wallis test with post-hoc
Dunn’s test ( p<0.05; p<0.01) or using Mann Whitney U test (# p<0.05). (EPS) S4 Fig. SAMHD1 protein levels in primary cDCs from different study cohorts. Western blot
analysis of SAMHD1 (upper panel) and β-Actin (lower panel) protein levels in isolated
BDCA1+ cDCs from HIV-negative persons (Neg), individuals with chronic progressive HIV-1
infection (CP), Elite controllers (EC) 48h after exposure to medium (Med), HIV-1 (HIV-1) or
Poly I:C (P.I:C). (A) shows results from representative patients from different experiments, (B)
summarizes cumulative data from n = 5 study subjects from each cohort. (EPS) S4 Fig. SAMHD1 protein levels in primary cDCs from different study cohorts. Western blot
analysis of SAMHD1 (upper panel) and β-Actin (lower panel) protein levels in isolated
BDCA1+ cDCs from HIV-negative persons (Neg), individuals with chronic progressive HIV-1
infection (CP), Elite controllers (EC) 48h after exposure to medium (Med), HIV-1 (HIV-1) or
Poly I:C (P.I:C). (A) shows results from representative patients from different experiments, (B)
summarizes cumulative data from n = 5 study subjects from each cohort. (EPS) S5 Fig. cGAS is required to induce type I IFN responses in primary cDCs. (A): Spearman
correlations between induction of IFNβ expression and induction of cGAS (left) and STING
(right) expression levels in cDCs 48 hours after exposure to HIV-1. (B): Flow cytometry analy-
sis of viability on primary cDCs 24h after nucleofection with scramble- (SC) or cGAS-specific
(cGAS) siRNA. Numbers of dot plots represent the percentage of viable CD11c-positive viabili-
ty dye-negative DCs. (C): Efficacy of siRNA-mediated knockdown of cGAS expression in pri-
mary cDC. Data indicate mRNA (left panel) and protein (right panel) expression levels of
cGAS in cDCs nucleofected with scramble- (SC) or cGAS-specific siRNAs. Relative inhibition
of cGAS mRNA expression after knockdown is indicated. ( p<0.05, Wilcoxon matched-pairs
signed rank test). (D): IFNβ mRNA levels present on cDCs nucleofected with SC- or cGAS-spe-
cific siRNAs and cultured in the presence of media (Med) or Poly I:C (PIC). Author Contributions Conceived and designed the experiments: EMG ML XGY. Performed the experiments: EMG
TH JC DP. Analyzed the data: EMG ZO MJB. Contributed reagents/materials/analysis tools:
BDW. Wrote the paper: EMG ML XGY. Horizontal lines
represent the median for each specific cohort and experimental condition. (EPS) S1 Table. Fold change in expression of 28 ISGs in cDCs after HIV-1 infection.
(DOCX) S1 Table. Fold change in expression of 28 ISGs in cDCs after HIV-1 infection. (DOCX) S2 Table. Basal levels of 28 ISGs in cDCs from EC and CP. (DOC) S2 Table. Basal levels of 28 ISGs in cDCs from EC and CP. (DOC) PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
June 11, 2015 Supporting Information (D): Proportions of cDCs contained in
CD14- lymphocytes from Neg, CP, EC and HAART after 96h of infection with a VSV-G-pseu-
dotyped GFP-enconding HIV-1 virus. (
) S3 Fig. Rapid accumulation of HIV-1 RT products in cDC from EC. Detection of early and
late HIV-1 reverse transcripts (RT) in cDCs from healthy individuals (Neg, blue), HIV-1+
chronically infected persons (CP, orange), elite controllers (EC, green) and patients undergoing
anti-retroviral therapy (HAART, purple) at 24 hours after ex vivo infection with HIV-1. 17 / 22 PLOS Pathogens | DOI:10.1371/journal.ppat.1004930
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Metformin sensitizes therapeutic agents and improves outcome in pre-clinical and clinical diffuse large B-cell lymphoma
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Cancer & metabolism
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cc-by
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RESEARCH Open Access Metformin sensitizes therapeutic agents
and improves outcome in pre-clinical and
clinical diffuse large B-cell lymphoma Anil R. Singh1†, Juan J. Gu2,3†, Qunling Zhang4, Pallawi Torka2, Suchitra Sundaram2, Cory Mavis2,3 and
Francisco J. Hernandez-Ilizaliturri2,3* Abstract To view a copy of this licence, visit http://creativecommons
The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero
data made available in this article, unless otherwise stated in a credit line to the data. * Correspondence: Francisco.hernandez@roswellpark.org
†Anil Singh and Juan J. Gu contributed equally to this work. 2Department of Medicine, Roswell Park Comprehensive Cancer Center,
Buffalo, USA
3Department Immunology, Roswell Park Comprehensive Cancer Center,
Buffalo, USA
Full list of author information is available at the end of the article © The Author(s). 2020 Open Access This article
which permits use, sharing, adaptation, distributi
appropriate credit to the original author(s) and t
changes were made. The images or other third p
licence, unless indicated otherwise in a credit lin
licence and your intended use is not permitted b
permission directly from the copyright holder. To
The Creative Commons Public Domain Dedicatio
data made available in this article, unless otherw
* Correspondence: Francisco.hernandez@roswellpark.org
†Anil Singh and Juan J. Gu contributed equally to this work. 2Department of Medicine, Roswell Park Comprehensive Cancer Center,
Buffalo, USA
3Department Immunology, Roswell Park Comprehensive Cancer Center,
Buffalo, USA
Full list of author information is available at the end of the article * Correspondence: Francisco.hernandez@roswellpark.org Bu a o, US
Full list of author information is available at the end of the article ,
Full list of author information is available at the end of the article Singh et al. Cancer & Metabolism (2020) 8:10
https://doi.org/10.1186/s40170-020-00213-w Singh et al. Cancer & Metabolism (2020) 8:10
https://doi.org/10.1186/s40170-020-00213-w Abstract Background: The treatment of diffuse large B-cell lymphoma (DLBCL) is limited by the development of resistance
to therapy, and there is a need to develop novel therapeutic strategies for relapsed and refractory aggressive
lymphoma. Metformin is an oral agent for type 2 diabetes that has been shown to decrease cancer risk and lower
mortality in other types of cancer. Methods: We performed a retrospective analysis of the RPCCC database looking at patients with DLBCL treated
with front-line chemotherapy. We also performed pre-clinical studies looking at the effect of metformin on cell
viability, cell number, Ki67, ATP production, apoptosis, ROS production, mitochondrial membrane potential, cell
cycle, effect with chemotherapeutic agents, and rituximab. Finally, we studied mouse models to see the anti-tumor
effect of metformin. Results: Among diabetic patients, metformin use was associated with improved progression-free survival (PFS) and
overall survival (OS) compared to diabetic patients not on metformin. Our pre-clinical studies showed metformin is
itself capable of anti-tumor effects and causes cell cycle arrest in the G1 phase. Metformin induces apoptosis, ROS
production, and increased mitochondrial membrane permeability. Metformin exhibited additive/synergistic effects
when combined with traditional chemotherapy or rituximab in vitro. In vivo, metformin in combination with
rituximab showed improved survival compared with rituximab monotherapy. Conclusions: Our retrospective analysis showed that metformin with front-line chemotherapy in diabetic patients
resulted in improved PFS and OS. Our pre-clinical studies demonstrate metformin has potential to re-sensitize
resistant lymphoma to the chemo-immunotherapy and allow us to develop a hypothesis as to its activity in DLBCL. Keywords: Metformin, Rituximab-chemotherapy resistance, Lymphoma, Glucose metabolism © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 Inte
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licenc
changes were made. The images or other third party material in this article are included in the article's Cre
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you
permission directly from the copyright holder. Introduction study from Dr. Solomon group and a prospective study
from Dr. Zhao group found that metformin use prolonged
the survival of DLBCL, whereas another retrospective
study conducted by Dr. Cerhan group failed to demon-
strate a positive clinical benefit in the same lymphoma
subtype [24–26]. Several clinical trials combined metfor-
min with either sirolimus or temsirolimus with R-CHOP
or DA-EPOCH-R are current evaluating in NHL [27]. The need to improve upon therapeutic approaches for re-
lapsed/refractory diffuse large B-cell lymphoma (DLBCL)
patients was highlighted by the results of the prospective
multicenter phase III Collaborative Trial in Relapsed Ag-
gressive Lymphoma (CORAL) study. DLBCL patients pre-
viously treated with rituximab (R) in combination with
standard doses of cyclophosphamide, doxorubicin, vincris-
tine, and prednisone (R+CHOP) had only a 34% event-
free survival (EFS) after R-based salvage immunochem-
otherapy followed by high-dose chemotherapy and autolo-
gous stem cell transplant (HDC-ASCT) [1, 2]. Scientific
efforts must be focused in defining the resistance path-
ways developed by lymphoma cells and integrate thera-
peutic strategies to overcome them. To this end, we
developed several rituximab-resistant cell lines (RRCL)
and found that the acquirement of rituximab resistance
leads to resistance to multiple chemotherapy agents [3, 4]. Perhaps
related
to
the
acquirement
of
rituximab-
chemotherapy resistance observed in our RRCL, we found
a de-regulation of apoptosis, cell cycle progression, and
glucose metabolism [4–7]. Cancer cells alter their mito-
chondrial potential (i.e., apoptotic threshold) to resist the
cytotoxic effects from the host immune-surveillance cells
and/or the toxic effects of therapeutic interventions. As a
consequence, the cellular metabolism shifts from aerobic
to anaerobic glycolysis in order to generate adenosine tri-
phosphate (ATP) (Warburg effect) [8, 9]. In an attempt to
maintain adequate ATP levels and meet their energy re-
quirement, those cancer cells are required to maintain a
higher glucose uptake rate [10, 11]. In our current work, we present the results of a retro-
spective study conducted at our Institute. In it, we found
that DLBCL diabetic patients who used metformin during
first-line chemo-immunotherapy had a significantly im-
proved progression-free survival (PFS) and overall survival
(OS) compared to non-diabetic or diabetic DLBCL pa-
tients that used other glucose-lowering agent(s). Our find-
ings suggested a therapeutic role of metformin in DLBCL. © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Page 2 of 13 Page 2 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Singh et al. Cancer & Metabolism Introduction Subsequently, using both, in vitro and in vivo lymphoma
pre-clinical models as well as primary clinical samples ob-
tained through our lymphoma clinical program, we identi-
fied metformin as an effective therapeutic drug against B-
cell NHL. To our knowledge, this is the first report that
demonstrates metformin’s anti-cancer properties in resist-
ant B-cell lymphoma. Our findings support the combin-
ation of metformin with other chemotherapeutic agents as
relatively inexpensive and potentially effective approach to
reverse the drug-resistance in B-cell lymphoma. Differences in the clinical outcomes following first-line
chemo-immunotherapy in diabetic and non-diabetic
DLBCL patients. Using the RPCCC tumor registry, we identified 264
DLBCL patients treated with rituximab and anthracycline-
based therapy between 1997 and 2013. The cohort of pa-
tients included 49 diabetic patients. Demographic, clinical,
pharmacological, and pathological characteristics were re-
corded (age, sex, DLBCL subtype according to the Han’s
algorithm [28], stage at diagnosis, international prognostic
index [IPI] risk category, treatment type, and whether or
not they received radiation as consolidation to their first
line of therapy). The use of metformin or other glucose
lowering agents was recorded for each diabetic patient. Differences in response rate, PFS, and OS were evaluated
between non-diabetic, diabetic on metformin, or diabetic
on other glucose lowering agent DLBCL patients. Metformin has been widely prescribed to type II dia-
betics since 1950. The exact mechanism(s) by which met-
formin lowers blood glucose levels is poorly defined. However, several hypotheses had been postulated: (1) in-
hibition of hepatic gluco-neogenesis and (2) reduction of
insulin resistance enhancing glucose uptake in skeletal
muscle [12–14]. In addition, metformin appears to exhibit
anti-cancer properties. Metformin at supra-physiological
(mM range) doses is an agonist of the adenosine
monophosphate-activated protein kinase (AMPK) that
plays a pivotal role in cellular metabolism and B-cell de-
velopment. It has been demonstrated that AMPK inhibits
the mammalian target of rapamycin (mTOR), partially
explaining its anti-tumor effects. Another known anti-
cancer effect of metformin is through the inhibition of
complex 1 in the mitochondrial electron transport chain
leading to ATP reduction [15–17]. Epidemiological studies
have demonstrated that the use of metformin in diabetic
patients is associated with a decrease in the incidence of
cancer or lower cancer-related mortality [18–23]. Changes in the expression of several cell cycle proteins in
RSCL or RRCL after exposure to metformin RSCL and RRCL cells were exposed to metformin (8
mM) for 48 h, and changes in key regulators of the cell
cycle pathway (C-Myc, PCNA, E2F and CDK2, (Cell Sig-
naling Technologies, MA)) were evaluated using specific
primary
and
secondary
monoclonal/polyclonal
anti-
bodies by Western blot. Effects of metformin on transcription of C-Myc and PCNA
Changes in C-Myc and PCNA expression were analyzed
with a quantitative real-time PCR using TaqMan primers
and probes according to the manufacturer’s directions
(Applied Biosystems). Briefly, after exposure to metformin
(8 or 16 mM) for 48 h, total RNA was extracted and con-
verted in complementary deoxyribonucleic acid (DNA)
from RSCL and RRCL using the TaqMan Gene Expres-
sion cell-to-CT kit (Life Technologies) on an ABI-
7500HT (Applied Bio systems). Ct values were determined
using the SDS v 2.2 software (Applied Biosystems) and
compared using the ΔΔCt method. Effects of metformin on apoptosis induction, radical
oxygen species (ROS) production, and changes
mitochondrial potential Lymphoma cells were incubated at a cell density of 0.5 ×
106/mL in complete media containing DMSO or metfor-
min (16 mM). After 48 h, cells were stained with
Annexin V and PI in Annexin binding buffer (Thermos
Fisher, Grand Island, NY). Following staining, 10,000
events were collected on a FACScan (Becton Dickinson). Data were analyzed using the FCS express software (De
Novo Software, Los Angeles, CA), and differences in
apoptosis induction were compared using paired t tests
in the SPSS 14.0 software (SPSS, Inc.). Cell lines and primary patient samples A panel of rituximab-sensitive (RSCL) or RRCL cell lines
was cultured in RPMI1640 for the experiments as previ-
ously described [3, 4]. Primary patient samples from bi-
opsy specimens were procured under Roswell Park
Comprehensive Cancer Center Review Board protocols
I42804 and I42904. Primary neoplastic B-cells were In DLBCL, there is conflictive data on the impact of the
use of metformin in DLBCL outcomes. A retrospective Page 3 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Singh et al. Cancer & Metabolism isolated from pre-treatment biopsy tissue obtained from
16 patients with previously untreated (N = 9) or relapsed/
refractory (N = 7) NHL receiving therapy at RPCCC as
previously described [29]. Effects of metformin on the cell cycle of RSCL and RRCL
RSCL and RRCL were exposed to metformin (8 or 16
mM) for 48 h. Cells were then washed with PBS and
fixed with 70% ethanol at – 20 °C, incubated with 100
μg/ml RNase for 30 min (Sigma-Aldrich), and stained
with 50 ug/ml PI. DNA content was determined by flow
cytometry. Effects of metformin on the cell cycle of RSCL and RRCL
RSCL and RRCL were exposed to metformin (8 or 16
mM) for 48 h. Cells were then washed with PBS and
fixed with 70% ethanol at – 20 °C, incubated with 100
μg/ml RNase for 30 min (Sigma-Aldrich), and stained
with 50 ug/ml PI. DNA content was determined by flow
cytometry. In vitro effect of metformin on DLBCL cell viability, cell
number, ATP, and Ki67 RRCL or RSCL were exposed in vitro to escalating doses
of metformin for 24, 48, or 72 h. Cells were plated at a
cell density of 0.5 × 106 cells/ml. Cell proliferation was
determined as the change in Presto blue (ThermoFisher,
CA) reduction by living cells and measured using a
FluoroScan Ascent LF (Thermo Fisher Scientific, Bar-
rington, IL). The half maximal inhibition concentration
(IC50) of metformin was calculated using the Graph Pad
Prism Software version 6.04 (graph Pad Software, La
Jolla, CA). Cell number in each condition was counted
by Trypan blue exclusion. Changes in ATP production
were determined using the Cell Titer-Glo Luminescent
Viability Assay reagent (Promega). Experiments were
done in triplicates and the percentage of ATP was
assessed and normalized to controls. Ki-67 was stained
using a FITC labeled mousse anti-human Ki-67 for 1 h
and evaluated by flow cytometry analysis. Effect of metformin on complement-mediated
cytotoxicity (CMC) and antibody-dependent cellular
cytotoxicity (ADCC) RSCL or RRCL were exposed to metformin (4, 8, or 16
mM) or DMSO for 48 h. Subsequently, 2 × 106 viable
cells were labeled with 51Cr at 37 °C, 5% CO2 for 2 h. 51Cr-labeled RSCL or RRCL were then placed in 96-well
plates at a cell concentration of 1 × 105 cells/well (CMC
assay) or 1 × 104 cells/well (ADCC assay). Cells were
then exposed to rituximab or isotype (10 μg/ml) and hu-
man serum (CMC, 1:4 dilution) or PBMCs (ADCC, 40:1
effector: target ratio) for 6 h at 37 °C and 5% CO2. 51Cr
release was measured as previous described [3]. RSCL and RRCL were exposed to DMSO or metfor-
min (16 mM) for 48 h. Subsequently, cells were re-
suspended in 0.5 ml of PBS containing 5 μmol/l of dihy-
drorhodamine 123 (Invitrogen) and incubated at 37 °C
for 30 min in the dark. ROS was determined by flow cy-
tometry analysis. To determine changes in the mito-
chondrial potential, lymphoma cell lines were exposed
to metformin (16 mM) for 48 h, and 1 × 106 cells were
incubated in DiOC6 (Thermofisher) at 37 °C for 30 min. The dose of DiOC6 used (20 nM) is within the ranges
suggested by standard protocols. Scientists had doses
ranging between 10 and 20 nM [30, 31]. We used FCCP
treatment as a positive control. Cells were then washed
and re-suspended in PBS and data collected and ana-
lyzed via flow cytometry. Effects of metformin on rituximab activity in vivo For the in vivo experiments, 6–8-week-old severe com-
promised immunodeficiency (SCID) mice were utilized. SCID mice were inoculated on day zero with 10 × 106
Raji cells through tail vein injection. After 72 h (to allow
tumor engraftment), the animals were then divided into
four cohorts. The first cohort (group A) was used as
control and the animals did not receive any treatment. Group B consisted of animals treated with rituximab at
10 mg/kg on day +3, +7, +10, +14. Groups C were Page 4 of 13 Page 4 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Singh et al. Cancer & Metabolism (2020) 8:10 Singh et al. Cancer & Metabolism Patients included were closely matched with regard to
median age, sex, DLBCL subtype, initial stage, and IPI
risk category at the time of diagnosis. The histologic
subtype was closely matched among groups and was
evenly divided among GCB, non-GCB, and unknown. Most patients presented with advanced stage disease
(III or IV). There was a difference in the percentage
of
patients
receiving
R-DA-EPOCH
in
the
non-
diabetic patients (10.2%) compared to diabetic pa-
tients (0% not on metformin vs. 3.6% on metformin). There was also a difference in the rate at which radi-
ation treatment was received among non-diabetic and
diabetic patients on metformin (31.6% and 32.1% re-
spectively) compared to diabetic patients not on met-
formin (10.0%). There was also a difference in the
rate at which radiation treatment was received among
non-diabetic
and
diabetic
patients
on
metformin
(31.6% and 32.1% respectively) compared to diabetic
patients not on metformin (10.0%). There was a sta-
tistically
significant
difference
between
the
non-
diabetic patients and the diabetic patients not on
metformin (P = 0.044), otherwise the differences were
not significant. treated with metformin 2 μg/ml in drinking water
until the experiment finished. Groups D was treated
with combination treatment of both rituximab at 10
mg/kg and metformin 2 μg/ml in drinking water. The
end point of the study was survival defined as the
time to development of limb paralysis. Animals that
reached the end point or survived after 3 months of
observation were sacrificed by cervical dislocation. The experiments were repeated on three separate
occasions. From December 1997 through May 2013, 264 patients with DLBCL were treated with R-CHOP/R-CHOP-like or R-DA-EPOCH at RPCCC. These patients were
identified through analysis of the RPCCC lymphoma database. Their demographic, clinical, and pathological data were compared. The following variables were
measured and compared: mean age, sex, DLBCL subtype, stage at diagnosis, IPI risk category, treatment type, and whether or not they received radiation Metformin use among diabetic patients associated with
improved PFS and OS to cell lines, activity was seen in samples isolated from
de novo or relapsed/refractory lymphoma patients. Dif-
ferences in the proliferation rate between primary tumor
cells and established lymphoma cell lines could explain
this finding (Fig. 2e). The use of metformin in DLBCL patients treated with
front-line chemo-immunotherapy resulted in improved
clinical outcomes (Fig. 1a, b). Among diabetic patients
on metformin vs. diabetic patients on other glucose low-
ering agents, there was a statistically significant improve-
ment in both PFS (90 months vs. 60 months, P = 0.036)
and OS (100 months vs. 71 months, P = 0.039). There
was a trend towards improved PFS (90 months vs. 83
months, P = 0.23) and OS (100 months vs. 97 months, P
= 0.25) even when comparing DM patients on metfor-
min to non-diabetic patients, but this difference did not
reach statistical significance. Metformin induces apoptosis, increased ROS production,
and lowered mitochondrial potential Metformin induces apoptosis, increased ROS production,
and lowered mitochondrial potential Mitochondria are the energy factory of the cell, but also
regulate apoptosis. One of the key events in apoptosis is
the loss of the mitochondrial membrane potential. The
loss of the membrane potential results in caspase activa-
tion, the loss of mitochondrial functions essential for cell
survival as well as the release of molecules that are in-
volved in caspase-independent cell death [32–34]. Once
there has been a loss of the mitochondrial membrane
potential, the cell has committed to undergo apoptosis. We sought to identify the effect of metformin on apop-
tosis, ROS production, and mitochondrial membrane
potential. The exposure of RSCL and RRCL to metfor-
min resulted in an increase in apoptosis, measured by
the percentage of Annexin V positive cells (Fig. 3a). While apoptosis was noted in both RSCL as well as
RRCL, the effect of metformin was more pronounced in
RSCL. Patient characteristics A total of 264 DLBCL patients were included in the
retrospective analysis. All patients had DLBCL and re-
ceived either R-CHOP, rituximab in combination with
dose-adjusted etoposide, prednisone, vincristine, cyclo-
phosphamide, and doxorubicin (R-DA-EPOCH) or R-
CHOP-like chemotherapy (Table 1). A total of 215
patients were found to be non-diabetic and 49 pa-
tients were diabetic. Among diabetic patients, 21 were
not on metformin, while 28 were using metformin
(may or may not have been using other agents). Table 1 Descriptive statistics of diffuse large B-cell lymphoma with or without diabetes type 1/2 treated with rituximab-doxorubicin
based chemotherapy at Roswell Park Comprehensive Cancer Center Table 1 Descriptive statistics of diffuse large B-cell lymphoma with or without diabetes type 1/2 treated with rituximab-doxorubicin
based chemotherapy at Roswell Park Comprehensive Cancer Center
All Patients
Non-Diabetic
Diabetic No Metformin
Diabetic Metformin
Number (%)
264
215 (81.4%)
21/49 (8.0%)
28/49 (10.6%)
Median Age
60
58
73
63.5
Sex
F/M
92/172 (34.8%/65.2%)
73/142 (34.0%/66%)
6/15 (28.6%/71.4%)
13/15 (46.4%/53.6)
Subtype
GCB
70 (26.5%)
55 (25.6%)
6 (28.6%)
9 (32.1%)
Non-GCB
94 (35.6%)
76 (35.3%)
8 (38.1%)
10 (35.7%)
UNK
100 (37.9%)
84 (39.1%)
7 (33.3%)
9 (32.1%)
Stage
I-II/III-IV
94/167 (36.0%/64.0%)
79/134 (37.1%/62.9%)
7/14 (33.3%/66.6%)
8/20 (28.6%/71.4%)
IPI Risk Category
High
19 (7.2%)
16 (7.4%)
1 (4.8%)
2 (7.1%)
High-Int
58 (22.0%)
41 (19.1%)
8 (38.1%)
9 (32.1%)
Low-Int
97 (36.7%)
78 (36.3%)
8 (38.1%)
11 (39.3%)
Low
90 (34.1%)
80 (37.2%)
4 (19.0%)
6 (21.4%)
Treatment Type
R-CHOP
231 (87.5%)
185 (86.0%)
19 (90.5%)
27 (96.4%)
R-CHOP-Doxil
8 (3.0%)
6 (2.8%)
2 (9.5%)
0 (0%)
R-CHOP-MTX
2 (0.8%)
2 (0.9%)
0 (0%)
0 (0%)
R-EPOCH
23 (8.7%)
22 (10.2%)
0 (0%)
1 (3.6%)
Radiation Not treated vs. Treated
182/78 (70.0%/30.0%)
145/67 (68.4%/31.6%)
18/2 (90.0%/10.0%)
19/9 (67.9%/32.1%)
From December 1997 through May 2013, 264 patients with DLBCL were treated with R-CHOP/R-CHOP-like or R-DA-EPOCH at RPCCC. These patients were
identified through analysis of the RPCCC lymphoma database. Their demographic, clinical, and pathological data were compared. Patient characteristics The following variables were
measured and compared: mean age, sex, DLBCL subtype, stage at diagnosis, IPI risk category, treatment type, and whether or not they received radiation Table 1 Descriptive statistics of diffuse large B-cell lymphoma with or without diabetes type 1/2 treated with
based chemotherapy at Roswell Park Comprehensive Cancer Center s of diffuse large B-cell lymphoma with or without diabetes type 1/2 treated with rituximab-doxorubicin
well Park Comprehensive Cancer Center Singh et al. Cancer & Metabolism (2020) 8:10 Page 5 of 13 (2020) 8:10 Singh et al. Cancer & Metabolism Fig. 1 Effects of the use metformin during first-line chemo-immunotherapy in diffuse large B-cell lymphoma patients. Retrospective analysis of
264 patients at RPCCC diagnosed with DLBCL. Kaplan-Meier curves showing an improved progression-free survival (PFS) (a) and overall survival
(OS) (b) based on metformin use in diabetic DLBCL patients. When the impact of metformin use during rituximab and systemic chemotherapy
(doxorubicin-based poly-chemotherapy) was compared among all patients, diabetic patients on metformin (red line) vs. other glucose lowering
agents (green line) had a statistically significant improvement in both PFS (90 months vs. 60 months, P = 0.036) and OS (100 months vs. 71
months, P = 0.039). There was a trend towards improved PFS (90 months vs. 83 months, P = 0.23) and OS (100 months vs 97 months, P = 0.25)
even when compared to non-diabetic patients (blue line), but this difference did not reach statistical significance Fig. 1 Effects of the use metformin during first-line chemo-immunotherapy in diffuse large B-cell lymphoma patients. Retrospective analysis of
264 patients at RPCCC diagnosed with DLBCL. Kaplan-Meier curves showing an improved progression-free survival (PFS) (a) and overall survival
(OS) (b) based on metformin use in diabetic DLBCL patients. When the impact of metformin use during rituximab and systemic chemotherapy
(doxorubicin-based poly-chemotherapy) was compared among all patients, diabetic patients on metformin (red line) vs. other glucose lowering
agents (green line) had a statistically significant improvement in both PFS (90 months vs. 60 months, P = 0.036) and OS (100 months vs. 71
months, P = 0.039). There was a trend towards improved PFS (90 months vs. 83 months, P = 0.23) and OS (100 months vs 97 months, P = 0.25)
even when compared to non-diabetic patients (blue line), but this difference did not reach statistical significance Metformin use among diabetic patients associated with
improved PFS and OS Metformin single agent results in time and dose-
dependent killing and decreased cellular proliferation IC50 results were obtained from GraphPad Prism6 after metformin 72
h treatment. b RSCL and RRCL cells were cultured in the presence or absence of metformin 16 mM for 48 h. Cell number in each condition was
counted by Trypan blue. c Ki-67 was stained followed by flow cytometry analysis in RSCL and RRCL exposed to DMSO control or metformin (16
mM) for 48 h. d Cells were exposed to metformin 16 mM for 48 hours, and then ATP levels in each of cell lines were assessed by Titer Glo and
normalized to the cell number. ATP production was calculated as percentage to the untreated control (100%). e Primary tumor cells isolated from
patients with either newly diagnosed or relapsed/refractory B-cell lymphoma cells were exposed to metformin (16 mM) for 48 h. Titer Glo assay
was performed to assess growth inhibition. The results are determined as percentage of viable cells compared with control. Data represented
mean ± SD derived from 3 independent experiments Fig. 2 Metformin inhibited rituximab-sensitive and resistant B-cell lymphoma cell lines viability. a RSCL and RRCL were treated with accumulative
concentration of metformin for 24, 48, or 72 h, respectively. Presto blue assays were performed to assess growth inhibition of metformin. The
results are determined as percentage of viable cells compared with control. IC50 results were obtained from GraphPad Prism6 after metformin 72
h treatment. b RSCL and RRCL cells were cultured in the presence or absence of metformin 16 mM for 48 h. Cell number in each condition was
counted by Trypan blue. c Ki-67 was stained followed by flow cytometry analysis in RSCL and RRCL exposed to DMSO control or metformin (16
mM) for 48 h. d Cells were exposed to metformin 16 mM for 48 hours, and then ATP levels in each of cell lines were assessed by Titer Glo and
normalized to the cell number. ATP production was calculated as percentage to the untreated control (100%). e Primary tumor cells isolated from
patients with either newly diagnosed or relapsed/refractory B-cell lymphoma cells were exposed to metformin (16 mM) for 48 h. Titer Glo assay
was performed to assess growth inhibition. The results are determined as percentage of viable cells compared with control. Data represented
mean ± SD derived from 3 independent experiments lines (RSCL and RRCL), metformin resulted in an in-
crease in ROS production. Metformin single agent results in time and dose-
dependent killing and decreased cellular proliferation Unlike the Raji and RL cell
clines, the U2392 cell lines did not show an increase in
ROS production when exposed to metformin. Lastly, we
examined the effect of metformin on the mitochondrial
membrane potential (Fig. 3c). The loss in mitochondrial
membrane potential was more pronounced in RSCL al-
though it was seen in both RSCL and RRCL. metformin exposure led to cell cycle arrested in the G1
phase and a decrease in the S phase (Fig. 4a). This effect
was seen in all cell lines and among RSCL as well as
RRCL; however, the effect was the greatest among the Raji
and RL (GCB) cell lines compared to U2392 (non-GCB). To further characterize how metformin affects the cell
cycle distribution in lymphoma cells, we study changes in
G1 cell cycle regulatory proteins following drug exposure
(Fig. 4b). In Raji and RL cells, in vitro exposure to
metformin resulted in a decrease in C-Myc, PCNA,
E2F, and CDK2 as detected by Western blotting. We
further explored the mRNA changes of C-Myc and
PCNA after exposure to metformin (Fig. 4c, d). Exposure
to metformin resulted in a marked decrease in the
mRNA levels of C-Myc and PCNA in the Raji and
RL cell lines consistent with what was observed in
the Western blots. Metformin single agent results in time and dose-
dependent killing and decreased cellular proliferation The addition of metformin to RSCL and RRCL resulted
in a dose and time-dependent decrease in cell viability
(Fig. 2a). Metformin was also directly cytotoxic to cells,
resulting in decreased cell number (Fig. 2b) and de-
creased proliferative index (Ki-67 index), in both RSCL
and RRCL (Fig. 2c). The exposure of metformin resulted
in a reduction of ATP (Fig. 2d) in RSCL and RRCL. We
explored if metformin induced cell death in primary
tumor cells isolated from lymphoma patients (N = 16,
Supplemental Table 1). To lesser degree when compared Subsequently, we examined the effect of metformin on
the production of ROS (Fig. 3b). In both Raji and RL cell Singh et al. Cancer & Metabolism Singh et al. Cancer & Metabolism (2020) 8:10 Page 6 of 13 Fig. 2 Metformin inhibited rituximab-sensitive and resistant B-cell lymphoma cell lines viability. a RSCL and RRCL were treated with accumulative
concentration of metformin for 24, 48, or 72 h, respectively. Presto blue assays were performed to assess growth inhibition of metformin. The
results are determined as percentage of viable cells compared with control. IC50 results were obtained from GraphPad Prism6 after metformin 72
h treatment. b RSCL and RRCL cells were cultured in the presence or absence of metformin 16 mM for 48 h. Cell number in each condition was
counted by Trypan blue. c Ki-67 was stained followed by flow cytometry analysis in RSCL and RRCL exposed to DMSO control or metformin (16
mM) for 48 h. d Cells were exposed to metformin 16 mM for 48 hours, and then ATP levels in each of cell lines were assessed by Titer Glo and
normalized to the cell number. ATP production was calculated as percentage to the untreated control (100%). e Primary tumor cells isolated from
patients with either newly diagnosed or relapsed/refractory B-cell lymphoma cells were exposed to metformin (16 mM) for 48 h. Titer Glo assay
was performed to assess growth inhibition. The results are determined as percentage of viable cells compared with control. Data represented
mean ± SD derived from 3 independent experiments Fig. 2 Metformin inhibited rituximab-sensitive and resistant B-cell lymphoma cell lines viability. a RSCL and RRCL were treated with accumulative
concentration of metformin for 24, 48, or 72 h, respectively. Presto blue assays were performed to assess growth inhibition of metformin. The
results are determined as percentage of viable cells compared with control. Metformin induces G1 cell cycle arrest in both RSCL and
RRCL Low DiOC6 population was gated for low mitochondrial outer
membrane potential (ΔΨm-Low) and FCCP was used as a positive control. All data represented mean ± SD derived from 3
independent experiments d
d
d ROS
d
d d
d h
h
d
l
l
RSCL
d Fig. 3 Metformin induced apoptosis, increased ROS production, and decreased the mitochondrial potential in vitro. a RSCL and RRCL were
exposed to control or metformin (16 mM) for 48 h, and then the percentage of cells undergoing apoptosis (Annexin V + cells) was determined
by flow cytometry. Asterisk indicates that the differences were significant at P < 0.05. b Oxidative stress induced by metformin was determined
by comparing dihydrorhodamine-123 (DHR-123) fluorescence intensity at 24 h post-metformin exposure to DHR-123 fluorescence of controls. All
data were normalized to the control cell as 100% ROS production. Data represented mean ± SD derived from 3 independent experiments. Asterisk means P < 0.05. c RSCL and RRCL were cultured for 48 h in the absence or presence of metformin (16 mM). Subsequently, cells were
stained for 30 min at 37 °C with DiOC6 followed by flow cytometry analysis. Low DiOC6 population was gated for low mitochondrial outer
membrane potential (ΔΨm-Low) and FCCP was used as a positive control. All data represented mean ± SD derived from 3
independent experiments Fig. 3 Metformin induced apoptosis, increased ROS production, and decreased the mitochondrial potential in vitro. a RSCL and RRCL were
exposed to control or metformin (16 mM) for 48 h, and then the percentage of cells undergoing apoptosis (Annexin V + cells) was determined
by flow cytometry. Asterisk indicates that the differences were significant at P < 0.05. b Oxidative stress induced by metformin was determined
by comparing dihydrorhodamine-123 (DHR-123) fluorescence intensity at 24 h post-metformin exposure to DHR-123 fluorescence of controls. All
data were normalized to the control cell as 100% ROS production. Data represented mean ± SD derived from 3 independent experiments. Asterisk means P < 0.05. c RSCL and RRCL were cultured for 48 h in the absence or presence of metformin (16 mM). Subsequently, cells were
stained for 30 min at 37 °C with DiOC6 followed by flow cytometry analysis. Low DiOC6 population was gated for low mitochondrial outer
membrane potential (ΔΨm-Low) and FCCP was used as a positive control. All data represented mean ± SD derived from 3
independent experiments Metformin induces G1 cell cycle arrest in both RSCL and
RRCL Prior studies [35–37] had shown that in vitro addition of
metformin to solid tumor cancer cells resulted in cell
cycle arrest. To further investigate the effect of metfor-
min on the cell cycle in lymphoma cells, we performed
flow cytometric analysis of cells in response to the treat-
ment with metformin for 48 h. In both RSCL and RRCL, Singh et al. Cancer & Metabolism (2020) 8:10 Page 7 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Fig. 3 Metformin induced apoptosis, increased ROS production, and decreased the mitochondrial potential in vitro. a RSCL and RRCL were
exposed to control or metformin (16 mM) for 48 h, and then the percentage of cells undergoing apoptosis (Annexin V + cells) was determined
by flow cytometry. Asterisk indicates that the differences were significant at P < 0.05. b Oxidative stress induced by metformin was determined
by comparing dihydrorhodamine-123 (DHR-123) fluorescence intensity at 24 h post-metformin exposure to DHR-123 fluorescence of controls. All
data were normalized to the control cell as 100% ROS production. Data represented mean ± SD derived from 3 independent experiments. Asterisk means P < 0.05. c RSCL and RRCL were cultured for 48 h in the absence or presence of metformin (16 mM). Subsequently, cells were
stained for 30 min at 37 °C with DiOC6 followed by flow cytometry analysis. Low DiOC6 population was gated for low mitochondrial outer
membrane potential (ΔΨm-Low) and FCCP was used as a positive control. All data represented mean ± SD derived from 3
independent experiments Fig. 3 Metformin induced apoptosis, increased ROS production, and decreased the mitochondrial potential in vitro. a RSCL and RRCL were
exposed to control or metformin (16 mM) for 48 h, and then the percentage of cells undergoing apoptosis (Annexin V + cells) was determined
by flow cytometry. Asterisk indicates that the differences were significant at P < 0.05. b Oxidative stress induced by metformin was determined
by comparing dihydrorhodamine-123 (DHR-123) fluorescence intensity at 24 h post-metformin exposure to DHR-123 fluorescence of controls. All
data were normalized to the control cell as 100% ROS production. Data represented mean ± SD derived from 3 independent experiments. Asterisk means P < 0.05. c RSCL and RRCL were cultured for 48 h in the absence or presence of metformin (16 mM). Subsequently, cells were
stained for 30 min at 37 °C with DiOC6 followed by flow cytometry analysis. Metformin enhances cytotoxic killing by chemotherapy
and rituximab’s activity in vitro and in vivo We then tested to see if metformin could enhance the
activity of rituximab by exposing RSCL and RRCL to
varying concentrations of metformin and then evaluated
complement-mediated
cytotoxicity
(CMC)
and
antibody-dependent cellular cytotoxicity (ADCC) in the
presence of rituximab (Fig. 5c). RSCL showed increased
CMC in a dose-dependent manner to metformin. There
was no effect on CMC in RRCL. The addition of metfor-
min with rituximab resulted in increased ADCC in both
RSCL and RRCL. To examine if metformin could enhance the anti-tumor
activity of chemotherapy drugs, we next tested cell via-
bility with RSCL and RRCL after exposure to metformin
and/or chemotherapy agents. Synergistic activity was ob-
served when metformin was combined with doxorubicin
(Fig. 5a) in RSCLs (the combination index (CI) of Raji
is 0.7 and CI of RL is 0.8). There was also a trend to-
wards improvement in the U2392 and the RRCL, but
these did not reach statistical significance. The addition
of metformin to dexamethasone (Fig. 5b) resulted in a
statistically significant decrease in cell viability in all
cell lines tested except the U2392 cell line. The CI
value calculated by the CalcuSyn software was less than
0.5 (Fig. 5c), which indicated a synergistic effect be-
tween metformin and dexamethasone among our RSCL
and RRCL. The treatment of human lymphoma-bearing SCID
mice with rituximab resulted in prolongation in survival
as compared with placebo-treated controls (Fig. 5d). The
administration of metformin in combination with rituxi-
mab resulted in the most effective anti-tumor activity
and prolongation of survival of human lymphoma-
bearing SCID mice. Statistically significant differences
were observed between animals treated with rituximab Page 8 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Singh et al. Cancer & Metabolism Fig. 4 Metformin inhibited G1 cell cycle regulators and induces G1 cell cycle arrest in both RSCL and RRCL. a RSCL and RRCL were exposed to
DMSO or metformin (16 mM) for 48 h, and then cell cycle distribution changes was determined by flow cytometry. Cumulative results of G1/S/
G2-M phases are shown as mean ± standard error of the mean (SEM) (n = 3). Column, results are mean + SD of 3 independent experiments. Asterisk means P < 0.05. b Effect of metformin on cell cycle proteins. Western blot of G1 cell cycle regulatory proteins levels in metformin-
induced RSCL and RRCL. c, d Effects of metformin on transcriptional levels of C-Myc and PCNA. Metformin enhances cytotoxic killing by chemotherapy
and rituximab’s activity in vitro and in vivo Cells were treated with metformin 16 mM for 24
h. C-Myc and PCNA mRNA levels were analyzed by real-time qPCR Fig. 4 Metformin inhibited G1 cell cycle regulators and induces G1 cell cycle arrest in both RSCL and RRCL. a RSCL and RRCL were exposed to
DMSO or metformin (16 mM) for 48 h, and then cell cycle distribution changes was determined by flow cytometry. Cumulative results of G1/S/
G2-M phases are shown as mean ± standard error of the mean (SEM) (n = 3). Column, results are mean + SD of 3 independent experiments. Asterisk means P < 0.05. b Effect of metformin on cell cycle proteins. Western blot of G1 cell cycle regulatory proteins levels in metformin-
induced RSCL and RRCL. c, d Effects of metformin on transcriptional levels of C-Myc and PCNA. Cells were treated with metformin 16 mM for 24
h. C-Myc and PCNA mRNA levels were analyzed by real-time qPCR chemotherapy. We identified E2F as a potential target of
metformin that has not been previously identified. Based
on our research, we hypothesize a model for the anti-
tumor mechanism for metformin (Fig. 6). vs. metformin plus rituximab. The median survival time
of animals treated with metformin and rituximab was
longer (72.5 ± 5.11 days) than those treated with rituxi-
mab monotherapy alone (median survival of 51.5 ± 2.6
days); log-rank test, P = 0.01. g
In pre-clinical modes, we saw that metformin as a sin-
gle agent was able to affect time and dose-dependent
killing in RSCL as well as RRCL. This was shown in both
cell lines as well as in patient-derived primary cells. The
time and dose-dependent response were found at met-
formin IC50 of 7–13 mM. The metformin drug concen-
trations utilized in our in vitro experiments are higher
than the estimated drug concentrations achieved in our
in vivo experiments. These discrepancies were also noted
in other scientific contributions. The higher dose of met-
formin needed for in vitro experiments could be partially
due to the media used during the experimental design. As described by Heiden et al., pyruvate, glucose, and as-
partate which are common ingredients in culture media
(i.e., DMEM and RPMI1640) can diminish metformin
sensitivity [38]. Another second possible explanation to
explain the higher doses of metformin required in
in vitro experiments, in our rituximab-chemotherapy- Discussion RSCL and RRCL were exposed to metformin for 48 h and changes in cell viability
assessed by the change in Presto blue reduction as measured by flow cytometry. Data represented mean ± SD derived from 3 independent
experiments. Asterisk means P < 0.05. c Metformin enhanced anti-CD20 antibody-mediated complement-mediated cytotoxicity (CMC) and
antibody-dependent cellular cytotoxicity (ADCC) in RSCL and RRCL. Cells were exposed to media or metformin for 24 h and subsequently labeled
with 51Cr. Labeled cells were then exposed to isotype or anti-CD20 antibodies, and 20% human serum pooled from healthy volunteers (CMC) or
peripheral blood mononuclear cells at an effector:target ratio of 40:1 (ADCC) and incubated at 37 °C, 5% CO2 for 6 h. 51Cr release was measured and
the percentage of lysis was calculated. Asterisk means P < 0.05. d Metformin potentiated the anti-tumor activity of rituximab in mouse. Survival
differences between groups were compared using log-rank analysis. Experiments were repeated in three separate times. The survival difference
between rituximab as a single agent compared to rituximab combined with metformin at 2 μg/ml dosage was found to be significant (P = 0.01) resistant cell lines, is their known abnormal metabolic
state and apoptotic threshold [7]. cells that were more dependent on glycolysis were in fact
more susceptible to inhibition of the complex I, while
there was reduced or absent effect on normal cells [41]. Our research shows that in DLBCL RSCL as well as
RRCL, the addition of metformin resulted in a decrease
in ATP production which may be responsible for the de-
creased cellular proliferation seen in RSCL and RRCL
treated with metformin. Cellular proliferation, as measured by Ki-67, has been
associated with worse outcomes in DLBCL [39]. In all
cell lines, the exposure to metformin resulted in a de-
crease in the Ki-67. Metformin’s effects on mitochondria
are complex, but one of its mechanisms is the inhibition
of complex I of the electron transport chain [37, 40]. Prior studies in breast cancer models have shown that
metformin causes a decrease in ATP production, which
subsequently leads to a decrease in cellular proliferation
[37]. Cancer cells typically shift their metabolism to an-
aerobic glycolysis to help them produce ATP even in an-
aerobic
environments
(Warburg’s
effect)
[17,
41]. Research in breast cancer models suggested that cancer The effect of metformin on cellular proliferation has
been shown in several other malignant cell lines [42]. Discussion Our contribution highlights the effect of metformin in
aggressive B-cell lymphoma starting with a retrospective
analysis in DLBCL patients, and then working backwards
using pre-clinical models. This study is relevant for fu-
ture drug design, as well as clinical study design for pa-
tients
with
DLBCL,
particularly
in
underdeveloped
countries where access to costly treatments are an on-
going challenge. Our initial research was a retrospective
analysis of a large cohort of patients with DLBCL at a
single institution where we found that the use of metfor-
min was associated with improved clinical outcomes. We then performed studies on pre-clinical models where
we showed that metformin acts via several mechanisms
to both exert anti-tumor effects independently, as well
as to enhance the anti-tumor effects of traditional Page 9 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Singh et al. Cancer & Metabolism Fig. 5 Metformin enhanced chemotherapy and rituximab’s activity in vitro and in vivo. a, b Metformin enhances doxorubicin and
dexamethasone anti-tumor killing activity in RSCL and RRCL. RSCL and RRCL were exposed to metformin for 48 h and changes in cell viability
assessed by the change in Presto blue reduction as measured by flow cytometry. Data represented mean ± SD derived from 3 independent
experiments. Asterisk means P < 0.05. c Metformin enhanced anti-CD20 antibody-mediated complement-mediated cytotoxicity (CMC) and
antibody-dependent cellular cytotoxicity (ADCC) in RSCL and RRCL. Cells were exposed to media or metformin for 24 h and subsequently labeled
with 51Cr. Labeled cells were then exposed to isotype or anti-CD20 antibodies, and 20% human serum pooled from healthy volunteers (CMC) or
peripheral blood mononuclear cells at an effector:target ratio of 40:1 (ADCC) and incubated at 37 °C, 5% CO2 for 6 h. 51Cr release was measured and
the percentage of lysis was calculated. Asterisk means P < 0.05. d Metformin potentiated the anti-tumor activity of rituximab in mouse. Survival
differences between groups were compared using log-rank analysis. Experiments were repeated in three separate times. The survival difference
between rituximab as a single agent compared to rituximab combined with metformin at 2 μg/ml dosage was found to be significant (P = 0.01) Fig. 5 Metformin enhanced chemotherapy and rituximab’s activity in vitro and in vivo. a, b Metformin enhances doxorubicin and
dexamethasone anti-tumor killing activity in RSCL and RRCL. Discussion Our findings are consistent with other investigators. The
mechanisms by which metformin affects cellular prolif-
eration in DLBCL are multifactorial, but we have shown
that arrest of the cell in the G1 phase, due to downregu-
lation of E2F, as well as decreased ATP production is Page 10 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Fig. 6 Proposed model of anti-tumor mechanism for metformin in rituximab-sensitive and resistant B-cell lymphoma. Based on our work, we
have formulated a model by which we hypothesize metformin induces in its anti-tumor effects. Metformin inhibits proliferation via C-Myc
resulting in G1 cell cycle arrest. Metformin causes increased ROS production and loss of mitochondrial membrane potential resulting in apoptosis. Metformin enhances rituximab-mediated ADCC and to a lesser degree CMC Fig. 6 Proposed model of anti-tumor mechanism for metformin in rituximab-sensitive and resistant B-cell lymphoma. Based on our work, we
have formulated a model by which we hypothesize metformin induces in its anti-tumor effects. Metformin inhibits proliferation via C-Myc
resulting in G1 cell cycle arrest. Metformin causes increased ROS production and loss of mitochondrial membrane potential resulting in apoptos
Metformin enhances rituximab-mediated ADCC and to a lesser degree CMC both caused by metformin, and result in decreased cellu-
lar proliferation. through cytochrome release and apoptosis [36, 46]. We
show here that addition of metformin results in an in-
crease in ROS and loss of the mitochondrial membrane
permeability in lymphoma cells. Together, these suggest
that the increase in apoptosis is mediated by ROS produc-
tion resulting in increased membrane permeability. There
is likely another factor(s) causing the loss in mitochondrial
membrane potential besides increased ROS production, as
there was essentially no increase in ROS production in the
U2392 cell lines on exposure to metformin. Metformin has been shown to induce apoptosis in
leukemia, breast, and esophageal cancer cell lines [43–
45]. We show here that exposure to metformin resulted
in dose-dependent increase in apoptosis in both RSCL
and RRCL. Prior work by our group has shown that the
development of RRCL is associated with a decrease in
the pro-apoptotic proteins Bax and/or Bak [4]. These
two proteins are responsible for oligomerization and loss
of the mitochondrial membrane potential. The findings
from Fig. Funding This work was supported, in part, by a grant from the National Cancer
Institute (Sponsor Award number 5RO1CA136907-02), a 2012–2013 Develop-
mental Funds award from the Roswell Park Alliance Foundation, and a 2016–
2017 Disease Site Research Group (DSRG) Fund award from Roswell Park Alli-
ance Foundation and Carl Spezio Lymphoma Research Fund. Supplementary information
l
f Supplementary information accompanies this paper at https://doi.org/10. 1186/s40170-020-00213-w. Additional file 1: Supplemental Table 1. Descriptive statistics of 16
patient samples treated at Roswell Park Comprehensive Cancer Center. Primary neoplastic B-cells were isolated from pre-treatment biopsy tissue
obtained from 16 patients with previously untreated (N=9) or relapsed/re-
fractory (N=7) B-cell NHL receiving therapy at Roswell Park Comprehen-
sive Cancer Center (RPCCC). Samples from patient biopsy specimens
were procured under Institutional Review Board (IRB) RPCCC protocols
I42804 and I42904. Tissue specimens were placed in PBS-containing colla-
genase type IV (1mg/ml; Sigma-Aldrich, St. Louis, MO) and incubated for
15 minutes at 37°C, followed by manual agitation for five minutes. Next,
samples were diluted with RPMI 1640-containing 10% fetal bovine serum
(FBS) and the cell suspension filtered through a 100μm cell strainer to re-
move large clumps. Lymphocytes were enriched by density centrifuga-
tion. B-cells were then isolated from enriched lymphocytes by MACS
separation using a human B-cell Isolation Kit II (Miltenyi Biotec, Gladbach,
Germany). Abbreviations DLBCL: Diffuse large B-cell lymphoma; RSCL: Rituximab-sensitive cell lines;
RRCL: Rituximab-resistant cell lines; ROS: Reactive oxygen species DLBCL: Diffuse large B-cell lymphoma; RSCL: Rituximab-sensitive cell lines;
RRCL: Rituximab-resistant cell lines; ROS: Reactive oxygen species Financial/grant support This work was supported, in part, by a grant from the National Cancer
Institute (Sponsor Award number 5RO1CA136907-02), a 2012-2013 Develop-
mental Funds award from the Roswell Park Alliance Foundation, a 2016-2017
Disease Site Research Group (DSRG) Fund award from Roswell Park Alliance
Foundation and Carl Spezio Lymphoma Research Fund Authors’ Contributions SA and JJG contributed equally to this paper; SA, JJG, and FJHI designed the
research; SA and JJG analyzed the retrospective clinical study; JJG and QLZ
performed the in vitro and in vivo experiments; SA, JJG, and FJHI analyzed
the data; SA, JJG, and FJHI wrote the paper. The authors read and approved
the final manuscript. Discussion Metformin’s effects on the cell cycle distribu-
tion have been shown previously [35–37, 50]. Here, we
have also demonstrated that metformin induces G1 cell
cycle arrest, with a decrease in the cellular proteins C-
Myc, CDK2, E2F, and PCNA. This is confirmed by the
decrease in mRNA of C-Myc and PCNA, both of which
correspond to the S Phase [51–53]. Of note, our data
show that although there was arrest of the cell cycle in
G1 for U2392 cell lines, there was minimal effect on C-
Myc, PCNA, E2F, or CDK2. The U2392 cell line is de-
rived from an ABC DLBCL cell line as opposed to the
Raji and RL cell lines, which are derived from GCB
DLBCL and BL respectively. It is possible that mechan-
ism of cell cycle arrest may be different in the ABC cell
lines as opposed to GCB-DLBCL or BL cell lines. perform in laboratory models. It also suggests that by
understanding how metformin exercises its anti-tumor
effects, a novel inhibitor could be developed with a bet-
ter therapeutic range concentration. Additionally, while
our work has shown some single agent activity for met-
formin, we are not advocating for the use of metformin
as a single agent, but rather as chemotherapy enhancer. Conclusion As metformin is becoming more studied for its anti-tumor
effects, numerous pre-clinical and clinical studies have also
begun focusing on combining metformin with chemother-
apy in solid tumor malignancies [19]. Mouse models have
shown that metformin plus chemotherapy is more effective
than either agent alone [54–56]. We are one of the first
groups to report synergistic activity when metformin is
combined with either doxorubicin or dexamethasone in
lymphoma pre-clinical models. This finding supports the
observation noted in our retrospective analysis of DLBCL
patients receiving first-line chemotherapy at our Institute. In addition, the cellular effects of metformin can re-
sensitize chemotherapy resistant cells to chemo- and im-
munotherapy drugs. We are the first to demonstrate here
that metformin enhances ADCC of Rituximab in vitro. This
effect was seen in both RSCL as well as RRCL and was
dose-dependent. To confirm this effect, we studied the ef-
fect of adding metformin to rituximab in a lymphoma SCID
mice model. Here, we showed that metformin plus rituxi-
mab was synergistic in improving the survival of lymphoma
bearing SCID mice. This aids in supporting the evaluation
of combining metformin with rituximab and/or chemother-
apy agents in aggressive B-cell lymphoma clinical trials. Availability of data and materials Our work does have a notable limitation. The concen-
tration of metformin in our studies was significantly
higher than the typical plasma levels of metformin,
which are typically on the order of 10–40 μM [40, 57]. However, in real-world scenarios, patients are typically
being exposed constantly to metformin for months to
years, potentially leading to broader range in drug blood
concentrations. Thus, although they are not exposed to
similar plasma concentrations, they are exposed to much
longer durations of metformin that are not feasible to All data generated or analyzed during this study are included in this
published article and its supplementary information files. Ethics approval and consent to participate pp
p
p
Primary patient samples and retrospective study were approved under
Roswell Park Comprehensive Cancer Center Review Board protocols I42804
and I42904; mouse work was reviewed and approved by Roswell Park
Comprehensive Cancer Center Animal Care and Use Committee protocol
IACUC 966m. Discussion 3a are thus consistent with prior work, show-
ing that while metformin results in increased apoptosis,
this effect is less pronounced in RRCL, and this may be
due to the decreased levels of Bax and/or Bak in these
cell lines. Interestingly, even in the RRCL, metformin
was able to cause an increase in apoptosis. Cell cycle arrest can affect cancer cell proliferation, be-
sides induction of apoptosis. The transition from G1 to
S phase is controlled by several growth-dependent
cyclin-dependent kinases (CDK) and cyclins which will
complex to guide the cell through the cycle. In the early
G1 phase, mitogenic stimulation results in synthesis and
formation of cyclin D/CDK4/6 complexes. This causes
phosphorylation of the RB protein (and their family of
proteins). This is a so-called “restriction point,” and after It has been shown previously that excessive mitochon-
drial oxidant stress can induce cell death in tumors Page 11 of 13 Page 11 of 13 Singh et al. Cancer & Metabolism (2020) 8:10 Singh et al. Cancer & Metabolism this phosphorylation, the cell has committed to progres-
sion through from G1 to S phase. Once it is phosphory-
lated, pRB dissociates from E2F. This dissociation allows
E2F to allow expression of genes for DNA synthesis
[47–49]. Metformin’s effects on the cell cycle distribu-
tion have been shown previously [35–37, 50]. Here, we
have also demonstrated that metformin induces G1 cell
cycle arrest, with a decrease in the cellular proteins C-
Myc, CDK2, E2F, and PCNA. This is confirmed by the
decrease in mRNA of C-Myc and PCNA, both of which
correspond to the S Phase [51–53]. Of note, our data
show that although there was arrest of the cell cycle in
G1 for U2392 cell lines, there was minimal effect on C-
Myc, PCNA, E2F, or CDK2. The U2392 cell line is de-
rived from an ABC DLBCL cell line as opposed to the
Raji and RL cell lines, which are derived from GCB
DLBCL and BL respectively. It is possible that mechan-
ism of cell cycle arrest may be different in the ABC cell
lines as opposed to GCB-DLBCL or BL cell lines. this phosphorylation, the cell has committed to progres-
sion through from G1 to S phase. Once it is phosphory-
lated, pRB dissociates from E2F. This dissociation allows
E2F to allow expression of genes for DNA synthesis
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Single-cell study of the extracellular matrix effect on cell growth by <i>in situ</i> imaging of gene expression
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Open Access Article. Published on 02 October 2017. Downloaded on 10/24/2024
This article is licensed under a Creative Commons Attribution 3.0 U Cell behaviors are known to be regulated by the cellular microenvironment. Traditional cell-population
based analysis methods need to separate cells from their extracellular matrix (ECM) and cannot resolve
the heterogeneity of cell behaviors. Herein, an in situ single-cell analysis method based on rolling circle
amplification was exploited to image gene expression in single cells for investigating the effect of ECM
stiffness on cell growth. This method enables the simultaneous quantifying of the cell phenotype and
gene expression at the single-cell level, which can help in understanding the underlying molecular
mechanism of cell growth. It is found that ECM stiffness could affect cell growth via regulating the
expression level of the cytoskeleton-assembly associated genes PFN1 and CFL1 and their co-expression
pattern. Therefore, this single-cell analysis platform may facilitate us to tap into the study of “single-cell
phenotypes” and elucidate the disease association of ECMs. Received 5th September 2017
Accepted 1st October 2017
DOI: 10.1039/c7sc03880a
rsc.li/chemical-science Received 5th September 2017
Accepted 1st October 2017 However, the mechanisms of mechanotransduction for cell
growth on different ECMs remain incompletely understood. Recently, Mooney’s group found that the effect of substrate
stress relaxation on cell spreading behavior was mediated
through similar pathways as those for substrate stiffness:
integrin adhesions, Rho activation, actomyosin-based contrac-
tility and nuclear translocation of YAP.12 However, Liu’s group
investigated the gene expression of cells in response to
mechanical stretching. They found that many genes related to
cytoskeleton formation greatly changed aer exposure to
mechanical stretching (for example, PFN1 and CFL1 increased
13.0 and 1.6 folds, respectively).13 Chemical
Science Open Access Article. Published on 02 October 2017. Downloaded on 10/24/2024 6:43:48 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Department of Chemistry, Key Laboratory of Bioorganic Phosphorus Chemistry &
Chemical Biology, Tsinghua University, Beijing 100084, China. E-mail: jhli@mail.
tsinghua.edu.cn
† Electronic supplementary information (ESI) available: Sequence information, in
vitro RCA and RT-qPCR data. See DOI: 10.1039/c7sc03880a This journal is © The Royal Society of Chemistry 2017 Department of Chemistry, Key Laboratory of Bioorganic Phosphorus Chemistry &
Chemical Biology, Tsinghua University, Beijing 100084, China. E-mail: jhli@mail.
tsinghua.edu.cn Single-cell study of the extracellular matrix effect
on cell growth by in situ imaging of gene
expression†
Yupeng Sun, Ruijie Deng, Kaixiang Zhang, Xiaojun Ren, Ling Zhang Cite this: Chem. Sci., 2017, 8, 8019 Yupeng Sun, Ruijie Deng, Kaixiang Zhang, Xiaojun Ren, Ling Zhang
d Ji
h
Li
* Yupeng Sun, Ruijie Deng, Kaixiang Zhang, Xiaojun Ren, Ling Zhang
and Jinghong Li
* † Electronic supplementary information (ESI) available: Sequence information, in
vitro RCA and RT-qPCR data. See DOI: 10.1039/c7sc03880a Introduction The extracellular matrix (ECM) not only provides a physical
support for cell adhesion but also serves an important
instructional role, providing biochemical and biomechanical
cues.1–3 Specically, the stiffness of the ECM plays an important
role in regulating cell behaviors such as cell spreading, migra-
tion, proliferation and differentiation.4–8 Cells sense their ECM
stiffness through a mechanotransduction signaling pathway
which is a cellular process that translates external mechanical
stimuli into intracellular biochemical signals.3,9 Cell growth and functions are regulated by gene expression
programs and the disturbance of gene expression can result in
many human diseases. The occurrence of cancer is not only
caused by the activation of proto-oncogene and deregulation of
cell-cycle control, but also abnormal defective mechano-
transduction signaling may lead to tumor formation and
metastatic progression.10 For example, a disturbance in ECM
mechanics stimulates the Rho-ROCK-MLC pathway, increases
cytoskeletal tension, completes a self-enforcing (positive) feed-
back loop and results in further increases in ECM stiffness,
which can promote malignant transformation, tumorigenesis
and metastasis.11 Recently, pillar arrays,14 traction force microscopy15 and
atomic force microscopy (AFM)16,17 have been successfully
applied to in situ determine cellular traction forces exerted by
the interaction of cells and their ECMs by measuring the pillar
displacement or the substrate deformations. However, detailed
descriptions of the molecular mechanisms are still missed due
to the lack of genetic information. Previous attempts to char-
acterize gene or protein expression programs and investigate
the molecular mechanisms were based on methods such as
quantitative PCR, western blotting or RNA sequencing. Never-
theless, cells must be isolated from their cultured substrates
when nucleic acids are extracted, resulting in cell–substrate
interactions missed and cell status changes. Meanwhile, the
overall average data lack the information of cell heterogeneity,
which is widespread in biological systems, and may lead to
inaccurate results.18–20 Herein, we have developed an in situ single-cell mRNA
imaging method to investigate the effect of extracellular matrix Chem. Sci., 2017, 8, 8019–8024 | 8019 This journal is © The Royal Society of Chemistry 2017 Edge Article
View Article Online Chemical Science shown in Fig. 1A. Briey, a padlock probe was designed to
recognize the target sequence of mRNA, then specically ligate
and circularize with the mRNA as the template. n Access Article. Published on 02 October 2017. Downloaded on 10/24/2024 6:43:48 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Firstly, to demonstrate the feasibility of rolling circle ampli-
cation for RNA detection, the target sequence of ACTB mRNA
was amplied in vitro. According to the results of the uorescence
spectra and gel electrophoresis characterization, the padlock
probe can specically recognize and effectively amplify the target
sequence by RCA (Fig. S1–S3†). We further tested the perfor-
mance for imaging RNAs in situ in single cells. As illustrated in
Fig. 1B, the bright dots amplied from the target mRNA are easily
distinguished from the background. A control experiment was
conducted without a trigger primer which was used to initiate
DNA polymerization and no obvious uorescence signal was
observed (Fig. 1C), which conrmed that the bright dots resulted
from in situ RCA. Next, to verify the specicity of this method,
a random padlock probe was used and no distinct uorescence
signal was observed (Fig. 1D). Furthermore, a blocked probe was
designed to prevent the padlock probe from binding with the
target sequence. Few bright dots could be detected (Fig. 1E),
suggesting that the bright dot signals came from the target
mRNA. The ACTB expression ranged from approximately 84 to at
most 200 copy number per cell (the average was 115 per cell) and
presented a normal distribution (Fig. 1B, inset; Fig. S4† shows
how to quantify the copy number). The obvious variability sug-
gested that even the same batch cells would exhibit signicant
cell-to-cell variation in gene expression. Open Access Article. Published on 02 October 2017. Downloaded on 10/24/2024 6:43:48 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. In situ RCA for the analysis of cytoskeleton related gene
expression in single cells Scheme 1 illustrates the effect of extracellular matrix stiffness
on cell growth and the molecular mechanisms investigated via
an in situ single-cell platform. As illustrated in Scheme 1A, the
cells present different shapes when cultured on soand stiff
substrates, and the cells on the stiffsubstrate show a spindle
shape and obvious stress bers. A robust RNA imaging method
based on in situ rolling circle amplication (RCA) has been
developed to investigate the mRNA expression in single cells at
the
single-molecule
level.21,22
Scheme
1B
illustrates
the
proposed mechanisms of how the stiffness of the ECM affects
the cell behaviors. Briey, cells sense the ECM stiffness via an
integrin triggered mechanotransduction pathway and the
increased ECM stiffness induces specic gene expression
related to cytoskeletal rearrangement (PFN1 and CFL1), forms
actin laments and promotes cell spreading and growth.23,24 Introduction Next, the target
mRNA could be amplied by RCA, resulting in a long DNA
molecule with a large number of repeat sequences.26–28 Upon
hybridization with the detection probes, the RCA amplicon
would become visible as a diffraction-limited uorescent spot. stiffness on cell growth. In this method, the relationships of
single-cell gene expressions, morphology phenotype and the
effect of different ECMs were investigated by simultaneous in
situ imaging of the cell morphology and mRNA without
a complicated pretreatment process for the cells. The expres-
sion of cytoskeleton related mRNA (PFN1, CFL1 and ACTB) for
cells cultured on different substrates was visualized at single-
molecule levels. The multi-parameter, in situ single-cell study
of the extracellular matrix effect on cell growth indicates the
complexity and heterogeneity of cell behaviors responding to
different ECMs. Timescale of gene expression during cell growth It’s a complicated process for cells to sense the ECM stiffness
via a mechanotransduction pathway which includes sensing,
signalling and gene expression to lead cell function. The time-
scale of these events ranges from seconds to weeks.3 To inves-
tigate the timescale of cell–substrate interaction, we utilized our
single-cell mRNA imaging method to visualize the gene
expression of cells in different culture times. As shown in
Fig. 3A, the cells present varied morphologies and mRNA
expression at different time points. It was found that the
quantity of ACTB mRNA increased with the incubation time and
reached a maximum (120 copies per cell on average) aer 10 h
attachment (Fig. 3B). This may be because the cell spreading
process was nished and the cells tended to express less ACTB
mRNA.33,34 Besides, the coefficient of variation of ACTB mRNA
copy numbers per cell was more than 0.2 (Fig. 3B), indicating
that the degree of dispersion for ACTB mRNA expression in
different cells was high. These results emphasize the impor-
tance of single-cell mRNA detection due to cell heterogeneity. As
the incubation time increased, the ACTB mRNA uctuations
evolved from a narrow and peaked histogram into a widely
dispersed prole, with the average shiing to higher copy
numbers (Fig. 3C). The single-cell proling results indicate that
the distribution pattern of gene expressions in single cells can
be distinct at different stages and may help us to understand the
procedure of cell spreading and the formation of stress bers. Open Access Article. Published on 02 October 2017. Downloaded on 10/24/2024 6:43:48 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Next, to quantify the parameters related to cell morphology,
the cell spreading area, aspect ratio (AR) and circularity were
taken into statistical analysis. Typically, the cells on the so
substrate (1 kPa) present a round shape and smaller spreading
area (400 mm2), while the cells cultured on the stiffsubstrate
(30 kPa) show a spindle shape and larger spreading area
(1600 mm2). As presented in Fig. 2B, the cell spreading area
increased monotonically with substrate stiffness. Meanwhile,
the aspect ratio and cell circularity (as descriptors of cell shape)
were acquired from cell images using Image J. Evaluation of cell behaviors on different stiffness substrates Sci., 2017, 8, 8019–8024 View Article Online Edge Article Chemical Science coated polyacrylamide (PAAm) gels with different elastic
moduli.29 The hydrogel stiffness was controlled by the ratio and
the concentration of acrylamide and bis-acrylamide (details in
ESI Table 1†) and the surface morphology of the hydrogel
substrate is similar (Fig. S5 and S6†). The cells were cultured on
gels for 12 h, then xed and stained with Alexa 488-conjugated
phalloidin and DAPI to reveal the actin lament network (green)
and the nuclei (blue), respectively. The representative uores-
cence images of the MCF-7 cells are shown in Fig. 2A. Obvious
stress bers (lamentous actin bundles) were seen in cells
grown on a stiffer substrate (30 kPa) and a glass substrate (50
GPa), but not in cells grown on sosubstrates (1 kPa, 4 kPa, and
13 kPa). Stress bers, which play an important role in cellular
cytoskeleton formation, can provide force for cells to sense and
transmit the signal of the substrate stiffness and help cells to
spread and grow.30 suggests that ECM stiffness can affect the formation of stress
bers, cell shape and spreading. Timescale of gene expression during cell growth The aspect ratio
of the cells was calculated as the ratio between the cell length
and width.31 We found that the aspect ratio of the cells
increased with substrate stiffness, reaching a plateau (at about
1.5) on the 13 kPa PAAm gels. Circularity, which reects the
roundness of the cells, is dened as the spreading area multi-
plied by 4p and divided by the square of the perimeter.32
Similarly, the circularity decreased with increasing substrate
stiffness, reaching a plateau (at approximately 0.7) on the 13 kPa
PAAm gels. The distributions of these statistical parameters are
presented in Fig. S7.† Therefore, the morphological analysis Gene expression variation with ECM stiffness To investigate the effect of substrate stiffness on cell gene
expression
at
the
single-cell
level,
the
expression
of Fig. 3
Cell morphology and ACTB mRNA expression for different
culture times. (A) Imaging of cell morphology (bright field) and ACTB
mRNA by in situ RCA (dark field). Scale bars, 25 mm. (B) The average
expression level and coefficient of variation for ACTB mRNA with
different incubation times. (C) Single-cell fluctuation profiles for ACTB
mRNA with different incubation times (n > 100, C.V. ¼ s.d./mean). Fig. 2
Cell morphologies on different stiffness substrates and quan-
titative analysis. (A) Fluorescence images of MCF-7 cells on PAAm gels
with varied stiffness: 1 kPa, 4 kPa, 13 kPa, 30 kPa and glass (50 GPa). Cells were stained with phalloidin and DAPI to visualize the F-actins
(green) and nuclei (blue) after culturing on the substrate for 12 h. Scale
bar, 25 mm. Quantitative analysis of the cell morphology on the
substrate: (B) cell spreading area, (C) aspect ratio and (D) circularity (n >
100; mean s.d.; **P < 0.05, *P < 0.01, NS, not significant, compare to
glass). Fig. 3
Cell morphology and ACTB mRNA expression for different
culture times. (A) Imaging of cell morphology (bright field) and ACTB
mRNA by in situ RCA (dark field). Scale bars, 25 mm. (B) The average
expression level and coefficient of variation for ACTB mRNA with
different incubation times. (C) Single-cell fluctuation profiles for ACTB
mRNA with different incubation times (n > 100, C.V. ¼ s.d./mean). This journal is © The Royal Society of Chemistry 2017
Chem. Sci., 2017, 8, 8019–8024 | 8021 Fig. 2
Cell morphologies on different stiffness substrates and quan-
titative analysis. (A) Fluorescence images of MCF-7 cells on PAAm gels
with varied stiffness: 1 kPa, 4 kPa, 13 kPa, 30 kPa and glass (50 GPa). Cells were stained with phalloidin and DAPI to visualize the F-actins
(green) and nuclei (blue) after culturing on the substrate for 12 h. Scale
bar, 25 mm. Quantitative analysis of the cell morphology on the
substrate: (B) cell spreading area, (C) aspect ratio and (D) circularity (n >
100; mean s.d.; **P < 0.05, *P < 0.01, NS, not significant, compare to
glass). Fig. 2
Cell morphologies on different stiffness substrates and quan-
titative analysis. Evaluation of cell behaviors on different stiffness substrates ACTB is a constitutive housekeeping gene which plays a critical
role in F-actin formation (generating the actin monomer as the
basic building unit of F-actin).25 A scheme of in situ RCA is To
investigate
the
inuence
of
ECM
stiffness
on
cell
morphology, MCF-7 cells were cultured on different collagen- Fig. 1
In situ imaging of the expression of ACTB mRNA in single cells. (A) The scheme of in situ RCA in single cells. Imaging of ACTB mRNA by
RCA using the target padlock probe (B), without the trigger primer (C),
using a random padlock probe (D), and after blocking the target site (E). The cell nuclei are stained by DAPI (blue), the RCA amplicons are
hybridized with the Alexa 488-fluorescence probe (green spots), and
the cell outlines are marked by a dotted line. Inset: frequency histo-
grams of RCA amplicons per cell detected. Scale bars, 20 mm. Scheme 1
An illustration of the mechanism of cell growth on the
extracellular matrix with varied stiffness via an in situ single-cell plat-
form. (A) The effect of extracellular matrix stiffness on cell growth and
the procedures of in situ RCA for detecting gene expression in single
cells. (B) The proposed mechanisms of how the stiffness of the ECM
affects the cell growth and gene expression. Fig. 1
In situ imaging of the expression of ACTB mRNA in single cells. (A) The scheme of in situ RCA in single cells. Imaging of ACTB mRNA by
RCA using the target padlock probe (B), without the trigger primer (C),
using a random padlock probe (D), and after blocking the target site (E). The cell nuclei are stained by DAPI (blue), the RCA amplicons are
hybridized with the Alexa 488-fluorescence probe (green spots), and
the cell outlines are marked by a dotted line. Inset: frequency histo-
grams of RCA amplicons per cell detected. Scale bars, 20 mm. Scheme 1
An illustration of the mechanism of cell growth on the
extracellular matrix with varied stiffness via an in situ single-cell plat-
form. (A) The effect of extracellular matrix stiffness on cell growth and
the procedures of in situ RCA for detecting gene expression in single
cells. (B) The proposed mechanisms of how the stiffness of the ECM
affects the cell growth and gene expression. This journal is © The Royal Society of Chemistry 2017 8020 | Chem. Open Access Article. Published on 02 October 2017. Downloaded on 10/24/2024 6:43:48 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 5
Gene co-expression patterns and correlation analysis. (A)
PFN1–CFL1 expression correlation analysis in a single cell on different
substrates. (B) The relationship of the single-cell spreading area and
gene co-expression pattern (PFN1/CFL1) (n > 100, mean s.d.; **P <
0.05, ‘r’ means the correlation coefficient of the single-cell gene co-
expression of PFN1 and CFL1). expression variations of PFN1 and CFL1, rather than ACTB, play
more important roles in the cell spreading behavior when
cultured on substrates with different degrees of stiffness. As the
cell spreading process involves the rapid formation of the new
actin laments and the degradation of the remaining laments,
it demands the up-regulation of the gene expression of PFN1
and CFL1. The increased expression level of colin (encoded by
CFL1) would facilitate the depolymerization of the old actin
laments into actin monomers and prolin (encoded by PFN1)
can elongate new actin laments with the depolymerized actin
monomers to facilitate the cell spreading.37 To infer the regulatory connections between single-cell
behavior and gene expression, the single-cell gene expression
and cell spreading area were in situ investigated simultaneously
and quantitatively. A correlation coefficient is regarded as
a main parameter that quanties a type of correlation and
dependence. The correlation coefficient between the cell
spreading area and the copy number on the stiffsubstrate for
genes ACTB, PFN1, and CFL1 was 0.486, 0.580 and 0.375, and
0.482, 0.370 and 0.475 on the sosubstrate, respectively
(Fig. 4B). Compared to the sosubstrate, the correlation coef-
cient between the cell spreading area and gene PFN1 increased
and decreased for CFL1 on the stiffsubstrate, while it remained
constant for ACTB. The single-cell correlations of the cell
spreading
area
and
gene
expression
indicated
that
the p
g
Cell growth is a complicated process involving multiple
genes, and we hypothesize that gene co-expression patterns
have signicant inuences on cell behaviors on different ECMs. To test this hypothesis, we measured the single-cell co-
expression patterns of key genes related to cytoskeleton rear-
rangement. The single-cell correlation coefficients of PFN1 and
CFL1 on a stiffsubstrate and sosubstrate were 0.741 and
0.736, respectively (Fig. 5A). The high correlation coefficients
indicated that this gene pair could be regulated by a common
upstream gene or directly regulate each other.38 Besides, it was
found that the average ratios of PFN1 and CFL1 (PFN1/CFL1) in
single cells were 2.570 and 1.747 for cells cultured on stiffand
sosubstrates, respectively (Fig. 5B). Gene expression variation with ECM stiffness (A) Fluorescence images of MCF-7 cells on PAAm gels
with varied stiffness: 1 kPa, 4 kPa, 13 kPa, 30 kPa and glass (50 GPa). Cells were stained with phalloidin and DAPI to visualize the F-actins
(green) and nuclei (blue) after culturing on the substrate for 12 h. Scale
bar, 25 mm. Quantitative analysis of the cell morphology on the
substrate: (B) cell spreading area, (C) aspect ratio and (D) circularity (n >
100; mean s.d.; **P < 0.05, *P < 0.01, NS, not significant, compare to
glass). Fig. 2
Cell morphologies on different stiffness substrates and quan-
titative analysis. (A) Fluorescence images of MCF-7 cells on PAAm gels
with varied stiffness: 1 kPa, 4 kPa, 13 kPa, 30 kPa and glass (50 GPa). Cells were stained with phalloidin and DAPI to visualize the F-actins
(green) and nuclei (blue) after culturing on the substrate for 12 h. Scale
bar, 25 mm. Quantitative analysis of the cell morphology on the
substrate: (B) cell spreading area, (C) aspect ratio and (D) circularity (n >
100; mean s.d.; **P < 0.05, *P < 0.01, NS, not significant, compare to
glass). Fig. 2
Cell morphologies on different stiffness substrates and quan-
titative analysis. (A) Fluorescence images of MCF-7 cells on PAAm gels
with varied stiffness: 1 kPa, 4 kPa, 13 kPa, 30 kPa and glass (50 GPa). Cells were stained with phalloidin and DAPI to visualize the F-actins
(green) and nuclei (blue) after culturing on the substrate for 12 h. Scale
bar, 25 mm. Quantitative analysis of the cell morphology on the
substrate: (B) cell spreading area, (C) aspect ratio and (D) circularity (n >
100; mean s.d.; **P < 0.05, *P < 0.01, NS, not significant, compare to
glass). Fig. 3
Cell morphology and ACTB mRNA expression for different
culture times. (A) Imaging of cell morphology (bright field) and ACTB
mRNA by in situ RCA (dark field). Scale bars, 25 mm. (B) The average
expression level and coefficient of variation for ACTB mRNA with
different incubation times. (C) Single-cell fluctuation profiles for ACTB
mRNA with different incubation times (n > 100, C.V. ¼ s.d./mean). This journal is © The Royal Society of Chemistry 2017 Chem. Sci., 2017, 8, 8019–8024 | 8021 Fig. 5
Gene co-expression patterns and correlation analysis. (A)
PFN1–CFL1 expression correlation analysis in a single cell on different
substrates. Open Access Article. Published on 02 October 2017. Downloaded on 10/24/2024 6:43:48 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. These data indicated that
gene co-expression patterns could be regulated by substrate
stiffness. A possible mechanism for cell growth is that ACTB is
a structural gene, and PFN1 and CFL1 are regulatory genes
involved in stress ber formation, enhancing cell spreading and
promoting cell growth. It is worth emphasizing that not only the
expression level of PFN1 and CFL1 but also the gene co-
expression patterns can regulate the assembling of the cyto-
skeleton in the cell spreading process. Fig. 4
Correlation analysis of the single-cell spreading area and gene
expression. (A) Images of single-cell spreading behavior and gene
expression of ACTB, PFN1 and CFL1 on different stiffness substrates
(4 kPa and 30 kPa). Scale bars, 25 mm. Inset: frequency histograms of
RCA amplicons per cell detected. (B) The relationship of single-cell
gene expression and cell spreading area for ACTB, PFN1 and CFL1,
respectively (n > 100, mean s.d.; **P < 0.05, ‘r’ means the correlation
coefficient of the single-cell spreading area and copy number per cell). Gene expression variation with ECM stiffness (B) The relationship of the single-cell spreading area and
gene co-expression pattern (PFN1/CFL1) (n > 100, mean s.d.; **P <
0.05, ‘r’ means the correlation coefficient of the single-cell gene co-
expression of PFN1 and CFL1). Edge Article
View Article Online Chemical Science cytoskeleton-related genes (ACTB, PFN1 and CFL1) in cells
cultured on substrates with varying stiffness was in situ detec-
ted. These genes play important roles in cytoskeleton remod-
eling which is a signicant process for cell growth and
metastasis.35 The spreading area on the sosubstrate was
restricted to around 600 mm2, while on the stiffsubstrate it
reached around 1600 mm2 (Fig. 4A). Specically, for the cells
cultured on the stiffsubstrate, the expression of PFN1 and CFL1
was nearly two times higher than for the cells cultured on the
soer substrate. However, the ACTB mRNA expression level was
almost consistent (1.11 fold increase compared to the so
substrate). Generally, actins (ACTB) can be used repeatedly as
the basic building units of F-actin in stress ber forming and
cytoskeleton remodeling, therefore the ACTB mRNA expression
level remains basically unchanged.36 As a validation, we
compared the mRNA expression of ACTB, PFN1 and CFL1
averaged over hundreds of cells by in situ RCA to those obtained
from a bulk RNA quantitative measurement (RT-qPCR) per-
formed on the same cell line. Our imaging results are in good
accordance with the RT-qPCR results in general (Fig. S8†). Open Access Article. Published on 02 October 2017. Downloaded on 10/24/2024 6:43:48 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Conclusions Fig. 4
Correlation analysis of the single-cell spreading area and gene
expression. (A) Images of single-cell spreading behavior and gene
expression of ACTB, PFN1 and CFL1 on different stiffness substrates
(4 kPa and 30 kPa). Scale bars, 25 mm. Inset: frequency histograms of
RCA amplicons per cell detected. (B) The relationship of single-cell
gene expression and cell spreading area for ACTB, PFN1 and CFL1,
respectively (n > 100, mean s.d.; **P < 0.05, ‘r’ means the correlation
coefficient of the single-cell spreading area and copy number per cell). In summary, we report an in situ single-cell imaging method for
investigating the effect of extracellular matrix stiffness on cell
growth. In this method, there is no need to lyse large numbers
of cells to acquire enough RNA, or to separate cells from the
cultured substrate. This method can yield a simultaneous and This journal is © The Royal Society of Chemistry 2017 8022 | Chem. Sci., 2017, 8, 8019–8024 Chemical Science
View Article Online Chemical Science
View Article Online Edge Article 365 nm ultraviolet light for 10 min, washed twice with 50 mM
HEPES in PBS and then incubated in 200 mg mL1 of rat type I
collagen in HEPES overnight at 37 C. detailed description of the single-cell gene expression proles
and morphology variance under the physical microenviron-
ments. It is found that the increase of PFN1 and CFL1 mRNA
expression levels and change in the PFN1 and CFL1 co-
expression pattern, which is triggered by the stiffsubstrates,
greatly promote the assembling of the cytoskeleton in the cell
growth process. Therefore, the in situ mRNA imaging method
can help us to understand the molecular mechanism for the
inuence of ECM mechanical cues on cell growth and metas-
tasis at a deeper level. Moreover, it provides the potential to
understand the mechanisms of ECM defect related diseases. Cell staining and image analysis The MCF-7 cells on the substrates were xed with 4% PFA for
10 min and permeabilized with 0.5% Triton-X100 for 5 min at
room temperature, and then blocked with 1% BSA for 1 h for
actin lament staining. Actin staining was performed using
Alexa-Fluor 488 conjugated to phalloidin (Life Technologies,
UK). Aer post-stain washing with PBS, the cells were mounted
in 4,6-diamidino-2-5-phenylindole (DAPI, Vector Laboratories,
USA) for nuclear staining. For measurements of the cell-
spreading area in 2D, images of the phalloidin/DAPI-stained
cells were taken using a Leica TCS SP5 inverted confocal
microscope (Leica, Germany) with a 63 oil-immersion objec-
tive. Only those cells that did not exhibit any cell–cell contacts
were considered in the analysis. Images of all single cells were
then thresholded manually on the basis of the actin stain, and
the cell spreading area was determined using Image J soware. In situ visualization of mRNAs in a single-cell by RCA As in a typical in situ RCA detection experiment, the hybridiza-
tion of the target mRNA with the padlock probe was carried out
in a volume of 20 mL solution, produced by adding 2 mL padlock
probe (10 mM), 1 mL DTT (100 mM), 0.5 mL RiboLock RNase
Inhibitor (40 U mL1) and 4 mL yeast tRNA (10 mg mL1) to
12.5 mL RNase-free water, overnight at 37 C. Then, the sample
was washed using PBS-T (DEPC-PBS with 0.05% Tween-20)
three times at room temperature. The ligation process was
conducted in a volume of 10 mL containing 1 mL T4 DNA ligase
(5 U mL1), 1 mL 10 T4 DNA ligase reaction buffer, 0.25 mL
RiboLock RNase Inhibitor (40 U mL1) and RNase-free water at
37 C for 2 h. The primer hybridization reaction was then per-
formed with a 20 mL mixture containing 1 mL primer (5 mM), 1 mL
DTT (100 mM), 2 mL 20 SSC, 2 mL formamide, 13.5 mL RNase-
free water and 0.5 mL RiboLock RNase Inhibitor (40 U mL1)
for 60 min at 37 C. The RCA reaction mixture containing 1 mL
10 phi29 DNA polymerase reaction buffer, 0.5 mL phi29 DNA Preparation of polyacrylamide hydrogels Briey, PAAm gel solutions containing acrylamide monomers,
cross-linker bis-acrylamide, ammonium persulphate and tetra-
methylethylenediamine (TEMED) were prepared. The ratio of
acrylamide and bis-acrylamide and the nal concentrations
were varied to control the hydrogel stiffness and porosity
(details in ESI Table 1†). Glass coverslips were activated by
Piranha solution (H2SO4 : H2O2 ¼ 3 : 1) and then functionalized
using
3-(trimethoxysilyl)propyl
methacrylate
(APTES)
and
glutaraldehyde to facilitate the covalent attachment of the
hydrogel substrates to the amino-silanated coverslips. The gel
solution was sandwiched between the functionalized coverslip
and a chloro-silanated glass slide to ensure easy detachment of
the hydrogels. Materials and apparatus All synthetic oligonucleotides (Table S3†) were purchased from
Shanghai Sangon Biological Engineering Technology & Services
Co., Ltd (Shanghai, China). The RCA detection probes were
modied with Alexa488 and Cy5, and were purchased from
Thermo Fisher Scientic (Waltham, USA). The salmon sperm
DNA, 20 SSC buffer (pH 7.4) and 4% paraformaldehyde in
PBS buffer were purchased from Beijing Solarbio Science &
Technology Co., Ltd. (Beijing, China). The deoxyribonucleotides
mixture
(dNTPs)
was
purchased
from
Beijing
DingGuo
Biotechnology Co., Ltd. (Beijing, China). Tween-20, diethy
pyrocarbonate (DEPC), formamide, Triton-X100 and 3-amino-
propyl triethoxysilane were purchased from Sigma-Aldrich (St. Louis, USA). TransScript one-step gDNA removal and cDNA
synthesis were purchased from Transgen Biotech Co., Ltd. (Beijing, China). RiboLock RNase Inhibitor, T4 polynucleotide
kinase, T4 DNA ligase, phi29 DNA polymerase, RevertAid First
Strand cDNA Synthesis Kit and SYBR select master mix were
purchased from Thermo Fisher Scientic (Waltham, USA). All of
the solutions and deionized water used were treated with DEPC
and autoclaved to be protected from RNase degradation. Cell culture The MCF-7 cells were cultured in standard Dulbecco’s Modied
Eagle’s medium with 10% fetal bovine serum, 1% penicillin/
streptomycin, and 0.01 mg mL1 human recombinant insulin. The cells were incubated at 37
C, 5% CO2 and 95% air
humidity. Cells were seeded on 22 22 mm collagen-coated
glass coverslips (VWR, Radnor, USA) enclosed with PDMS as
a chamber (5 mm in diameter). The varying stiffness hydrogel
substrates modied with collagen were washed three times with
PBS and placed in the cell culture hood for 30 min under UV
light for sterilization before cell seeding. For cell seeding, the
cells were plated at a proper density onto the hydrogel
substrates with different degrees of stiffness, so that they had
enough space to spread and didn’t contact other cells. Cells
were allowed to spread for 12 h, and then were xed and stained
for analysis. Acknowledgements 21 R. Deng, L. Tang, Q. Tian, Y. Wang, L. Lin and J. Li,
Angew.Chem., Int. Ed., 2014, 53, 2389–2393. This work was nancially supported by the National Natural
Science Foundation of China (No. 21621003, No. 21235004, No. 21327806), and the Tsinghua University Initiative Scientic
Research Program. 22 R. Deng, K. Zhang and J. Li, Acc. Chem. Res., 2017, 50(4),
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Biochemical and Nutritional Evaluation of Chlorella and Auxenochlorella Biomasses Relevant for Food Application
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Edited by:
Lilia Ahrné,
University of Copenhagen, Denmark Edited by:
Lilia Ahrné,
University of Copenhagen, Denmark Reviewed by:
Chaogang Wang,
Shenzhen University, China
Juan E. Andrade,
University of Florida, United States
*Correspondence:
Alexander Mathys
alexander.mathys@hest.ethz.ch Reviewed by:
Chaogang Wang,
Shenzhen University, China
Juan E. Andrade,
University of Florida, United States *Correspondence:
Alexander Mathys
alexander.mathys@hest.ethz.ch Specialty section:
This article was submitted to
Nutrition and Food Science
Technology,
a section of the journal
Frontiers in Nutrition Biochemical and Nutritional
Evaluation of Chlorella and
Auxenochlorella Biomasses Relevant
for Food Application Greta Canelli 1, Carmen Tarnutzer 1, Roberta Carpine 2,3, Lukas Neutsch 2,
Christoph J. Bolten 4, Fabiola Dionisi 4 and Alexander Mathys 1* Microalgae are a source of potentially healthy and sustainable nutrients. However, the
bioaccessibility of these nutrients remains uncertain. In this study, we analyzed the
biomass composition of five commercial Chlorella and Auxenochlorella strains, and
Chlorella vulgaris heterotrophically cultivated in our laboratory. Protein accounted for 65
± 3% (w w−1) dry matter (DM) in all biomasses, except for the lab-grown C. vulgaris that
contained 20% (w w−1) DM protein. The fatty acids content was comparable and ranged
between 7 and 10% (w w−1) DM. Most of the biomasses had a ω6-polyunsaturated fatty
acids (PUFAs)/ω3-PUFAs ratio < 4, as recommended by nutritional experts. A recently
published harmonized protocol for in vitro digestion was used to evaluate fatty acids
and protein bioaccessibilities. Protein bioaccessibility ranged between 60 and 74% for
commercial Chlorella and Auxenochlorella biomasses and was 43% for the lab-grown C. vulgaris. Fatty acids bioaccessibility was < 7% in commercial biomasses and 19% in the
lab-grown C. vulgaris. Taken together, the results show that microalgae are promising
sources of bioaccessible protein. The limited fatty acids bioaccessibility indicates the
need for alternative upstream and downstream production strategies. Keywords: microalgae, Chlorella, Auxenochlorella, bioaccessibility, omega-3-polyunsaturated fatty acids, protein,
digestion INTRODUCTION Microalgal biomass is an emerging sustainable source of proteins, fatty acids, carotenoids,
and carbohydrates with potential health benefits for humans (1–4). Moreover, microalgae
often have essential amino acids composition meeting FAO requirements, and they are
frequently on par with other protein sources, such as soybean and egg (5). Chlorella spp. together with Arthrospira spp. (known as “Spirulina”) account for the largest production
volume (6). These two genera are among the few that are allowed to be consumed as whole
biomass in Europe according to European Union food regulations (7). However, their biomass
composition can vary considerably. Knowledge of the biochemical profile of the biomass is
necessary for the selection of appropriate microalgae for specific food applications. Different
biomass compositions for the same species, or even strains, are reported in the literature. This variability is partially due to differences in cultivation conditions. Factors that include Received: 26 May 2020
Accepted: 17 August 2020
Published: 30 September 2020 ORIGINAL RESEARCH
published: 30 September 2020
doi: 10.3389/fnut.2020.565996 Citation: Canelli G, Tarnutzer C, Carpine R,
Neutsch L, Bolten CJ, Dionisi F and
Mathys A (2020) Biochemical and
Nutritional Evaluation of Chlorella and
Auxenochlorella Biomasses Relevant
for Food Application. Front. Nutr. 7:565996. doi: 10 3389/fnut 2020 565996 September 2020 | Volume 7 | Article 565996 Frontiers in Nutrition | www.frontiersin.org Biochemical and Nutritional Evaluation of Microalgae Biomasses Canelli et al. pH, temperature, salinity, and nutrient availability can affect the
biomass composition (2, 8). The variation that has been described
might also be attributed to the different analytical methods
used (9). When measuring nitrogen to calculate protein content,
species-specific nitrogen-to-protein conversion factors should
be used, instead of the standard 6.25. Even though conversion
factors may vary depending on growth stage and cultivation
conditions, a conversion factor of 6.35 was proposed for Chlorella
vulgaris (10). In view of this inconsistency, there is need for
studies comparing biomass profiles using standardized protocols. pH, temperature, salinity, and nutrient availability can affect the
biomass composition (2, 8). The variation that has been described
might also be attributed to the different analytical methods
used (9). When measuring nitrogen to calculate protein content,
species-specific nitrogen-to-protein conversion factors should
be used, instead of the standard 6.25. Even though conversion
factors may vary depending on growth stage and cultivation
conditions, a conversion factor of 6.35 was proposed for Chlorella
vulgaris (10). In view of this inconsistency, there is need for
studies comparing biomass profiles using standardized protocols. Limited
literature
is
available
on
Chlorella
and
Auxenochlorella nutrient bioaccessibilities. For commercial
Chlorella biomasses, an average protein digestibility of 51
± 9% was reported (4). In a previous work, we studied the
bioaccessibility of fatty acids by an infant in vitro digestion
model in C. vulgaris, which was limited to 3% (23). To date, no
study on fatty acids bioaccessibility in adults for Chlorella or
Auxenochlorella has been published. Considering this knowledge gap, this study evaluated the
bioaccessibilities of fatty acids and proteins in several Chlorella
and Auxenochlorella biomasses relevant for food applications
using
a
harmonized
protocol. In
addition,
biochemical
composition and nutritional parameters were assessed following
standardized procedures. Commercially available biomasses
were compared to C. vulgaris heterotrophically grown in
our laboratory. From a nutritional perspective, microalgae present interesting
profiles
rich
in
several
nutritional
and
health-beneficial
components, such as polyunsaturated fatty acids (PUFAs). Citation: In
particular, ω3-PUFAs such as α-linolenic acid, are essential
fatty acids that must be supplied in the diet, as they cannot
be synthesized by the human body (11). Several important
indices, termed indices of lipid nutritional quality (INQ),
need to be considered when evaluating the fatty acids profile
of an ingredient. Nutritional experts have recommended a
ω6-PUFAs/ω3-PUFAs ratio < 4 as desirable (12–14). Previous
studies reported that a ω6/ω3 ratio < 4 reduced total mortality
by 70% in the prevention of cardiovascular diseases, a ratio of
5 was beneficial for asthma, a ratio of 2–3 reduced rheumatoid
arthritis inflammation, and a ratio of 2.5 reduced colorectal
cancer cell proliferation (15). There is no general indication
on the recommended ω6/ω3 ratio provided by the European
Food Safety Authority. However, several European countries
established their own recommendations (16). The German-
Austrian-Swiss recommendations, as well as the Nutritional
Recommendations for the French Population, recommend a
ω6/ω3 ratio of 5. The Nordic Nutrition Recommendations
considers a ω6/ω3 ratio between 3 and 9 to be adequate (16). The
consumption of foods rich in ω3-PUFAs in Western countries
is limited and often scarce (17). Therefore, microalgae can be
a promising alternative/supplementation to oil sources, such as
fish and plant-based sources (18). MATERIALS AND METHODS Acquisition of Algal Biomass Frontiers in Nutrition | www.frontiersin.org Acquisition of Algal Biomass Five commercially available dried Chlorella and Auxenochlorella
biomasses were purchased: Alver “Golden Chlorella,” Biotona,
Piura, Purasana, and Soleil Vie (Table 1). For each biomass, genus, brand, supplier, place and date of
purchase, country of origin, treatment after harvest, and species
are reported. Additionally, C. vulgaris biomass was heterotrophically
produced in our laboratory as previously described (23). C. vulgaris (CCALA 256) was obtained from the Culture
Collection of Autotrophic Organisms in the Czech Republic. Batch cultivation was performed in a 16-L laboratory bioreactor
(Bilfinger Industrial Technologies, Salzburg, Austria) with a
working volume of 10 L. The temperature was set at 28 ◦C, the
stirring speed was 300 rpm, the dissolved oxygen tension was
kept above 75%, and aeration (4 L min−1) was achieved with
filter-sterilized air. The pH was kept constant at 7 by automatic
addition of H2SO4 (0.5 M) and NaOH (0.5 M). The medium
used for growth was modified BBM (nitrate concentration of
1.5 g L−1) enriched with 15 g L−1 glucose. The culture was
harvested after 7 days of growth, frozen, and freeze-dried for
further analysis. Nutrients, such as protein and fatty acids, are present
in microalgae, which are surrounded by a cell wall. It is
hypothesized that microalgae cell wall, being mainly composed
by indigestible polysaccharides, cannot be degraded by the
digestive enzymes present in the mouth, stomach, and small
intestine (19). This would limit the nutrient digestibility and
bioaccessibility, which has not been thoroughly investigated
for
many
important
compounds
found
in
microalgae. Bioaccessibility is defined as the fraction of a food/component
that is released from the food matrix in the gastrointestinal tract
that becomes available for absorption (20). Bioaccessibility is
often determined by in vitro digestion. Even though in vitro
methods strongly simplify reality, they have some advantages
over in vivo methods. Generally, in vitro methods are more
rapid, less expensive, less labor intensive, do not have ethical
restrictions, and are very suitable for mechanistic studies and
hypothesis building (21). However, dissimilar protocols are often
used for the assessment. The use of a common protocol for in
vitro digestion is essential for data comparison. In this study,
we followed the recently published harmonized INFOGEST 2.0
protocol (22). Microalgae Biomass Composition (1) Atherogenicity index (AI) = [(C12:0 + (4 × C14:0) +
C16:0)]/(MUFAs + Ñ6-PUFAs + Ñ3-PUFAs) (27) (1) Atherogenicity index (AI) = [(C12:0 + (4 × C14:0) +
C16:0)]/(MUFAs + Ñ6-PUFAs + Ñ3-PUFAs) (27)
(2) Thrombogenicity
index
(TI)
=
(C14:0
+
C16:0
+
C18:0)/[(0.5 × MUFAs) + (0.5 × Ñ6-PUFAs) + (3 ×
Ñ3-PUFAs) + (Ñ3-PUFAs/Ñ6-PUFAs)] (27) (2) Thrombogenicity
index
(TI)
=
(C14:0
+
C16:0
+
C18:0)/[(0.5 × MUFAs) + (0.5 × Ñ6-PUFAs) + (3 ×
Ñ3-PUFAs) + (Ñ3-PUFAs/Ñ6-PUFAs)] (27) (3) Hypocholesterolemic/hypercholesterolemic fatty acids ratio
(H/H) = (C18:1-Ñ9 + C18:2-Ñ6 + C 18:3-Ñ3)/(C14:0 +
C16:0) (28) (4) P/S = PUFAs/SFAs (4) P/S = PUFAs/SFAs (4) P/S = PUFAs/SFAs (5) ω6/ω3 = Ñ6-PUFAs/Ñ3-PUFAs. (5) ω6/ω3 = Ñ6-PUFAs/Ñ3-PUFAs. Microalgae Biomass Composition In brief, fatty acids in freeze-dried
biomass were directly trans-esterified using 1.5 N methanolic
hydrochloric acid solution and analyzed by gas chromatography
using an instrument equipped with a split-injection port and
flame ionization detection (FID) (7890 A; Agilent Technologies,
Basel, Switzerland). The following temperature–time program
was used: 50 ◦C (0.2 min), 50–180 ◦C (120 ◦C min−1), 180–
220 ◦C (6.7 ◦C min−1), and 220–250 ◦C (30 ◦C min−1) on
a 70% cyanopropyl polysilphenylene-siloxane column with a
length of 10 m, internal diameter of 0.1 mm, and film of 0.2
µm (BPX70; SGE Analytical Science, Milton Keynes, UK). Peak
identification was performed by comparing the retention times
with FAME standards (Nu-Chek Prep. Inc., Elysian, USA). The
peak areas were quantified with OpenLab CDS VL software
(Agilent Technologies, Basel, Switzerland). of saturated fatty acids (SFAs, C12:0, C14:0, C16:0, and C18:0),
monounsaturated fatty acids (MUFAs, C15:1-Ñ5, C16:1-Ñ7,
C17:1-Ñ7, C18:1-Ñ9), and polyunsaturated fatty acids (PUFAs,
C18:2-Ñ6, C18:3-Ñ3) according to: (LECO Corporation, St. Joseph, MI, USA). Protein content was
estimated from the total nitrogen content, multiplied by an
overall conversion factor of 6.35, as previously proposed for C. vulgaris (10). Fatty acids profile of the biomass was determined
as previously reported (23). In brief, fatty acids in freeze-dried
biomass were directly trans-esterified using 1.5 N methanolic
hydrochloric acid solution and analyzed by gas chromatography
using an instrument equipped with a split-injection port and
flame ionization detection (FID) (7890 A; Agilent Technologies,
Basel, Switzerland). The following temperature–time program
was used: 50 ◦C (0.2 min), 50–180 ◦C (120 ◦C min−1), 180–
220 ◦C (6.7 ◦C min−1), and 220–250 ◦C (30 ◦C min−1) on
a 70% cyanopropyl polysilphenylene-siloxane column with a
length of 10 m, internal diameter of 0.1 mm, and film of 0.2
µm (BPX70; SGE Analytical Science, Milton Keynes, UK). Peak
identification was performed by comparing the retention times
with FAME standards (Nu-Chek Prep. Inc., Elysian, USA). The
peak areas were quantified with OpenLab CDS VL software
(Agilent Technologies, Basel, Switzerland). Microalgae Biomass Composition Purasana
Purasana NV, Gullegem,
Belgium
Apo24.ch, Switzerland,
2019
Mongolia or
Hainan
30.11.2021
Cell walls broken by an
unknown treatment
Chlorella
vulgaris
Soleil Vie
Montasell SA, La
Tour-de-Trême,
Switzerland
Coop, Switzerland,
2019
China
26.10.2020
n. a. Chlorella
vulgaris
Auxenochlorella
Alver “Golden
Chlorella”
Golden Chlorella SA,
Chardonne, Switzerland
Alver.ch, Switzerland,
2018
n. a. n. a. n. a. Auxenochlorella
protothecoides
(24)
FIGURE 1 | Schematic representation of the in vitro digestion protocol applied on biomass suspensions (SSF, simulated salivary fluid; SGF, simulated gastric fluid; SIF,
simulated intestinal fluid). TABLE 1 | Overview of the powdered Chlorella and Auxenochlorella biomasses. Genus
Brand
Supplier
Place and year of
purchase
Country of
origin
Expiry date
Treatment after
harvest according to
the supplier
Species
Chlorella
Biotona
KeyPharm, Oostkamp,
Belgium
Apo24.ch, Switzerland,
2019
China
03.2022
Dehydrated by a
superior drying process
Chlorella
pyrenoidosa
Piura
Green Origins, Sheffield,
Great Britain
Narayana Verlag,
Germany, 2019
Asia
09.2021
Cell walls broken by an
high-impact jet spray
process before drying
and milling
Chlorella spp. Purasana
Purasana NV, Gullegem,
Belgium
Apo24.ch, Switzerland,
2019
Mongolia or
Hainan
30.11.2021
Cell walls broken by an
unknown treatment
Chlorella
vulgaris
Soleil Vie
Montasell SA, La
Tour-de-Trême,
Switzerland
Coop, Switzerland,
2019
China
26.10.2020
n. a. Chlorella
vulgaris
Auxenochlorella
Alver “Golden
Chlorella”
Golden Chlorella SA,
Chardonne, Switzerland
Alver.ch, Switzerland,
2018
n. a. n. a. n. a. Auxenochlorella
protothecoides
(24) TABLE 1 | Overview of the powdered Chlorella and Auxenochlorella biomasses. FIGURE 1 | Schematic representation of the in vitro digestion protocol applied on biomass suspensions (SSF, simulated salivary fluid; SGF, simulated gastric fluid; SIF,
simulated intestinal fluid). FIGURE 1 | Schematic representation of the in vitro digestion protocol applied on biomass suspensions (SSF, simulated salivary fluid; SGF, simulated gastric fluid; SIF,
simulated intestinal fluid). of saturated fatty acids (SFAs, C12:0, C14:0, C16:0, and C18:0),
monounsaturated fatty acids (MUFAs, C15:1-Ñ5, C16:1-Ñ7,
C17:1-Ñ7, C18:1-Ñ9), and polyunsaturated fatty acids (PUFAs,
C18:2-Ñ6, C18:3-Ñ3) according to: of saturated fatty acids (SFAs, C12:0, C14:0, C16:0, and C18:0),
monounsaturated fatty acids (MUFAs, C15:1-Ñ5, C16:1-Ñ7,
C17:1-Ñ7, C18:1-Ñ9), and polyunsaturated fatty acids (PUFAs,
C18:2-Ñ6, C18:3-Ñ3) according to: (LECO Corporation, St. Joseph, MI, USA). Protein content was
estimated from the total nitrogen content, multiplied by an
overall conversion factor of 6.35, as previously proposed for C. vulgaris (10). Fatty acids profile of the biomass was determined
as previously reported (23). Microalgae Biomass Composition Microalgae Biomass Composition
For each microalgae species, triplicate samples of dried biomass
were analyzed to determine moisture, carbohydrate, protein, fatty
acids contents, and fatty acids composition. Moisture content
was determined by weighing before and after drying 1.3 ± 0.3
g of biomass for 24 h at 80 ◦C. The average moisture content
was used in the calculation of the biochemical composition,
and was expressed as percentage of total dry matter (DM). Carbohydrate content was determined by the anthrone method
as previously described (25). This method is commonly used for
quantitative measurement of total carbohydrates in microalgae
because of its high sensitivity and simplicity (26). Protein
content was determined by the Dumas method. Approximately
0.5 g of biomass was transferred to ceramic crucibles and total
nitrogen content was analyzed using a TruMac CN device September 2020 | Volume 7 | Article 565996 Frontiers in Nutrition | www.frontiersin.org 2 Biochemical and Nutritional Evaluation of Microalgae Biomasses Canelli et al. TABLE 1 | Overview of the powdered Chlorella and Auxenochlorella biomasses. Genus
Brand
Supplier
Place and year of
purchase
Country of
origin
Expiry date
Treatment after
harvest according to
the supplier
Species
Chlorella
Biotona
KeyPharm, Oostkamp,
Belgium
Apo24.ch, Switzerland,
2019
China
03.2022
Dehydrated by a
superior drying process
Chlorella
pyrenoidosa
Piura
Green Origins, Sheffield,
Great Britain
Narayana Verlag,
Germany, 2019
Asia
09.2021
Cell walls broken by an
high-impact jet spray
process before drying
and milling
Chlorella spp. Purasana
Purasana NV, Gullegem,
Belgium
Apo24.ch, Switzerland,
2019
Mongolia or
Hainan
30.11.2021
Cell walls broken by an
unknown treatment
Chlorella
vulgaris
Soleil Vie
Montasell SA, La
Tour-de-Trême,
Switzerland
Coop, Switzerland,
2019
China
26.10.2020
n. a. Chlorella
vulgaris
Auxenochlorella
Alver “Golden
Chlorella”
Golden Chlorella SA,
Chardonne, Switzerland
Alver.ch, Switzerland,
2018
n. a. n. a. n. a. Auxenochlorella
protothecoides
(24)
FIGURE 1 | Schematic representation of the in vitro digestion protocol applied on biomass suspensions (SSF, simulated salivary fluid; SGF, simulated gastric fluid; SIF,
simulated intestinal fluid). TABLE 1 | Overview of the powdered Chlorella and Auxenochlorella biomasses. Genus
Brand
Supplier
Place and year of
purchase
Country of
origin
Expiry date
Treatment after
harvest according to
the supplier
Species
Chlorella
Biotona
KeyPharm, Oostkamp,
Belgium
Apo24.ch, Switzerland,
2019
China
03.2022
Dehydrated by a
superior drying process
Chlorella
pyrenoidosa
Piura
Green Origins, Sheffield,
Great Britain
Narayana Verlag,
Germany, 2019
Asia
09.2021
Cell walls broken by an
high-impact jet spray
process before drying
and milling
Chlorella spp. Determination of Fatty Acids and Protein
Bioaccessibilities Protein and fatty acids bioaccessibilities were determined by an in
vitro digestion model (Figure 1), according to the standardized
protocol (INFOGEST 2.0) (22). Simulated salivary fluid (SSF),
simulated gastric fluid (SGF), and simulated intestinal fluid (SIF)
were prepared exactly as recommended by Brodkorb et al. (22). Indexes of Lipid Nutritional Quality (INQ) The nutritional quality of the lipid fraction was assessed by five
separate indexes. These are calculated based on the concentration September 2020 | Volume 7 | Article 565996 Frontiers in Nutrition | www.frontiersin.org 3 Biochemical and Nutritional Evaluation of Microalgae Biomasses Canelli et al. TABLE 2 | Macronutrient composition (% per 100 g DM) of dried microalgal biomasses. Biotona
Piura
Purasana
Soleil Vie
Alver
LG-Chlorella
% dry matter
Carbohydrates
EV
11.7 ± 1.7
14.1 ± 0.7
11.0 ± 0.2
9.9 ± 0.4
20.2 ± 0.2
65.0 ± 0.3
PV
29
17.3
22
5.2
23.5
Proteins
EV
63.4 ± 0.0
62.7 ± 0.1
65.5 ± 0.1
64.1 ± 0.0
59.6 ± 0.0
18.9 ± 0.0
PV
58
59.1
60
59.1
63
Fatty acids
EV
9.8 ± 0.4
9.7 ± 0.6
9.2 ± 1.0
9.0 ± 0.6
10.0 ± 1.2
8.0 ± 0.1
PV
12
13.4
15
13.4
11
Experimental results are expressed as mean ± standard deviation (n = 3) and compared to reference values on the packaging’s label. EV, experimental value; PV, packaging value. TABLE 2 | Macronutrient composition (% per 100 g DM) of dried microalgal biomasses. In brief, the digestion was performed in amber glass in a water
bath at 37 ◦C and stirring set at 300 rpm. The oral phase
(2 min, pH 7) started with mixing of the biomass (1 g) with
water (3.78 mL), SSF (3.2 mL), and CaCl2 (20 µL, 0.3 M). To simulate the gastric phase, the oral bolus was then mixed
with SGF (6.4 mL) and CaCl2 (4 µL, 0.3 M), and the pH
adjusted to 3. Pepsin (0.4 mL, 80,000 U mL−1; Sigma-Aldrich,
Buchs, Switzerland) and gastric lipase (0.4 mL, 2,400 U mL−1;
Lipolytech, Marseille, France) were added and the total volume
was adjusted to 16 mL with water. The pH was constantly
adjusted to 3. After 2 h of incubation with stirring, the pH was
adjusted to 7 to simulate the intestinal phase and SIF (6.8 mL),
CaCl2 (32 µL, 0.3 M), pancreatin (4 mL, 800 U mL−1; Sigma-
Aldrich), and bile salts (2 mL, 0.16 mM; Sigma-Aldrich) were
added. Water was added to a total volume of 32 mL. During
2 h incubation with stirring, pH was constantly adjusted to 7. As blank, digestion without biomass was performed. At the end
of the intestinal phase, an aliquot (6 mL) of full digesta was
snap-frozen with liquid nitrogen and freeze-dried. Data Analysis Data were shown as the mean ± standard deviation of three
independent replicates (n = 3). All statistical analyses in the
present study were performed using Rstudio software (v4.0.0). The assumptions for parametric tests (equal variance and
normality) were tested by Levene’s test and Shapiro-Wilk test,
respectively, for each factor. When the assumptions were met,
one-way ANOVA combined with Tukey’s test for multiple
comparison was performed to assess statistical significance (p
< 0.05). For all other factors, a non-parametric tests (Kruskal-
Wallis) followed by the Dunn’s Multiple Comparison test (p
< 0.05) was performed. The results of statistical analysis are
reported in the Supplementary Material (Table S1). Indexes of Lipid Nutritional Quality (INQ) The residue
was centrifuged (30 min, 10,000 × g, 4 ◦C). The micellar phase
(supernatant) and the pellet were individually snap-frozen and
freeze-dried. As a positive control, infant formula (Aptamil 1;
Milupa, Dublin, Ireland) was also subjected to in vitro digestion,
as complete bioaccessibility was expected for this sample. As a
blank, 4 mL of water without microalgal biomass was digested,
in order to quantify the fatty acids and nitrogen coming from
the enzymes and digestive fluids. This is further referred to as
enzyme blank. in equation 1. (1) Frontiers in Nutrition | www.frontiersin.org Biochemical Characterization of
Microalgal Biomasses Five
commercial
microalgal
biomasses
(Biotona,
Piura,
Purasana, Soleil Vie and Alver) and a biomass of C. vulgaris
heterotrophically grown in our laboratory (hereafter termed
LG-Chlorella)
were
characterized
for
their
macronutrient
composition. Results are expressed as percentage on dry matter,
as they were corrected for the moisture contents (3.5–5.9%)
(Table 2). Fatty acids and protein contents were measured in the micellar
phase, pellet, and full digesta. Total fatty acids were measured as
explained in section Microalgae Biomass Composition. Protein
content was determined by total nitrogen measurement using
a TOC-L equipped with a TN module (Shimadzu Europa,
Duisburg, Germany). The dried micellar phase and full digesta
(10–20 mg) were dissolved in 15 mL of water and analyzed. Due to poor solubility, the dried pellet was measured using
the Dumas method as explained in section Microalgae Biomass
Composition. Fatty acids/protein bioaccessibility was defined as
the amount of fatty acids/protein incorporated into the micellar
phase (corrected by the fatty acids/protein in the micellar phase
of enzyme blank) compared the amount of fatty acids/protein
in the full digesta (corrected by the fatty acids/protein in the
full digesta of enzyme blank), as expressed in percentage (%) The carbohydrate content in Biotona biomass was 12%, which
was lower than the previously reported value of 26% for C. pyrenoidosa biomass (1). Purasana and Soleil Vie biomasses
(both C. vulgaris), contained 10–11% carbohydrate, which was
comparable to previously reported values of 10–17% for this
species (1, 9). Higher carbohydrate contents were observed for
Piura (14%) and Alver (20%), which consist of Chlorella spp. and Auxenochlorella protothecoides (24), respectively. The yellow
color of Alver may suggest that the biomass was grown in
heterotrophic conditions (29), which could explain the higher
carbohydrate content (30). LG-Chlorella that was cultivated September 2020 | Volume 7 | Article 565996 4 Biochemical and Nutritional Evaluation of Microalgae Biomasses Canelli et al. TABLE 3 | Fatty acid profile of commercial microalgae biomasses and LG-Chlorella. Biotona
Piura
Purasana
Soleil Vie
Alver
LG-Chlorella
10:0
n.d. n.d. 0.2 ± 0.3
n.d. n.d. n.d. 14:0
n.d. n.d. 0.1 ± 0.2
n.d. 1.8 ± 0.0
n.d. 15:1-ω5
1.3 ± 0.0
1.2 ± 0.0
1.2 ± 0.0
1.0 ± 0.7
n.d. n.d. 16:0
18.2 ± 0.1
18.7 ± 0.1
18.1 ± 0.3
19.6 ± 1.0
15.9 ± 0.0
20.2 ± 0.0
16:1-ω7
2.6 ± 0.1
1.0 ± 0.0
1.2 ± 0.0
2.7 ± 0.1
n.d. n.d. Fatty Acid Composition The fatty acid composition was analyzed by identifying the
main fatty acids, as well as the proportion of total SFAs,
monounsaturated fatty acids (MUFAs), and PUFAs. Ten fatty
acids, ranging from of C10:0 to 18:3-ω3, were identified and
quantified as the percentage of the total fatty acid content of
the algal biomasses (Table 3). The three most abundant fatty
acids in all biomasses were palmitic (16:0), linoleic (18:2-ω6),
and α-linolenic (18:3-ω3) acids, with values ranging 20–25%, 35–
50%, and 10–20%, respectively. Exceptionally, Alver contained
a higher amount of oleic acid (40%) than the other biomasses
(3–15%), and lower amounts of α-linolenic acid (10%), palmitic
acid (16%), and linoleic acid (31%). The residual fatty acids
identified (10:0, 14:0, 15:1-ω5, 16:1-ω7, 17:1-ω7, 18:0, and 18:1-
ω9) accounted for 10% or less of total fatty acids (with the
exception of 18:1-ω9 for LG-Chlorella). No EPA and DHA were
detected in any biomass. All biomasses had a similar fatty acids
profile, except for Alver, which could be attributed to the different
genera (24, 29). Compared to other biomasses, Alver displayed
lower amounts of SFAs and PUFAs, but higher MUFAs content. The total fatty acids content was similar for all biomasses and
ranged between 9 and 10%. These findings are consistent with
that of Muys et al. (4). The authors reported an average of 7.5%
fatty acids for several commercial Chlorella biomasses. In general,
C. vulgaris can reach fatty acids values between 5 and 40% under
optimal growth conditions for cell growth and proliferation and
up to 58% under unfavorable conditions (33, 34). High variability
in the fatty acids content (6–58%) was also reported for A. protothecoides, the species with which Alver was identified (24). Experimental results were compared with the information on
the packaging provided by the supplier. The comparison between
package labeling and analysis revealed several differences. The
experimental carbohydrate content deviated from what was
reported on the labels, with the exception of Alver. This could
be explained because carbohydrates on the nutritional label are
often calculated by subtracting moisture, protein, fatty acids, and
ash content from 100% (35). We observed higher protein and
lower fatty acids values for all the biomasses, with the exception
of the Alver biomass. Our results confirmed Alver’s declaration. Overall, the difference between the supplier’s information and
experimental results could be explained by the use of different
analytical methods. Frontiers in Nutrition | www.frontiersin.org Biochemical Characterization of
Microalgal Biomasses 17:1-ω7
7.8 ± 0.1
4.8 ± 0.1
6.4 ± 0.1
8.7 ± 0.4
n.d. n.d. 18:0
2.3 ± 0.0
2.7 ± 0.0
2.7 ± 0.0
2.7 ± 0.2
1.6 ± 0.0
4.9 ± 0.0
18:1-ω9
2.8 ± 0.0
2.7 ± 0.0
2.1 ± 0.0
2.6 ± 0.1
38.9 ± 0.2
14.8 ± 0.0
18:2-ω6
27.7 ± 0.0
37.5 ± 0.0
34.1 ± 0.5
31.1 ± 1.6
30.6 ± 0.1
40.3 ± 0.1
18:3-ω3
15.1 ± 0.3
7.6 ± 0.1
10.1 ± 0.1
15.8 ± 0.8
9.4 ± 0.1
19.7 ± 0.0
OFAs
22.2 ± 0.1
23.8 ± 0.3
23.9 ± 0.5
15.8 ± 4.6
1.8 ± 0.3
n.d. 6 SFAs
20.5 ± 0.1
21.4 ± 0.1
21.2 ± 0.7
22.3 ± 1.1
19.3 ± 0.1
25.1 ± 0.0
6 MUFAs
14.5 ± 0.2
9.7 ± 0.2
10.8 ± 0.2
15.0 ± 1.4
38.9 ± 0.2
14.8 ± 0.0
6 PUFAs
42.8 ± 0.3
45.1 ± 0.2
44.1 ± 0.6
46.9 ± 2.4
40.0 ± 0.2
60.0 ± 0.1
Fatty acids are expressed as percentage (%) of the total fatty acids. Results are expressed as mean of triplicates ± standard deviation (n = 3). OFA, Other fatty acid; SFA, Saturated
fatty acid; MUFA, Monounsaturated fatty acid; PUFA, Polyunsaturated fatty acid; n.d., not detected. TABLE 3 | Fatty acid profile of commercial microalgae biomasses and LG-Chlorella. probably measured the total fat content gravimetrically upon
ether extraction, which leads to inclusion of other compounds
than fatty acids (36). under heterotrophic conditions in the presence of glucose had
the highest carbohydrate value of 65%. Protein content was around 60–66% for all biomasses, except
LG-Chlorella, indicating their potential as protein sources. LG-
Chlorella contained 20% protein. The difference might be
explained by different culture conditions. Nitrogen repletion
promotes growth and protein production, whereas nitrogen
limitation or depletion retards growth and reduces protein
content, but favors starch and/or fat accumulation in cells (23,
31, 32). LG-Chlorella was harvested after 4 days of nitrogen
limitation, which could explain the high carbohydrate and low
protein contents. Fatty Acid Composition We expressed the fat content as the sum
of the total measured fatty acids. Differently, the vendors Different fatty acid profiles for C. vulgaris have been reported
(37–39). Lower contents of SFAs were detected in all biomasses
(19–25%), compared to the value of 33.5% previously reported by
Batista et al. (37). The same study reported a higher proportion of
MUFAs (24.9%) instead of the 10–15% in the Chlorella biomasses
we analyzed. Biomasses of Biotona, Piura, Purasana, Soleil Vie,
and Alver had PUFAs contents of 40–47%, which agreed with
that detected by Batista et al. (37). LG-Chlorella contained 60%
PUFAs, indicating its exceptional potential for application in the
development of healthy food products. September 2020 | Volume 7 | Article 565996 5 Biochemical and Nutritional Evaluation of Microalgae Biomasses Canelli et al. TABLE 4 | Nutritional quality indexes of the lipid fraction of the analyzed microalgal biomasses. Biotona
Piura
Purasana
Soleil Vie
Alver
LG-Chlorella
P/S
2.09 ± 0.01
2.11 ± 0.01
2.08 ± 0.05
2.11 ± 0.01
2.08 ± 0.01
2.39 ± 0.01
ω6/ω3
1.84 ± 0.04
4.93 ± 0.11
3.40 ± 0.06
1.97 ± 0.01
3.27 ± 0.02
2.05 ± 0.00
H/H
2.51 ± 0.01
2.56 ± 0.01
2.53 ± 0.03
2.53 ± 0.02
4.47 ± 0.03
3.70 ± 0.01
AI
0.32 ± 0.00
0.34 ± 0.00
0.34 ± 0.02
0.32 ± 0.00
0.29 ± 0.00
0.27 ± 0.00
TI
0.31 ± 0.00
0.46 ± 0.00
0.40 ± 0.01
0.32 ± 0.00
0.31 ± 0.00
0.29 ± 0.00
Results
are
expressed
as
the
mean
of
triplicates
±
standard
deviation
(n
=
3). P/S,
polyunsaturated/saturated;
ω6/ω3,
Ñ6-PUFAs/Ñ3-PUFAs;
H/H,
hypocholesterolemic/hypercholesterolemic fatty acids ratio; AI, atherogenicity index; TI, thrombogenicity index. TABLE 4 | Nutritional quality indexes of the lipid fraction of the analyzed microalgal biomasses. FIGURE 2 | Fatty acids and protein bioaccessibility (%) in microalgae
biomasses, expressed as mean of digestion triplicates (n = 3) ± standard
deviation. reported by Matos et al. (28). Alver and LG-Chlorella had even
higher H/H values of 4.5 and 3.7, respectively. The H/H values
in microalgae were lower compared to that of chia (H/H = 11.4)
or flax seeds (H/H = 17.3) (40, 41). When compared to marine
fish (H/H = 0.9–2.5), the analyzed microalgal biomass had an
excellent H/H ratio (42). According to Ulbricht and Southgate (27), the atherogenicity
index (AI), and thrombogenicity index (TI) evaluate the potential
for stimulating platelet aggregation. Frontiers in Nutrition | www.frontiersin.org Fatty Acid Composition There are no recommended
values for AI and TI. The lower the AI and TI values, the higher
the protective potential against heart coronary diseases (40). In
addition, recent studies found positive associations between both
general and abdominal obesity and AI and TI (43). Furthermore,
a positive association between gestational diabetes mellitus and
TI was reported in pregnant women (44). Myristic acid (C14:0)
and palmitic acid (C16:0) are among the most atherogenic agents,
whereas stearic acid (C18:0) is considered thrombogenic but not
atherogenic (45). In this study, AI values ranged between 0.27
and 0.34, while TI was 0.29–0.46. The lowest AI and TI of 0.27
and 0.29, respectively, were found in LG-Chlorella. These values
agreed very well with the data reported for marine fish, where AI
= 0.26–0.60 and TI = 0.20–0.44 (42). Chia (AI = 0.09, TI = 0.05)
and flax seeds (AI = 0.06, TI = 71.7) presented lower AI and TI,
except for a much higher TI in flax seeds (40, 41). FIGURE 2 | Fatty acids and protein bioaccessibility (%) in microalgae
biomasses, expressed as mean of digestion triplicates (n = 3) ± standard
deviation. Indexes of Lipid Nutritional Quality (INQ) CONCLUSIONS The study determined the biochemical composition of Chlorella
and Auxenochlorella biomasses. Protein accounted for 65 ±
3% in all biomasses, except for the lab-grown C. vulgaris that
contained 20% protein. The fatty acids content was comparable
and ranged between 7 and 10%. All biomasses showed a relevant
fat nutritional quality, with balanced ω6/ω3, P/S, H/H, AI, and TI
indexes. The protein bioaccessibility was > 40% for all biomasses,
while the fatty acids bioaccessibility was < 7% in commercial
biomasses and 19% in LG-Chlorella. Taken together, the results
show that microalgae are promising sources of bioaccessible
protein. Regarding fatty acids, their limited bioaccessibility
indicates the need for alternative upstream and downstream
production strategies. In case of fatty acids bioaccessibility, LG-Chlorella showed
the highest value (19%) compared to the commercially available
biomasses (< 7%). No relevant variation was observed among
the commercial biomasses for fatty acids bioaccessibility. Additionally, we calculated the bioaccessibilities of single fatty
acids. Results showed that there was no significant difference
in the bioaccessibilities between the type of fatty acids (data
not shown). Comparable data for fatty acids bioaccessibility in the
literature are scarce. Alternatively, data on bioaccessibility of β-
carotene and lutein, which are associated with the fat droplets,
are available (34). Gille et al. (48) reported that no β-carotene
and only 7% of lutein was bioaccessible in C. vulgaris biomass
(48). Our results are similar. In addition, they explained the
higher bioaccessibility of lutein by its higher hydrophilicity and,
therefore, higher release in the aqueous micellar phase compared
to β-carotene. Interestingly, protein bioaccessibility values are
clearly distinct from the fat bioaccessibility values. Safiet al. (49)
reported that C. vulgaris proteins are almost all hydro-soluble,
which could explain the simpler diffusion of those in the aqueous
micellar phase during digestion. Moreover, protein localization
within the algae might facilitate their bioaccessibility, with 20%
cell wall associated, 30% able to diffuse freely, and 50% located
internally (50). It might be that the intracellular and the freely
diffusible proteins are more bioaccessible. Contrarily, the very
limited fatty acids bioaccessibility may indicate that fatty acids
are not able to easily diffuse out of the cell wall, contact digestive
enzymes, and become incorporated in the micellar phase (51). In support of our hypothesis, Zhang et al. (52) showed that
some of the fatty acids in Chlorella are attached to the cell wall,
probably linked to carbohydrates by an ether bond. ACKNOWLEDGMENTS The authors gratefully acknowledge the Nestlé Research,
Lausanne, Switzerland, and the ETH Zurich Foundation,
Switzerland,
for
their
support. In
addition,
the
authors
sincerely thank Sabrina Tevere, from the Institute of Chemistry
and Biotechnology, ZHAW, Campus Grüental, Wädenswil,
Switzerland, for support with the biomass cultivation. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. CONCLUSIONS Another
reason for the limited fat bioaccessibility could be that free
fatty acids that are liberated after hydrolysis have established
complexes with proteins/carbohydrates or salts (such as calcium)
and precipitated in the pellet obtained by centrifugation after
digestion (21). ndexes of Lipid Nutritional Quality (INQ) H/H for Biotona, Piura, Purasana,
and Soleil Vie were ∼2.5, which was higher than the value of 2 September 2020 | Volume 7 | Article 565996 6 Biochemical and Nutritional Evaluation of Microalgae Biomasses Canelli et al. data, because information about disruption treatment of the
biomass from the supplier were unclear. digestibility of the chitin-like cell wall, for which humans do not
possess digestive enzymes. Overall, the protein bioaccessibility observed in this study
is comparable to the 51 ± 9% reported by Muys et al. (4) for commercial Chlorella biomasses. The deviation of
our results might reflect the different in vitro digestion
protocol used. We used the latest version of the standardized
INFOGEST protocol (22), whereas Muys et al. (4) followed
the first version, which did not yet include gastric lipase (21). Although gastric lipase is more relevant for fat digestion,
there is always an interplay between any digestive enzyme
and nutrient bioaccessibility. Other authors found protein
digestibility values between 27 and 70% for Chlorella, but
followed different protocols (46, 47). The variability found in
data reported in literature highlights the importance of using a
harmonized protocol. Further research should explore the nutrient bioaccessibilities
of microalgae biomass upon in vivo digestion, to overcome the
limitations of in vitro studies, such as the absence of physiological
adaptation in pH and enzyme concentration, interaction with
the gut microbiota, and mechanical dynamics (22). Moreover,
it would be valuable to investigate nutritional and biochemical
qualities of additional microalgae species interesting for the food
and nutraceutical industries. AUTHOR CONTRIBUTIONS GC and CT: methodology, formal analysis, and writing—original
draft. GC and AM: project administration. GC, RC, LN, CB, FD,
and AM: conceptualization, writing—review, and editing. AM:
funding acquisition. All authors contributed to the article and
approved the submitted version. ndexes of Lipid Nutritional Quality (INQ) Indexes of Lipid Nutritional Quality (INQ)
The nutritional quality of the lipid profiles of the analyzed
biomasses was evaluated by five different indexes (Table 4), as
previously described (28). A polyunsaturated-to-saturated fatty
acids (P/S) ratio < 0.45 is considered undesirable in food, because
of the potential to induce an increase in blood cholesterol (17). The P/S of the analyzed microalgae biomasses exceeded 2. From
a nutritional perspective, a balanced ω6/ω3 fatty acids ratio is
important for the prevention and management of obesity, as
well as for the reduction of the risk of chronic diseases (13,
15). Typical western diets show preponderance of ω6 over ω3
fatty acids, mainly due to the greater consumption of ω-6 rich
vegetable oils (e.g., sunflower, peanut, corn) compared to ω-3
sources, such as fish and nuts (15). All investigated biomasses
showed a ω6/ω3 ratio < 5. In particular, Biotona, Soleil Vie, and
LG-Chlorella reported an ideal ratio between 1 and 2. Fatty Acids and Protein Bioaccessibilities
Fatty acids and protein bioaccessibilities in the analyzed
biomasses are reported in Figure 2. The validity of the digestion
model was tested by including a positive control (infant formula),
which showed a protein and fatty acids bioaccessibility of 97.5 ±
3.2% and 88.7 ± 4.5%, respectively. The protein bioaccessibility
was 60, 63, 74, and 43% for Biotona, Piura, Alver, and LG-
Chlorella, respectively. Alver had a higher protein bioaccessibility
than Biotona and LG-Chlorella. The latter had the lowest protein
bioaccessibility of all biomasses. A high polysaccharide content
is one of the main factors that negatively influences protein
digestibility, as reviewed by Bleakley and Hayes (5). This could
explain the lower protein bioaccessibility of LG-Chlorella, which
had a carbohydrate content of 70%. Piura was reported to have
cell walls broken by a high-impact jet spray process before
drying and milling. Alver and Biotona biomasses were likely
to be disrupted as they had a similar or even a higher protein
bioaccessibility than Piura. However, whether cell disruption
affected protein bioaccessibility cannot be elucidated from this When studying the functional effect of fatty acids, the
hypocholesterolemic fatty acids/hypercholesterolemic fatty acids
(H/H) index should be considered. A higher H/H is directly
proportional to PUFAs content, and is thought to have beneficial
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Vandionant S, Foubert I, et al. Comparison of microalgal biomasses as
functional food ingredients: focus on the composition of cell wall related
polysaccharides. Algal Res. (2018) 32:150–61. doi: 10.1016/j.algal.2018. 03.017 30. Doucha J, Lívanský K. Production of high-density Chlorella culture grown in
fermenters. J Appl Phycol. (2012) 24:35–43. doi: 10.1007/s10811-010-9643-2 31. Perez-Garcia O, Escalante FME, de-Bashan LE, Bashan Y. Heterotrophic
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Grauwet T, et al. Cell disruption of Nannochloropsis sp. improves in vitro
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online at: https://www.frontiersin.org/articles/10.3389/fnut.2020. 565996/full#supplementary-material In general, the incomplete bioaccessibility of fatty acids, and to
a lesser extent of proteins, is an indication for the expected poor September 2020 | Volume 7 | Article 565996 Biochemical and Nutritional Evaluation of Microalgae Biomasses Canelli et al. REFERENCES Kiczorowska B, Samoli´nska W, Andrejko D, Kiczorowski P, Antoszkiewicz Z,
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0389K 43. Suara SB, Siassi F, Saaka M, Foroshani AR, Asadi S, Sotoudeh G. Dietary
fat quantity and quality in relation to general and abdominal obesity in
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heterotrophic Chlorella to promote the efficiency of lipid extraction. J
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midpregnancy is associated with gestational diabetes. Nutrition. (2016)
32:656–61. doi: 10.1016/j.nut.2015.12.002 Frontiers in Nutrition | www.frontiersin.org September 2020 | Volume 7 | Article 565996 Conflict of Interest: CB and FD were employed by the company Nestlé S.A. Conflict of Interest: CB and FD were employed by the company Nestlé S.A. Conflict of Interest: CB and FD were employed by the company Nestlé S.A. 45. Attia YA, Al-Harthi MA, Korish MA, Shiboob MM. Fatty acid and
cholesterol profiles and hypocholesterolemic, atherogenic, and thrombogenic
indices of table eggs in the retail market. Lipids Health Dis. (2015) 14:1–
8. doi: 10.1186/s12944-015-0133-z The remaining authors declare that the research was conducted in the absence of
any commercial or financial relationships that could be construed as a potential
conflict of interest. 46. Hedenskog G, Enebo L, Vendlová J, Prokeš B. Investigation of some methods
for increasing the digestibility in vitro of microalgae. Biotechnol Bioeng. (1969)
11:37–51. doi: 10.1002/bit.260110104 Copyright © 2020 Canelli, Tarnutzer, Carpine, Neutsch, Bolten, Dionisi and Mathys. This is an open-access article distributed under the terms of the Creative Commons
Attribution License (CC BY). The use, distribution or reproduction in other forums
is permitted, provided the original author(s) and the copyright owner(s) are credited
and that the original publication in this journal is cited, in accordance with accepted
academic practice. No use, distribution or reproduction is permitted which does not
comply with these terms. 47. Morris HJ, Almarales A, Carrillo O, Bermúdez RC. Utilisation of Chlorella
vulgaris cell biomass for the production of enzymatic protein hydrolysates. Bioresour Technol. (2008) 99:7723–9. doi: 10.1016/j.biortech.2008.01.080 48. Gille A, Trautmann A, Posten C, Briviba K. Bioaccessibility of carotenoids
from Chlorella vulgaris and Chlamydomonas reinhardtii. Int J Food Sci Nutr. (2016) 67:507–13. doi: 10.1080/09637486.2016.1181158 September 2020 | Volume 7 | Article 565996 Frontiers in Nutrition | www.frontiersin.org 9
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Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma
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ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Tine Germ 1
Med novejšimi raziskavami Dizmove kronike in zlasti ikonografije emblemov glej Germ 2011 in 2017.
2
Alciati, 1531, A2r-A2v. 1 Uvod Spominska knjiga ljubljanske plemiške družbe sv. Dizma ali krajše Dizmova kronika,
hranjena v Arhivu Republike Slovenije (AS 1073, I/1), je bila v zadnjih dveh desetle
tjih deležna pozornosti predvsem zaradi edinstvenih, izredno zanimivih emblemov. Ljubljanski rokopis, ki so ga zasnovali in soustvarjali člani leta 1688 ustanovljene
plemiške družbe sv. Dizma, ni klasična emblemska knjiga, temveč izvirna oblika
akademske spominske knjige, v kateri so predstavljeni emblemi, imena njenih čla
nov, njihovi grbi in podatki o vpisu v družbo. Prve miniature so nastale leta 1689, za
dnji člani pa so bili vpisani leta 1801.1 Kakovost iluminacij in njihovo ikonografsko
bogastvo sta izjemna, tako da Dizmova kronika upravičeno velja za najdragocenejši
baročni iluminirani rokopis, kar se jih je ohranilo na Slovenskem. Med emblemi so
z ikonografskega vidika še posebej zanimivi tisti, ki vključujejo živali kot nosilce
alegoričnega sporočila. Število tovrstnih emblemov in pester nabor živali jasno od
ražata zanimanje naročnikov za živalsko simboliko kot tudi široke možnosti izraža
nja emblemskega sporočila, ki jih ponuja. Hkrati lahko v tem prepoznamo odmev
sočasnih evropskih tokov na področju emblematike, v kateri imajo živali od vsega
začetka pomembno vlogo. Priljubljenost živalskih motivov v Dizmovi kroniki je po
gojena tudi z dejstvom, da gre za spominsko knjigo, v kateri so natančno naslikani
grbi vseh članov. Grbi v večini primerov vključujejo heraldične živali, kar je vplivalo
tudi na izbiro živalskih protagonistov v emblemih naročnikov. Prominentna vloga živali v evropski heraldiki je pomembno zaznamovala že samo
genezo renesančnega emblema. (Spomnimo, da Alciati, avtor prve emblemske knjige,
uvodni emblem v znameniti Emblematum liber zasnuje na podobi grbovnega ščita mi
lanskih vojvod in v njem razlaga pomen kače s človeško figuro v ustih.2) Vpliv heraldi
ke na emblematiko ostaja stalnica v razvoju emblemskih knjig, neposredna povezanost
pa je prav posebej očitna v primerkih, ki so posvečeni vladarjem, visokemu plemstvu, DOI:10.4312/ars.14.2.181-210 181 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma cerkvenim dostojanstvenikom in drugim odličnikom,3 ter v posameznih emblemsko
zasnovanih knjigah renesančnih akademij in spominskih knjigah plemiške mladine, ki
je študirala na različnih evropskih univerzah (t. i. alba amicorum ali libri amicorum). 4
Alba amicorum imajo z Dizmovo kroniko vsaj dve bistveni skupni lastnosti: nastajali so kontinuirano, v
daljšem obdobju kot odprti tip ilustrirane knjige ali vezanih rokopisnih listov z bolj ali manj sofisticiranimi
iluminacijami, ob tem pa imajo njihovi vpisni listi neredko podobno strukturo kot strani v ljubljanski
Spominski knjigi. Vizualno izpostavljena grb in emblem, dopolnjena z osebnimi podatki in datumom
vpisa, se skupaj pojavljata znotraj istega vpisa ter oblikujeta zaokroženo likovno in vsebinsko celoto.
5
Plemiška družba sv. Dizma je uporabljala tudi latinski naziv Academia Unitorum, torej Akademija
Zedinjenih, člani pa so se imenovali Academici Uniti.
6
Navajanje folijev v Dizmovi kroniki sledi foliaciji, ki jo je za faksimilno izdajo leta 2001 pripravila N. Golob.
7
Dolničar je kot prvi tajnik Dizmove družbe in njen idejni vodja izdelal tudi nekaj študijskih skic
emblemov za člane družbe. Njegova Konceptna knjiga (Semeniška knjižnica, Ljubljana, sign. Rokopis
6) vsebuje 83 skic za emblemske sličice v ovalnih kartušah, eno kartušo, v kateri je samo osnutek srca,
in kar nekaj praznih kartuš (Baraga, 2001, 235). 3
Med prvimi tovrstnimi knjigami glej: Giovanni Battista Pittoni, Imprese di diversi prencipi, duchi,
signori, e d’altri personaggi et huomini letterati et illustri …, Benetke 1562; Girolamo Ruscelli, Imprese
illustri …, Benetke (vol. I–III. 1572, Libro quarto 1583). Alba amicorum imajo z Dizmovo kroniko vsaj dve bistveni skupni lastnosti: nastajali so kontinuirano, v
daljšem obdobju kot odprti tip ilustrirane knjige ali vezanih rokopisnih listov z bolj ali manj sofisticiranimi
iluminacijami, ob tem pa imajo njihovi vpisni listi neredko podobno strukturo kot strani v ljubljanski
Spominski knjigi. Vizualno izpostavljena grb in emblem, dopolnjena z osebnimi podatki in datumom
vpisa, se skupaj pojavljata znotraj istega vpisa ter oblikujeta zaokroženo likovno in vsebinsko celoto.
Pl
išk d
žb
Di
j
blj l t di l ti
ki
i
A
d
i
U it
t
j Ak d
ij 1 Uvod Ob tem velja spomniti, da so poleg akademskih emblemskih knjig prav alba amicorum
eden od pomembnih zgledov, ob katerih so se navdihovali člani Dizmove družbe.4 Vloga heraldičnih živali pri oblikovanju emblemov članov Akademije Zedinjenih5
se odraža tudi v njihovem izboru: najpogostejši je namreč orel, žival, ki si v evropski
heraldiki skupaj z levom deli prvo mesto tako z vidika pogostosti pojavljanja kot z vi
dika odličnosti in bogastva simbolnih pomenov. Ko govorimo o priljubljenosti orla v
emblemih imenitnih Kranjcev, združenih v družbi sv. Dizma, ne smemo pozabiti, da
je orel heraldična žival Vojvodine Kranjske in da so ga zaradi tega včasih v embleme
vključili tudi plemiči, ki kraljevske ptice niso imeli v svojem grbu. O pomenu kranjskega
grbovnega orla v ljubljanski Spominski knjigi posebej nazorno priča vpisna stran grofa
Janeza Henrika Watzenberga (fol. 63r).6 Ta namreč nima klasične emblemske strukture,
ampak se napisni trak z devizo In magnis voluisse sat est (V velikih rečeh sama je volja
dovolj) ovija kar okrog vratu mogočnega črnega orla, ki razširjenih peruti stoji na vrhu
naročnikovega grba. Dva enako velika orla sta upodobljena tudi ob grbovnem ščitu, v
katerem nastopa še dvoglavi cesarski orel habsburške monarhije. Orel nad ščitom se s
svojo držo in veličastjem nedvoumno spogleduje s heraldično ptico dežele Kranjske, po
drugi strani pa s tem, ko nosi napisni trak z geslom, aludira na naročnika. Takšno razlago
potrjuje primerjava s študijsko skico, ki jo je za Watzenbergov emblem pripravil Janez
Gregor Dolničar v svoji Konceptni knjigi (sl. št. 27).7 Na njej je orel upodobljen v kartuši,
na prsih pa ima vrisano stilizirano srce, simbol plemiške družbe sv. Dizma. Andrej Trost
(1643–1708), vodilni iluminator v zgodnjem obdobju nastajanja ljubljanske Spominske
knjige in verjetni avtor miniature, se je odločil, da ne bo dosledno sledil predlagane
mu Dolničarjevemu konceptu in je v končni obliki Watzenbergovega emblema naslikal
orla brez stiliziranega srca na prsih. Posledično je simbolna vez z Dizmovo družbo manj
očitna, identifikacija s kranjskim heraldičnim orlom pa še bolj izpostavljena in potrjuje 182 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma vlogo heraldike v emblemih kranjskih akademikov. Hkrati gre za prvi primer aktivnega
posega slikarja v samo ikonografsko zasnovo emblema, ki razkriva pomemben vidik ge
neze emblemov v Dizmovi kroniki, s katerim se bomo še srečali. V Spominski knjigi se orel kot nosilec emblemskega sporočila največkrat pojavlja v
povezavi s soncem. 1 Uvod Motiv orla in sonca je zaradi uveljavljene ikonografske tradicije v em
blematiki zelo priljubljen, vendar pogostost in raznolikost motiva v emblemih kranjskih
akademikov vzbujata pozornost in kličeta po razlagi. V Dizmovi kroniki se namreč poja
vi kar desetkrat in vsakič ima specifično pomensko noto. V ikonografskem katalogu, ki
je nastal ob faksimilni izdaji Spominske knjige ljubljanske plemiške družbe sv. Dizma, Jože
Kastelic (2001, 115–261) ne ponudi ikonografske razlage za omenjene embleme. Prav
tako se z motivom ni ukvarjal nihče od starejših avtorjev, ki so pisali o knjigi ljubljanskih
akademikov. Pričujoča raziskava je prvi poskus ikonološke analize izbranih emblemov
v primerjalnem okviru evropske emblematike. Kasteličev katalog s predikonografskim
opisom in prevodom besedilnih delov (akademsko ime člana, izbrano geslo ter dodatni
napisi)8 predstavlja dragoceno izhodišče za nadaljnje raziskave, ki, razumljivo, zahte
vajo vpogled v ikonografijo orla v evropski kulturi od antike do baroka ter poznavanje
emblematike 16. in 17. stoletja. Številni tvorci emblemskih knjig ob razlagi emblemov
v potrditev svojih besed navajajo odlomke iz del klasičnih avtorjev, cerkvenih očetov,
srednjeveških piscev in svojih sodobnikov, s čimer gradijo hermenevtični korpus, ki ima
za raziskovalce neprecenljivo vrednost. Posebno mesto v tem pogledu pripada Filippu
Picinelliju, ki v obsežni enciklopediji emblemov Mundus Symbolicus predstavi več kot
sto emblemov, v katerih je orel glavni nosilec alegoričnega sporočila (I, 4, embl. 89–217).9
Z vidika pričujoče študije je Picinellijeva zbirka emblemov toliko pomembnejša, ker je
bila zelo popularna tudi med kranjskimi intelektualci in predstavlja enega od poglavitnih
virov za embleme v Dizmovi kroniki (Germ, 2017, 151–152). 8
Prevod latinskih delov besedila je oskrbel K. Gantar. Avtor članka jih z redkimi izjemami navaja
dobesedno. V primeru manjših odmikov od Gantarjevega prevoda je na to dosledno opozorjeno.
9
Picinellijeva knjiga je prvič izšla v italijanskem jeziku Mondo simbolico … v Milanu leta 1653. Kmalu
je bila prevedena v latinščino in večkrat ponatisnjena: Mundus symbolicus: in emblematum universitate
formatus, explicatus ... justo volumine auctus et Latinum traductus a R. D. Augustino Erath, Köln 1681.
Vsi navedki Picinellija se nanašajo na kölnsko izdajo iz leta 1681, zato je uporabljena skrajšana oblika
z navedbo zvezka (rimske številke) ter številko knjige in emblema (arabske številke). 8
Prevod latinskih delov besedila je oskrbel K. Gantar. Avtor članka jih z redkimi izjemami nava
dobesedno. V primeru manjših odmikov od Gantarjevega prevoda je na to dosledno opozorjeno. 10
Navedene letnice se nanašajo na leto vpisa v Dizmovo kroniko. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Pogostost motiva orla in sonca v emblematiki ne preseneča, saj v evropski kulturi kon
tinuirano živi vse od antike, v zgodnjem krščanstvu in srednjem veku pa doživlja in
tenziven razvoj zlasti na področju sakralne ikonografije. Zlivanje antičnih tem s kr
ščanskimi daje izhodišče za večino motivov, ki jih najdemo v renesančni emblematiki. Hkrati se prav v tem okviru razvijejo tudi nove vsebine, ki jih v starejših obdobjih
ne srečamo. V emblemih Dizmove kronike prevladuje tematski sklop, ki se navezuje 183 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma na kristološko ikonografijo orla in sonca, z njim pa se povezujejo alegorične vsebine
preroda duše, odrešenja in večnega življenja ter predstave o kontemplaciji, sledenju
Kristusovemu nauku in duhu, ki se dviga v nebeške višave. Posebej so izpostavljeni
štirje motivi, ki izvirajo iz antike, a so v krščanstvu dobili nove, precej bolj kompleksne
vsebine: orel, ki nemoteno zre v sonce; orel, ki leti proti soncu; preizkušnja mladih or
ličev z gledanjem v sonce; orel, ki uči mladiče leteti. Ob tem je treba imeti pred očmi
dejstvo, da se v emblematiki krščanski koncept spoznavajočega duha, ki se dviga v
višave, povezuje s humanističnimi predstavami o odličnosti intelekta, ki ga vodi želja
po znanju in spoznanju resnice. Intelektualna nota je v emblemih kranjskih akademi
kov večkrat jasno naglašena. Enako velja za zanimanje za antiko, zato elementi antične
ikonografije, povezane s solarno simboliko orla in orlom kot Jupitrovo sveto ptico, ne
presenečajo. Naštete vsebine in motivi se medsebojno dopolnjujejo, zaradi česar je v
kompleksnejših emblemih potrebna previdnost pri razlagi alegoričnega sporočila. Prvi v nizu emblemov z motivom orla in sonca pripada Janezu Jožefu pl. Wal
lenspergu (fol. 119r), s katerim začenjamo pregled tudi zato, ker je ikonografsko raz
meroma preprost, čeprav je osnovna vsebina tudi tu premišljeno dopolnjena z manj
očitnimi simbolnimi pomeni (slika 1). Slika 1: Andrej Trost, Emblem Janeza Jožefa pl. Wallensperga (detajl), 1700, Dizmova
kronika, ARS, Ljubljana, AS 1073, I/1, fol. 119r.10 Slika 1: Andrej Trost, Emblem Janeza Jožefa pl. Wallensperga (detajl), 1700, Dizmova
kronika, ARS, Ljubljana, AS 1073, I/1, fol. 119r.10 Emblemska sličica kaže mogočno kraljevsko ptico, postavljeno v prvi plan gričevnate
pokrajine, obsijane s soncem, ki se dviga nad hribe na levi strani miniature. Orel stoji 184 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma na tleh, razpira peruti in gleda naravnost v jutranje sonce. 14
Že Homer piše, da je orel med vsemi pticami Zevsu najljubši (Iliada, XVIII, 245–252; XXIV, 315–
321). Tudi Pindar ga imenuje Zevsovo ptico in kralja vseh ptic (Pitijske ode I, 6; Istmijske ode VI,
50; Olimpijske ode XIII, 21), Horacij pa eksplicitno zapiše, da je Jupiter orlu podelil oblast nad vsemi
pticami (Ode, IV, 4). Orel kot kralj ptic nastopa pri Ezopu, na primer v basni Stržek in orel ter Orel in
govnač (Perry, 1965, basen št. 434 in št. 3). Motiv orla kot Zevsove oziroma Jupitrove svete ptice ter
njegova povezanost z idejo vladarstva dosežeta vrhunec v Rimu, kjer orel postane cesarski simbol. 16
Navedeno po: Zucker, 2005, 78–82. Vsi sklici in navedbe iz Fiziologa so vzeti iz kritične izdaje grškega
teksta (rokopis Fiziologa, ki ga hrani Pierpont Morgan Library, Ms 397) s francoskim prevodom Arnauda
Zuckerja (Zucker, Paris 2005). Navajanje sledi uveljavljeni tradiciji: najprej navedba skupine, ki ji rokopis
pripada, in nato navedba poglavja. Zaradi preglednosti je v opombi dodana stran pariške izdaje. 15
V posameznih interpretacijah motiva gledanja v sonce oziroma letenja proti soncu je lahko orel simbol
Kristusa, sonce pa simbol Boga Očeta. Tako v spisu Psevdo Ambroža beremo: »Aquilam in hoc loco
Christum Dominum nostrum debemus accipere, qui post venerandam resurrectionem … velut aquila
revolavit ad patrem …« (Sermo 46. De Salomone, 5, PL 17, 718) 11
V katalogu (Kastelic, 2001, 152) je geslo prevedeno kot: »Gleda v svetlobi, ki ne zatemni.« Gantarjev
prevod ni najbolj posrečen: ne ujema se z vsebino emblema niti z uveljavljeno ikonografijo sorodnih
emblemov v knjigah zgodnjega novega veka. 12
»Explorat Phoebum et non caligante tuetur lumine …« (Laurentius Le Brun, Virgilius Christianus, I.
Liber Fastorum, sive Hexaemeron & de opere sex dierum, Paris 1661, 433) Verzi so navedeni tudi v
večkrat ponatisnjeni zbirki Giovannija Battista Ganduccija, Descriptiones poeticae ex probatioribus
poetis excerptae …, Benetke 1676, 114. 13
Prepričanje, da lahko orel nemoteno gleda v sonce, ni iz trte zvito: orlovo oko ima polprozorno
membrano (membrana nicitans), ki po potrebi kot tanka veka prekrije zrklo, ga vlaži in varuje, hkrati
pa ptici kljub temu omogoča, da vidi. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Posebnost upodobitve je v
tem, da lahko na nasprotni strani vidimo sončni zahod, kar je edini primer v ilumina
cijah Dizmove kronike, da se sonce v istem prizoru pojavi dvakrat. Nad kartušo je napi
sni trak z geslom »Non caligante tuetur lumine« (Zre v svetlobo, ne da bi ga zaslepila),11
pod njo pa krajši, s članskim imenom Der Scharfsichtige (Ostrovidni). Geslo je najver
jetneje vzeto iz verzov francoskega pesnika Laurenta le Bruna, v katerih pravi, da orel
gleda sonce, ne da bi ga njegova luč zaslepila.12 Motiv Wallenspergove emblemske sličice ima prastare korenine – že Egipčani (pa
tudi Grki in Rimljani) so verjeli, da lahko orel zre naravnost v sonce, ne da bi trenil z
očmi ali odvrnil pogled.13 To nenavadno sposobnost omenja že Aristotel v Zgodovi
ni živali (IX, 34), in povzemajo ga številni antični avtorji, med katerimi je za prenos
vsebine v srednji vek bistven Plinij Starejši s svojim Naravoslovjem (X, 3). Alegorične
interpretacije se v antiki praviloma povezujejo z Zevsovim orlom, kraljem ptic, ki leta
višje kot ostali ptiči in se lahko najbolj približa soncu. Izpostavljajo predvsem njego
vo veličastje, moč, plemenitost in pravičnost.14 V krščanstvu dobi motiv orla in sonca
nove vsebine: sonce je skladno z razlagami zgodnjekrščanskih piscev praviloma sim
bol Kristusa (Christus sol iustitiae), orel, ki se zazira vanj, pa predstavlja vernika ali kr
ščansko dušo, ki se preraja v luči prave vere in je deležna odrešitve v Kristusu.15 Prerod
in duhovna prenova sta osrednja tema zapisa v Fiziologu (I, 6), kjer je osnovna vsebina
orla, ki gleda v sončevo svetlobo, obogatena z motivom leta proti soncu in pomladitvi
jo s potapljanjem v bistro vodo.16 Krščanski avtorji ob motivu orlove pomladitve nava
jajo besede psalmista, ki pravi: »[…] kakor orlu se obnavlja tvoja mladost« (Ps 103, 5). 185 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Orel je z vstajenjsko simboliko povezan tudi v besedilih zgodnjekrščanskih piscev, na
primer Psevdo Ambroža, ki ga v že omenjeni pridigi (Sermo 46. De Salomone) izrecno
poveže s Kristusom. Sv. Avguštin v razlagi psalmov orla razume tudi kot prispodobo
vstajenja vseh verujočih (Enarrationes in Psalmos, 102, 9, PL 37, 1323). Podoba orlove
ga zrenja v sonce je priljubljena tudi v srednjeveških alegoričnih interpretacijah – tako
v bestiarijih kot v enciklopedičnih zapisih, eksegetskih besedilih in pridigah. 17
Gessner, Historiae animalium (Lib. III, De avium natura, Zürich 1555, pogl. De aquila, 162–189),
Aldrovandi, Ornithologiae, hoc est de avibus historiae Libri XII (Lib. I –II, Bologna 1599, 17–234).
Zlasti Aldrovandijeva prva knjiga De aquilis in genere (1599, 17–107) ob navajanju naravoslovnih
dejstev vsebuje pravo zakladnico ikonografskih vsebin, razdeljenih na poglavja: Historica, Auguria,
Mystica, Hieroglyphica, Fabulae, ter posebno poglavje posvečeno emblemom: Emblemata (str. 72–75).
Aldrovandi obširno piše tudi o orlu v heraldiki in likovni umetnosti. 18
Motiv orla in sonca vsebujejo emblemi 98–108, 120, 122, 123, 157, 161, 165, 169, 171, 172, 175–177,
184, 191, 200, 210, 211 (MS I, 4, str. 262–276). 2 Orel in sonce v emblemih članov Akademije Zedinjenih 28 Podoben motiv je za svoj emblem izbral grof Marko Ferdinand Lichtenberg (fol. 287r),
le da orel ni na tleh, temveč v gnezdu, postavljenem na visoki pečini. Tudi tu dviga glavo
proti soncu in razpira peruti, kot da bo ravnokar poletel (slika 2). Dejstvo, da je gnezdo
zgrajeno na skali, dodaja emblemu novo vsebino. Prav tako ne smemo spregledati detaj
la, da je v sonce vpisan Kristusov monogram IHS z majhnim križem. Geslo Hoc sidere
laetor (Pod to zvezdo je moje veselje) namesto običajnega članskega imena spremlja daljša,
opisna različica: Der im Licht deines Antlitzes Wandlende (Tisti, ki hodi v svetlobi tvojega
obličja). Gre za aluzijo na psalmistove besede: Blagor ljudstvu, ki pozna veselo vzklikanje,
Gospod, v svetlobi tvojega obličja bodo hodili (Ps 89, 16). Geslo in akademsko ime sta
usklajena z motivom orla, ki gleda v sonce, poistoveteno s Kristusom, obenem pa sta
vsebinsko povezana s podobo božjega obličja, omenjenega v psalmu, na katerega se na
vezuje naročnikovo akademsko ime. Hkrati je seveda sonce s Kristusovim monogramom
tista »zvezda«, pod katero je Lichtenberg našel »svoje veselje«. Podoben motiv je za svoj emblem izbral grof Marko Ferdinand Lichtenberg (fol. 287r),
le da orel ni na tleh, temveč v gnezdu, postavljenem na visoki pečini. Tudi tu dviga glavo
proti soncu in razpira peruti, kot da bo ravnokar poletel (slika 2). Dejstvo, da je gnezdo
zgrajeno na skali, dodaja emblemu novo vsebino. Prav tako ne smemo spregledati detaj
la, da je v sonce vpisan Kristusov monogram IHS z majhnim križem. Geslo Hoc sidere
laetor (Pod to zvezdo je moje veselje) namesto običajnega članskega imena spremlja daljša,
opisna različica: Der im Licht deines Antlitzes Wandlende (Tisti, ki hodi v svetlobi tvojega
obličja). Gre za aluzijo na psalmistove besede: Blagor ljudstvu, ki pozna veselo vzklikanje,
Gospod, v svetlobi tvojega obličja bodo hodili (Ps 89, 16). Geslo in akademsko ime sta
usklajena z motivom orla, ki gleda v sonce, poistoveteno s Kristusom, obenem pa sta
vsebinsko povezana s podobo božjega obličja, omenjenega v psalmu, na katerega se na
vezuje naročnikovo akademsko ime. Hkrati je seveda sonce s Kristusovim monogramom
tista »zvezda«, pod katero je Lichtenberg našel »svoje veselje«. Ob osnovni vsebini preroda v Kristusu igra tokrat pomembno vlogo tudi motiv orla
v skalnem gnezdu, ki ima dolgo ikonografsko tradicijo. 19
Odlomek, ki ga navaja tudi Picinelli (I, 4, 265), najdemo v spisu Meditationes liber unus oziroma
Liber Medationum (PL 40, 922), pripisanem sv. Avguštinu. Znanstvena kritika spis danes pripisuje
anonimnemu avtorju z zasilnim imenom Psevdo Avguštin. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Motiv v zgodnjem novem veku ohranja svojo aktualnost – najdemo ga tudi v nara
voslovnih zapisih. Večkrat ga omenjata oba največja renesančna zoologa Conrad Ges
sner (1516–1565) v Historiae animalium in Ulisse Aldrovandi (1522–1605) v knjigah
o pticah Ornithologiae, hoc est de avibus historiae.17 V emblematiki je orel, ki gleda v
sonce oziroma leti proti njemu, zelo pogost in Picinelli v knjigi Mundus Symbolicus
predstavi kar osemindvajset emblemov, ki vključujejo ta motiv.18 Poleg že omenjenih
vsebin, povezanih z vstajenjem, razlage največkrat govorijo o odprtosti duha, ki spre
jema čisto luč Kristusovega nauka, kontemplaciji in predanosti veri. Pogosto je pou
darjena povezava z Janezom Evangelistom, ki temelji na eksegetski ikonografiji: orel,
ki se z lahkoto dvigne v nebesne višave in zre naravnost v sonce, je simbol vznesenega
duha, ki veje iz besed najmlajšega med evangelisti. Wallenspergovo akademsko ime Ostrovidni in izbrano geslo Zre v svetlobo, ne
da bi ga zaslepila kažeta, da moramo emblemsko sličico razbirati v povezavi z idejo
ostrovidnega zretja svetlobe v smislu prodornosti duha in kontemplacije (kar seve
da ne izključuje s tem povezane ikonografije preroda). Moč duha, da vztrajno sledi
soncu, je v sličici poudarjena z na videz nenavadnim pojavom: v istem prizoru sta
hkrati vzhajajoče in zahajajoče sonce. Avtor emblema na ta način vnese dimenzijo
časa: poudariti želi, da lahko orel nemoteno gleda v sonce od jutra do večera. S tem
bralca dodatno opozarja, da je treba prizor razumeti v alegoričnem duhu. Glede
na premišljene besedne igre in aluzije, ki jih neredko razkrivajo emblemi članov
Dizmove družbe, lahko tudi v primeru Janeza Wallensperga s precejšnjo gotovostjo
sklepamo, da je v emblemu skrit še namig na njegovo krstno ime: orel, ki gleda v
sonce, je tudi v emblematiki povezan z evangelistom Janezom. Simbolična identi
fikacija z naročnikom je dodatno naglašena z dejstvom, da je črn orel heraldična
ptica družine Wallensperg. Upodobitev orla v emblemu je povsem enaka kot v grbu,
celo krona heraldičnega orla se kot miniaturna kronica ponovi na glavi kralja ptic v
emblemski sličici. 186 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Slika 2: Simon Tadej Volbenk Grahovar, Emblem grofa Marka Ferdinanda
Lichtenberga (detajl), 1740, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 287r. Slika 2: Simon Tadej Volbenk Grahovar, Emblem grofa Marka Ferdinanda
chtenberga (detajl), 1740, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Že Gregor Veliki poduhovljene
ga človeka, ki se v iskanju resnice in božje bližine umakne v samoto in višave duha, pri
merja z orlom, ki gradi svoje gnezdo visoko v skalah (Moralia in Job, 31, XLVII). Enako
piše Psevdo Avguštin,19 ki poduhovljenega človeka primerja z orlom v skalnem gnezdu. 187 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Krščanski avtorji pri alegoričnih razlagah orla v visokem gnezdu najpogosteje jemljejo
za izhodišče Jobove besede: »Se orel na tvoje povelje vzdiguje visoko, da si napravi gnezdo
v višavi?« (Job 39, 27). Varno gnezdo v vršacih obenem simbolno predstavlja krepost in
zaupanje v boga, ki najbolje varuje človeka pred sleherno nevarnostjo. Takšne razlage
orla, ki gnezdi v gorah in se zazira v sonce, so v emblematiki znane že v 16. stoletju in
jih najdemo tudi pri Picinelliju (I, 4, embl. 123 in 124). Skoraj gotovo je naročnik poznal
emblem v knjigi nemškega polihistorja in pesnika Wolfganga Helmharda von Hohber
ga Lust- und Artzeney-Garten des Königlichen Propheten Davids (Regensburg 1675, fol. 89r),20 ki ima identično geslo in sorodno ikonografijo.21 Povezava s Hohbergovim em
blemom je razvidna tudi v tem, da je osrednji citat njegovega epigrama prav tisti verz iz
devetinosemdesetega psalma, iz katerega je Lichtenberg izpeljal svoje akademsko ime. Emblem grofa Lichtenberga se najverjetneje navdihuje tako pri Picinelliju kot pri
Hohbergu, vendar vsebuje izvirno vsebinsko nadgradnjo – skupaj z duhovitim slikov
nim rebusom namreč razkriva identiteto naročnika. Ideja luči (nemško das Licht), pri
sotna tako v besedilnem kot v likovnem delu, je dopolnjena z motivom gore (nemško
der Berg), ki se dviga v ospredju krajine, in s tem daje očiten namig na rodbinsko
ime Lichtenberg. Kot zanimivost, ki dokazuje, da je pri vsebinski zasnovi emblemov
v Spominski knjigi lahko tvorno sodeloval tudi avtor ilustracije, velja omeniti podpis
slikarja, Simona Tadeja Volbenka Grahovarja, v katerem izrecno pravi, da je miniaturo
naslikal in zasnoval.22 V emblemski sličici Franca Antona Oblaka barona Wolkensperga (fol. 229r) prav
tako vidimo orla na visoki pečini, le da se je že dvignil iz gnezda in poletel proti soncu
(slika 3). Osnovni pomen duhovnega preroda in vere v odrešenje je podoben kot v
emblemu grofa Lichtenberga ter v sorodnih emblemih, ki jih najdemo v Picinellije
vi knjigi (MS I, 4, embl. 123, 157, 172, 173, 177, 204). 22
»Grahover inv. (invenit) et pinx. (pinxit)«. Grahovar (1710–1774) je na ta način podpisal še petindvajset
miniatur v Dizmovi kroniki. Glede na dolgoletno sodelovanje z naročniki emblemov, njegovo
mojstrstvo in inventivnost lahko upravičeno sklepamo, da njegov delež pri vsebinski zasnovi ni bil
majhen. Polonca Vrhunc mu pripisuje pomembno vlogo v genezi emblemov in verjame, da je dobro
poznal svet simbolov (Vrhunc, 1970, 126). 20
Knjiga vsebuje nemški prevod psalmov z notnimi zapisi novih melodij, molitve, botanične ilustracije
z alegorizirajočimi verzi ter embleme z epigrami v latinščini in nemščini. Tiskana knjiga ima 150
vstavljenih pergamentnih folijev z bakrorezi Georga Ch. Eimmarta. Emblemi, ki se vsebinsko
povezujejo s psalmi, so na vstavljenih pergamentnih folijih zmeraj na prvi strani, medtem ko so na
hrbtni strani bakrorezi rastlin. 21
V Hohbergovem emblemu so v gnezdu tudi mladiči, ki skupaj s staršem gledajo proti soncu. To
vnaša nov ikonografski poudarek, saj vključuje motiv preizkušnje orličev z gledanjem v sonce. Da je
v primeru Hohbergovega emblema prav ta motiv jedro emblemskega sporočila, potrjuje epigram, ki
spremlja sličico. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Vendar ima vsebina emblema
posebno noto, izraženo v geslu Nunc procul a strepitu, hic in spe et metu (Zdaj proč od
hrupa, tu v upanju in strahu). Gre za ponazoritev želje po odmaknjenosti od hrupnega
vsakdanjika v bolj umirjeno poduhovljeno življenje, po iskanju bližine boga, ki se mu
človek približuje v upanju in strahospoštovanju. Tudi naročnikovo člansko ime Der 188 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Slika 3: Simon Tadej Volbenk Grahovar, Emblem Franca Antona Oblaka barona
Wolkensperga (detajl), 1724, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 229r. Slika 3: Simon Tadej Volbenk Grahovar, Emblem Franca Antona Oblaka barona
Wolkensperga (detajl), 1724, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 229r. Verfolgte (Zasledovani) namiguje, da se želi umakniti pred »hrupom« sveta in zaživeti
bolj mirno življenje. Ideja je likovno podkrepljena z oblaki, ki zakrivajo vrh gore pred
pogledom z nižin. Orel, ki vso pozornost namenja soncu, je obenem heraldična žival
rodbine Wolkensperg in simbolično predstavlja naročnika. Takšno razlago potrjuje v
slikah izražena besedna igra: gora, zavita v oblake, je aluzija na priimek Wolkensperg,
v katerem prepoznamo besedi oblak in gora (nemško die Wolke, der Berg). Da ne bi
bilo prav nobenega dvoma, je dodan še detajl rdečega srca na orlovih prsih: srce kot
simbol plemiške družbe sv. Dizma na simbolni ravni orla izenačuje z baronom Wol
kenspergom, ki ponosno opozarja na svoje članstvo. Verfolgte (Zasledovani) namiguje, da se želi umakniti pred »hrupom« sveta in zaživeti
bolj mirno življenje. Ideja je likovno podkrepljena z oblaki, ki zakrivajo vrh gore pred
pogledom z nižin. Orel, ki vso pozornost namenja soncu, je obenem heraldična žival
rodbine Wolkensperg in simbolično predstavlja naročnika. Takšno razlago potrjuje v
slikah izražena besedna igra: gora, zavita v oblake, je aluzija na priimek Wolkensperg,
v katerem prepoznamo besedi oblak in gora (nemško die Wolke, der Berg). Da ne bi
bilo prav nobenega dvoma, je dodan še detajl rdečega srca na orlovih prsih: srce kot
simbol plemiške družbe sv. Dizma na simbolni ravni orla izenačuje z baronom Wol
kenspergom, ki ponosno opozarja na svoje članstvo. V emblemu Mihaela Jožefa pl. Wallensperga (fol. 234r) je orel, ki se dviguje k
soncu, naslikan nad razburkanim morjem, na katerem je jadrnica, ki se ji je uspelo
zasidrati in rešiti pred brodolomom (slika 4). 23
Picinelli predstavi več kot sto emblemov z jadrnico (II, 20, embl. 49–151) in še devet, v katerih ima
glavno vlogo sidro (II, 20, embl. 1–9). 24
Topos kreposti in razkoraka med duhovno odličnostjo ter minljivostjo posvetnega življenja najdemo
v številnih literarnih delih tako krščanskih kot antičnih avtorjev. Glede na to, da je v Lichtenbergovem
geslu uporabljena besedna zveza »mortalia despicit arce«, ki jo v enakem kontekstu najdemo tudi pri
Klavdijanu, je možno, da je naročnika navdihnil rimski pesnik (Panegiryus dictus Manlio Theodoro
consuli XVII, 1–6). 2 Orel in sonce v emblemih članov Akademije Zedinjenih Varno zasidrana ladja je v evropski ume
tnosti tradicionalna podoba rešitve iz stiske in enako velja za področje emblematike.23
Sidro, simbol upanja, je v emblemski sličici jasno izrisano in postavljeno v prvi plan,
tako da je njegov pomen še posebej naglašen. Tudi v ljubljanski Spominski knjigi se
pojavi večkrat – glej embleme J. Ks. Lichtenthurna (fol. 249r), V. K. Kušlana (fol. 277r),
F. A. Schmithoffna (fol. 329r) in K. B. Pettenegga (fol. 341r). V Wallenspergovem em
blemu je prispodoba z jadrnico povezana z naročnikom tudi v kontekstu heraldike:
na barki vihra zastava z družinskim grbom, orel na nebu pa je hkrati grbovna žival 189 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Slika 4: Simon Tadej Volbenk Grahovar, Emblem Mihaela Jožefa pl. Wallensperga
(detajl), 1726, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 234r. Slika 4: Simon Tadej Volbenk Grahovar, Emblem Mihaela Jožefa pl. Wallensperga
(detajl), 1726, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 234r. družine. Vsebino sličice dopolnjujeta akademsko ime Der Hoffende (Upajoči) in deviza
Ad te levavi oculos meos (Svoje oči vzdigujem k tebi, Ps 123, 1). Izbrano geslo, izrečeno v
prvi osebi, celo na jezikovni ravni vzpostavlja neposredno vez med orlom in naročni
kom. Orla, ki se dviguje k soncu, lahko tudi tu povežemo z idejo odrešitve in preroda v
Kristusu, pri čemer je zanimiva primerjava z emblemom orla in sonca v Mundus Sym
bolicus, ki ima identično geslo (I, 4, embl. 102). Slednji sicer ne vključuje motiva barke
na morju, vendar izrecno govori o zaupanju v boga, ki nas iz stiske vodi v odrešitev. Na miniaturi grofa Jurija Ludvika Lichtenberga (fol. 238r) se sredi morja dvigu
je visoka pečina, vrh katere vidimo orla, ki bo vsak hip poletel proti soncu (slika 5). Nekoliko višje, na levi, drugi orel že leti v smeri sonca. Naročnikov motto ob ideji du
hovne prenove tokrat posebej poudarja odličnost duha, ki nas vodi v večno življenje,
ter razkorak med vrednostjo večnega na eni in minljivega na drugi strani: Ex hac ma
gnanimus mortalia despicit arce, tutius aethereas, ut volet inde vias (S te vzpetine, kdor
kvišku se vzpne, prezira umrljivo, varnejša vodi od tod pot ga v višine neba).24 Podobno 190 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Dizma Slika 5: Simon Tadej Volbenk Grahovar, Emblem grofa Jurija Ludvika Lichtenberga
1727, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 238r. Slika 5: Simon Tadej Volbenk Grahovar, Emblem grofa Jurija Ludvika Lichtenberga,
1727, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 238r. 191 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma kot v emblemu Franca Antona Wolkensperga je izhodišče treba iskati v Picinellijevi
knjigi, kjer kar šest emblemov izraža podobno vsebino (glej zgoraj). Dejstvo, da sta
na sliki upodobljena dva orla – eden že leti proti soncu, drugi pa je še v gnezdu in širi
krila, da bi poletel –, lahko razumemo v povezavi z ikonografskim motivom orla, ki
spodbuja svoje mladiče k letenju. Pri tem nas ne sme zmotiti dejstvo, da je mladič v
gnezdu enako velik kot njegov roditelj: tak način upodabljanja je uveljavljen v rene
sančni emblematiki in ima osnovo tudi v naravoslovnih opažanjih.25 Motiv orla, ki z zgledom spodbuja svoje mladiče k letenju, korenini v biblijski
eksegezi, v razlagi odlomka iz Mojzesove pesmi Izraelovi skali, v katerem je skrb boga
za izbrano ljudstvo ponazorjena s podobo orla, ki širi peruti, uči svoje mladiče leteti
in jih hkrati varuje: »Kakor orel, ki spodbuja k letu svoje gnezdo,/ kroži nad svojimi
mladiči,/ širi svoje peruti, jih prestreza,/ jih nosi na svojih krilih …« (Mz 5, 32, 11)
Prispodoba je med biblijskimi eksegeti izjemno priljubljena in jo najdemo že pri
cerkvenih očetih.26 Za kulturno okolje ljubljanske intelektualne elite je zanimivo, da
jo v eni od svojih pridig razlaga Janez Ludvik Schönleben.27 Motiv je dobro znan tudi
v emblematiki: Picinelli predstavi pet emblemov s to vsebino (I, 4, embl. 175, 186,
194, 197, 214); enako število najdemo tudi v zbirki emblemov Jacoba Boscha Sym
bolographia (I, embl. 206, 208; II, embl. 260, 447, 615).28 V emblemih, ki jih navajata
Picinelli in Bosch, je lahko alegorično sporočilo glede na geslo in kontekst različno:
v okviru sakralne ikonografije gre za ponazoritev idej spodbujanja k življenju v veri
in kreposti, dajanja dobrega zgleda, duhovnega vzpona in skrbi boga za krščansko
občestvo, v profani pa isti motiv največkrat predstavlja skrb dobrega vladarja za svoj
rod, ljudstvo in deželo, ki ji vlada. 25
V obdobju, ko mladi orli vzletijo, so že skoraj odrasli in njihova silhueta na nebu se ne razlikuje
bistveno od odrasle ptice.
26
Gl. npr. sv. Ambrož (Hexaemeron, PL 14, 232) ali sv. Hieronim (Breviarium in Psalmos, PL 26, 1097).
27
Joannis Ludovici Schönleben …, Feyertäglicher Erquick-Stunden: Das ist: Ehren- vnd Lobpredigen der
lieben Heiligen Gottes… Anderer Theil, Salzburg 1670, 11.
28
Jacob Bosch, Symbolographia sive De arte symbolica sermones septem …, J. C. Bencard, Augsburg/
Dilingen 1702. 30
Picinelli se pri tem sklicuje na Tomaža Akvinskega in njegovo misel, da smo ljudje podvrženi dobremu
in slabemu ter da nas božja ljubezen (caritas) vodi k zmagi dobrega. Misel podkrepi z besedami sv.
Avguština, ki govori o ognju božje ljubezni, v kateri se dobro razloči od zlega. S tem daje neposredno
izhodišče tako za povezavo božje ljubezni z ognjem kakor tudi za motiv preizkušnje in izbire med
dobrim in zlim, kar je osnovna vsebina emblema. 29
V krščanski teologiji in ikonografiji je caritas izjemno kompleksen pojem, ki po eni strani predstavlja
vseobsežno božjo ljubezen, milost in velikodušnost, po drugi pa ljubezen vernikov do boga in ljubezen
do bližnjega (dilectionem Dei et proximi). 29
V krščanski teologiji in ikonografiji je caritas izjemno kompleksen pojem, ki po eni strani predstavlja
vseobsežno božjo ljubezen, milost in velikodušnost, po drugi pa ljubezen vernikov do boga in ljubezen
do bližnjega (dilectionem Dei et proximi).
30
Picinelli se pri tem sklicuje na Tomaža Akvinskega in njegovo misel, da smo ljudje podvrženi dobremu
in slabemu ter da nas božja ljubezen (caritas) vodi k zmagi dobrega. Misel podkrepi z besedami sv.
Avguština, ki govori o ognju božje ljubezni, v kateri se dobro razloči od zlega. S tem daje neposredno
izhodišče tako za povezavo božje ljubezni z ognjem kakor tudi za motiv preizkušnje in izbire med
dobrim in zlim, kar je osnovna vsebina emblema. 29
V krščanski teologiji in ikonografiji je caritas izjemno kompleksen pojem, ki po eni strani predstavlja
vseobsežno božjo ljubezen, milost in velikodušnost, po drugi pa ljubezen vernikov do boga in ljubezen
do bližnjega (dilectionem Dei et proximi).
30
Picinelli se pri tem sklicuje na Tomaža Akvinskega in njegovo misel, da smo ljudje podvrženi dobremu
in slabemu ter da nas božja ljubezen (caritas) vodi k zmagi dobrega. Misel podkrepi z besedami sv.
Avguština ki govori o ognju božje ljubezni v kateri se dobro razloči od zlega S tem daje neposredno 31
Glej: Bosch, 1702, II, embl. 1014.
32
Geslo je zaključek verza iz Ovidijevih Metamorfoz: »Inde genus durus summus experiensque laborum /
et documenta damus, quia simius origine nati« (I, 414–415).
Verzi so navedeni v prevodu Barbare Šega Čeh: Publij Ovidij Nazon, Metamorfoze I.–III., Ljubljana 2013.
Gantar verz prevaja nekoliko drugače: »Sami smo živ dokaz tvari, ki iz nje smo rojeni.« (Kastelic, 2001, 204)
33
Zaradi vsebinske povezanosti obeh motivov je njuno stapljanje razumljivo in se uveljavi že v srednjem
veku. Kljub temu da antični viri preizkušnjo vida postavljajo v čas, ko so mladiči še puhasti in ne
morejo leteti, krščanska ikonografija ta detajl pogosto prezre oziroma se raje opre na poznejše zapise
v posameznih bestiarijih, kjer beremo, da orel preizkušnjo vida pri mladičih opravi šele, ko lahko
letijo. Skupaj z njimi poleti proti soncu: tiste, ki mu sledijo in zmorejo gledati v sonce, prizna za svoje,
ostale zavrže. (Glej poglavje o orlu v bestiariju Guillauma le Clerca, Bestiaire divin, sr. 13. st., Bodleian
Library, MS. Douce 132.)
34
Pi i
lli
d t
i d
t
bl
t
bi
(I 4
bl 89 97) 2 Orel in sonce v emblemih članov Akademije Zedinjenih Orel, grbovna žival grofov Lichtenbergov, skladno z uveljavljeno tradicijo v lju
bljanski Spominski knjigi aludira na naročnika, osnovni motiv poti kreposti, ki je v
evropski ikonografiji prisoten v najrazličnejših inačicah, pa ima v tem primeru izra
ženo dodatno vsebinsko noto, ki izvira iz klasične antike. Ne smemo namreč prezreti
dejstva, da se emblemska sličica, ki je sicer še ujeta v kartušo, razpira in se približa
odprtemu emblemu. Na mestu, kjer okvir kartuše ostaja odprt, vanjo diskretno vsto
pata grofov grb ter lik malega Herakleja z gorjačo in levjo kožo. Ob Herakleju stoji
ženska figura z ognjenimi zublji na prsih, ki z desnico kaže nanje, z levico pa mladega
junaka opozarja na orla. Čeprav žena ni označena z napisom, lahko glede na kon
tekst sklepamo, da ponazarja krepost: bodisi vrlino v širšem pomenu (virtus) bodisi 192 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma najpomembnejšo med krščanskimi krepostmi, to je ljubezen (caritas),29 ki je v moralni
alegoriki neredko predstavljena kot lepa mladenka s plameni na prsih. Lichtenbergovo
člansko ime Der Grossmütige (Velikodušni) kaže, da ženska figura v resnici pooseblja
caritas. Dodatno potrditev lahko najdemo tudi v emblematiki: Picinelli v enem od
emblemov motiv orla, ki spodbuja mladiče, da gledajo v sonce, poveže s podobo božje
ljubezni (caritas) ter motivom razločevanja med dobrim in slabim (I, 4, embl. 93).30
Lichtenbergov emblem torej vključuje motiv Herakleja na razpotju, ki izbira med po
tjo kreposti na eni ter lahkotnim življenjem in zasledovanjem minljivih užitkov na
drugi strani. Znani antični motiv, ki je priljubljen tudi v krščanski alegoriki zgodnjega
novega veka (Panofsky, 1930, 37–173), smemo razumeti kot neposredno dopolnilo
ikonografskega sporočila emblema tudi zato, ker se trak z geslom izjemoma vije na
spodnjem robu sličice in se začenja tik nad Heraklejevo glavo. Orla, ki mladiče spodbuja k letenju, si je za svojo emblemsko sličico izbral tudi
baron Janez Benjamin Erberg (fol. 264r). V njej vidimo odraslega ptiča, ki je poletel z
visoke skale na nabrežju morja in se dviga proti soncu, štirje mladiči pa sledijo njego
vemu zgledu (slika 6). Slika 6: Simon Tadej Volbenk Grahovar, Emblem barona Janeza Benjamina Erberga
(detajl), 1736, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 264r. Slika 6: Simon Tadej Volbenk Grahovar, Emblem barona Janeza Benjamina Erberga
(detajl), 1736, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 264r. 34
Picinelli predstavi devet emblemov s to vsebino (I, 4, embl. 89–97). 31
Glej: Bosch, 1702, II, embl. 1014. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Motiv je pogost tudi v emblematiki, kjer osnovna vsebina preizkušnje dobi
številne nove simbolne razlage.34 194 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Vpisni list barona Franca Rudolfa Wolkensperga (fol. 369r) krasi celostranski od
prti emblem s pogledom na gorsko krajino, ovito v meglice, skozi katere v nebo štrlijo
le najvišji vršaci (slika 7). Na enem od njih je gnezdo z orličem, nekoliko bližje gledal
cu pa leti odrasel orel, ki se oddaljuje od gnezda. V obroču oblakov je na nebu sonce
z vrisanim božjim očesom, s čimer je naglašena njegova krščanska simbolika. Nad
mladičem, ki razpira peruti in dviguje glavo k sončevi luči, je v ravni črti proti soncu
izpisano geslo: Auxilium de coelo (Pomoč z neba). V prvem planu slike sta ob naročni
kovem grbu in kartuši s podatki o vpisu naslikani poosebitvi pravičnosti in slave. Slava
v rokah drži širok bel trak z baronovim članskim imenom: Der Verlassene und doch
Beglückte (Zapuščeni, pa vendar osrečeni). Slika, predvsem pa geslo in akademsko ime kažejo, da gre za izvirno različico mo
tiva mladega orla, ki se uči leteti. Na Grahovarjevi miniaturi je starš že zletel iz gnezda
in mladiču daje zgled, vendar mu orlič ne sledi, kot bi pričakovali glede na ustaljen tip
likovnih realizacij v emblematiki.35 »Zapuščen« v gnezdu izteguje glavo proti soncu, ki
simbolizira Kristusa, kakor da v svoji šibkosti prosi za pomoč z neba. To slikar v likov
nem in vsebinskem pogledu poudari z dvema elementoma: starš se oddaljuje od gnez
da, s čimer stopnjuje dramsko napetost, na drugi strani pa z neobičajnim načinom
izpisa gesla umetnik vzpostavi vizualno vez med mladičem in soncem. Bralec zlahka
razume, da bo mladič, ki ni zbral poguma, da bi sledil staršu, vsak trenutek deležen
pomoči: bog, v katerega zaupa, mu bo vlil srčnosti, da poleti. Ob tem velja izpostaviti,
da Janez Ludvik Schönleben v že omenjeni razlagi prispodobe o orlu, ki uči mladiče
leteti, izrecno poudarja »pomoč z neba«, božjo ljubezen in milost, ki duhu pomagata,
da se dvigne kvišku. Govori tudi o opogumljanju in spodbujanju, pri čemer navaja
odlomke iz pridige sv. Bernarda (Pridiga o Kristusovem vnebohodu) in pridige na isto
temo, ki jo je napisal njegov učenec opat Guerric d'Igny.36 V emblemu barona Wolken
sperga je poudarek prav na zaupanju v boga, ki ljubeče skrbi za vse svoje »otroke«, jim
vliva pogum in kaže pot. g
36
Schönleben večkrat uporabi priljubljen obrazec »sursum corda«, ki redno nastopa v krščanski
liturgiji (1670, 11). Krščanski pisci besedno zvezo najpogosteje uporabljajo v pridigah, v kontekstu
opogumljanja vernikov in spodbujanja srčnosti. 2 Orel in sonce v emblemih članov Akademije Zedinjenih 193 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Tokrat so mladiči, v nasprotju z realističnim pristopom, upodobljeni opazno manjši
od svojega očeta. Vendar se z morebitnimi vsebinskimi implikacijami ne kaže prenagliti:
deloma lahko razliko v velikosti pripišemo kompozicijski zasnovi miniature, saj orliči
vzletajo s skale v daljavi in sledijo staršu, ki se približuje prednjemu planu slike, zato
je razumljivo večji. Ob tem je treba upoštevati še ikonografsko tradicijo renesančnih
emblemov, v katerih so mladiči zaradi lažjega razumevanja motiva neredko namenoma
upodobljeni manjši od staršev.31 Baronovo izbrano člansko ime Der Nachartende (Posne
majoči) se nanaša na mladiče, geslo Et documenta damus, quia simius origine nati (Sami
smo živi dokaz korenin, ki iz njih smo pognali)32 pa vsebino emblema zaokroži z mislijo,
da mladiči s tem, ko sledijo zgledu staršev, dokazujejo, da so njihovi vredni nasledniki. Geslo priča, da gre za razmeroma pogosto kombinacijo obeh ikonografskih motivov –
spodbude k letenju in preizkušnje mladih orličev, ki jih oče sili, da gledajo v sonce.33 Motiv korenini v antični tradiciji in že Aristotel v Zgodovini živali (IX, 34) piše,
da naj bi orel svoje mladiče silil gledati v sonce. Če tega ne zmorejo, jih zavrže, saj je
njihova šibkost dokaz, da niso njegovi pravi potomci. Nekatere manjše ujede naj bi
namreč v orlovo gnezdo poskušale podtakniti svoja jajca in s tem zagotoviti preživetje
lastnega zaroda v varstvu kralja ptic. A ker noben ptič, razen orla, ne more nemoteno
gledati v sonce, orlovski starši z omenjeno preizkušnjo odkrijejo podtaknjena piščeta. O nenavadni skušnji poleg Aristotela poročajo tudi Plinij v Naravoslovju (X, 10), Aj
lijan v Značilnostih živali (II, 26 in IX, 13), Mark Anej Lukan v pesnitvi Farzalija (IX,
902–906) ter drugi antični avtorji. Motiv v krščanskem duhu alegorično razlaga že sv. Ambrož (natančneje Psevdo Ambrož) v pridigi o Salomonu (Sermo 46. De Salomone,
PL 17, 718). Med srednjeveškimi enciklopediki pa Izidor Seviljski v Etimologijah (XII,
7, 11), na katerega se sklicujejo poznejši pisci. Neobičajna epizoda je redno predsta
vljena tudi v bestiarijih, pri čemer najpogostejša alegorična razlaga pravi, da so orliči,
ki gledajo v sonce, podoba vernikov, ki v polni meri sprejemajo božji nauk in so zato
deležni preroda. Mladiči, ki tega ne zmorejo, predstavljajo slabe kristjane, grešnike ali
nevernike. 35
Kastelic ob opisu dodaja, da orel leti v dolino po plen (2001, 252), čeprav za takšno razlago v emblemu
ni nobene ikonografske osnove in tudi sicer v emblematiki nima ustreznih vzporednic. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Poosebitvi v sprednjem delu slike vsebino dopolnjujeta s spo
ročilom, da je na poti, ki vodi v večno slavo, pomembna pravičnost in z njo povezana
ljubezen do resnice. Pravilnost razumevanja emblemskega sporočila potrjujeta položaj
in način upodobitve obeh personifikacij: Pravičnost, ki nas vodi v življenju, se naslanja
na baronov grb in se s pogledom osredotoča nanj, Slava pa dviguje svoj pogled v nebo,
kamor se pne trak s članskim imenom naročnika. Dejstvo, da ima figura pod nogami
zemeljsko oblo, da je bosa in oblečena v preprosto belo obleko, kaže, da ne gre za obi
čajno idejo slave, temveč za krščansko poosebitev večne slave. Kot že v primeru Franca
Antona Wolkensperga vršaci z oblaki tudi tokrat namigujejo na rodbinsko ime. 195 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Slika 7: Simon Tadej Volbenk Grahovar, Emblem barona Franca Rudolfa
Wolkensperga, 1760, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 369r. Slika 7: Simon Tadej Volbenk Grahovar, Emblem barona Franca Rudolfa
Wolkensperga, 1760, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 369r. 196 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Slika 8: Bartolomej Ramschissl(?), Emblem Franca Mihaela pl. Erberga (detajl), 1709,
Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 161r. Slika 8: Bartolomej Ramschissl(?), Emblem Franca Mihaela pl. Erberga (detajl), 1709,
Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 161r. Motiv orla, ki mladiče spodbuja k letenju, je z nekoliko spremenjenim vsebinskim
poudarkom ob svojem vpisu v Dizmovo družbo izbral tudi Franc Mihael pl. Erberg
(fol. 161r) (slika 8). V emblemski sličici trije orli letijo proti soncu, medtem ko je
četrti še na tleh in razpira peruti, da bi poletel. Ob tem ne moremo spregledati, da
tokrat vlogo sonca deloma privzema veliko rdeče srce: naslikano je tik pred son
cem, ujeto v njegov svetlobni sij, kot da tudi samo izžareva svetlobo. Živordeče srce,
simbol družbe sv. Dizma, lahko opazimo tudi v kljunu orla, ki se pripravlja, da bo
vzletel. Na napisnem traku znotraj kartuše je kratko geslo Non degenero (Ne spridim
se), na daljšem zunaj nje pa je zapisano akademsko ime Der Ehrbahre (Častivredni). Motto kot osrednjo temo izpostavlja preizkušnjo orličev. Geslo ni izvirno, temveč
povzeto po emblemu Karla Emanuela I., vojvode Savojskega, ki govori o tem, da je
vojvoda vreden sin svojega očeta (MS I, 4, embl. 97). 2 Orel in sonce v emblemih članov Akademije Zedinjenih Picinellijeva razlaga pokaže,
da ne gre samo za identično geslo, temveč je tudi vsebina emblema precej podobna,
le da je pri Erbergu dopolnjena z namigom na njegovo članstvo v Dizmovi družbi. Če ne bi motto očitno kazal na preizkušnjo mladičev, bi lahko pomislili, da je glav
na tema sličice spodbujanje mladih orlov k letenju. V resnici gre za stapljanje obeh
motivov, pri čemer je zaradi gesla in akademskega imena v prvem planu ideja časti
vrednega sledenja zgledu prednikov. Izvirna nadgradnja osnovne ikonografije je pri
Erbergovem emblemu vidna v tem, da se znak Dizmove družbe simbolično povezu
je s soncem, obenem pa enako srce drži tudi orel, ki se pripravlja za vzlet. S tem se
ideja emblema preoblikuje v duhu, ki ga v Spominski knjigi večkrat zasledimo: sle
denje načelom družbe sv. Dizma in izpolnjevanje skupnih zavez prispevajo k njeni
odličnosti, hkrati pa plemenitijo vsakega posameznega člana. Motiv skušnje orlovih 197 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma mladičev je torej domiselno cepljen na temo pripadnosti plemiški družbi in njenim
načelom, predvsem pa sledenju zgledov starejših članov. Dejstvo, da so vsi štirje orli videti kot odrasle ptice, je v tem primeru najverjetneje
zavestna odločitev, povezana z emblemskim sporočilom. Orel, ki drži v kljunu živorde
če srce, simbolno predstavlja naročnika, kar potrjujejo tudi člansko ime, geslo in pove
zava s heraldičnim orlom Erbergov. Franc Mihael Erberg – Častivredni – z vključitvijo
stiliziranega srca sporoča, da sledi vzoru starejših članov Akademije Zedinjenih. Kako
spretno je neznani avtor sličice (verjetno Trostov učenec Bartolomej Ramschissl) na
glasil emblemsko sporočilo, postane v celoti vidno ob primerjavi z Dolničarjevo skico,
na kateri trije enako veliki orli s srci v kljunih letijo proti večjemu srcu na nebu (Kon
ceptna knjiga, sl. št. 75). Slikar je trem orlom dodal četrtega, ki ga je s postavitvijo v
ospredje kompozicijsko in velikostno izpostavil, hkrati pa mu je kot edinemu dodelil
srce, ki ga dviguje kvišku.37 Slikarjev poseg daje emblemu nov vsebinski poudarek in
priča o njegovi aktivni vlogi v sami ikonografski zasnovi. To ni edini primer, ko ume
tnik dejavno sooblikuje emblemsko sporočilo – Andrej Trost je svobodno predrugačil
Dolničarjevo skico orla za Watzenbergov emblem (glej zgoraj) in zanesljivo preobli
koval skicirani koncept vsaj še v primeru emblema za Janeza Štefana Florjančiča (fol. 73r), kjer je poseg z ikonografskega vidika še radikalnejši (Germ, 2017, 156–157). 38
Orla v povezavi z Zevsom in njegovo strelo omenja že Pindar v Pitijski odi (I, 5–10), večkrat pa ga
srečamo v rimskem pesništvu, na primer v Ovidijevih Metamorfozah (X, 155), Horacijevih Odah (IV,
4) ali Vergilijevi Eneidi (V, 252). O orlu in streli piše tudi Plinij v Naravoslovju (X, 4, 15). Orla, ki v
krempljih drži strelo, najpogosteje najdemo na helenističnih kovancih Ptolemajske dinastije in seveda
na rimskih novcih. V Rimu je orel s strelo eden najpomembnejših državnih simbolov. 37
Ob tem je avtor emblemske sličice vnesel še eno spremembo: v Dolničarjevi skici Erbergovega
emblema je namesto sonca na nebu narisano shematizirano srce, slikar pa je srce obdal s sončevim
sijem ter ga tako likovno kot ikonografsko najtesneje povezal s soncem. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Vse
binski poudarek, ki ga je s svojo intervencijo izpostavil miniaturist, pojasni tudi, zakaj
orel, ki vzleta, ni upodobljen kot mladič. Osnovna ideja pristnosti rodu in častivredno
sti nasledstva (ki prevladuje v emblemu Emanuela Savojskega) se, kot rečeno, poveže
s priložnostjo grofovega vpisa v plemiško družbo sv. Dizma in poudarja, da se hoče
izkazati vrednega zaupanja akademskih kolegov, ki so ga sprejeli medse. Odprti emblem grofa Volfa Engelberta Ignaca Auersperga (fol. 306r) kaže obmor
sko pokrajino z mogočnimi ruševinami, pred katerimi stojijo štirje moški temne polti,
ki z loki streljajo na orla. Kralj ptic leti k soncu in je tako visoko na nebu, da ga puščice
mož s perjanicami ne morejo doseči. Jalovost njihovega početja potrjuje geslo na napi
snem traku v orlovih krempljih: Irrideo tela (Ne zmenim se za strelice). Grofovo člansko
ime Der Hochschwebende (Visoko lebdeči) zaokroži podobo orla, ki leta višje kot vse
ptice in mu puščice ne morejo do živega (slika 9). Že stari Grki in Rimljani so verjeli, da orel leta tako visoko, da mu niti strele ne
morejo škodovati. Nasprotno, ptica, ki spremlja vladarja bogov, lahko celo nosi Zevso
ve strele v svojih krempljih.38 Motiv orlovega visokega leta se v krščanski ikonografiji 198 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Slika 9: Simon Tadej Volbenk Grahovar, Emblem grofa Volfa Engelberta Ignaca
Auersperga, 1741, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 306r. Slika 9: Simon Tadej Volbenk Grahovar, Emblem grofa Volfa Engelberta Ignaca
Auersperga, 1741, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 306r. 199 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma uveljavi predvsem s sv. Avguštinom, ki intelektualno zahtevnost Janezovega evangelija v
odnosu do ostalih treh evangelijev primerja z letom orla, s čimer dobi motiv alegorično
dimenzijo posebne duhovne moči in odličnosti.39 Obe tradiciji se zlijeta v emblemati
ki, kjer je motiv zelo pogost in ima celo paleto simbolnih vsebin. V sonce je – kot pri
mnogih emblemih Dizmove kronike – vrisano božje oko. S tem je vsebinsko izhodišče
emblema nedvoumno povezano z ikonografijo preroda v Kristusu, vendar ima sporočilo
emblema tokrat bolj izpostavljeno idejo vzvišenosti nad nevarnostmi in tegobami tega
sveta: kdor stremi k višjim ciljem, najde zavetje v bogu in mu zlo ne pride do živega. 39
Sv. Avguštin, In Evangelium Joannis tractatus, XXXVI, 5, PL 35, 1668.
40
»Indijanci« s peresnimi kronami in kratkimi pisanimi krilci, oboroženi z loki in puščicami, so značilni
predstavniki Amerike, poimenovanje pa izvira iz Kolumbovega zmotnega prepričanja, da je odkril
Indijo. Vse od 16. stoletja jih najdemo v alegoričnih prizorih (predvsem v okviru ikonografije štirih
kontinentov), v ilustriranih knjigah s področja geografije in zgodovine, v potopisnih delih in drugje.
41
»Aut quos Oceano propior gerit India lucos,/ Extremi sinus orbis: ubi aera vincere summum/ Arboris haud
ullae jactu potuere sagittae?/ Et gens illa quidem sumits non tarda pharetris« (Georgike II, 122–125). 39
Sv. Avguštin, In Evangelium Joannis tractatus, XXXVI, 5, PL 35, 1668. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Ob tem ostaja odprto vprašanje, zakaj je slika orla, ki ga puščice ne dosežejo, dopol
njena z eksotičnim motivom »indijanskih lokostrelcev«.40 V emblemskih knjigah takšne
podobe ne najdemo – sličice se omejujejo na poenostavljeno predstavitev orla, ki leti viš
je od puščic. Ključ do razumevanja ikonografskega oreha lahko najdemo v Simbolografiji
Jacoba Boscha, v emblemu, posvečenem ideji plemenitega državnika, ki je vzvišen nad
obrekovanji in spletkami (III, embl. 1025). Bakrorez z orlom in puščicami je namreč po
spremljen z geslom Haud ullae potuere (Nikakor ne more), avtorjeva notica ob emblemu
pa opozarja, da je motto povzet po Vergiliju. V resnici gre za besede iz verza, ki ga najde
mo v Georgikah, ko pesnik ob omembi Indije govori o drevesih, katerih krošnje so tako
visoke, da nobena puščica ne more poleteti do njihovega vrha, pa čeprav so domorodci
izvrstni lokostrelci.41 Motiv orla, ki ga puščice ne dosežejo, je torej pri Boschu povezan
z Indijo in Vergilijevo prispodobo o višini tamkajšnjih dreves, pictura pa je skladno z
lapidarnostjo kompozicij, ki je značilna za emblemske sličice v Boschevi enciklopediji,
omejena na najnujnejše likovne prvine: orla v letu in puščice pod njim. Grahovar je imel na voljo celo stran in je sporočilo Auerspergovega emblema do
polnil s slikovitim prizorom »indijanskih« lokostrelcev, ki so v resnici Indijci, o katerih
piše Vergilij. Slikar in naročnik sta lahko likovne zglede za eksotičen motiv »Indijancev«
našla v različnih virih – od alegoričnih predstavitev kontinentov, kjer spremljajo poose
bitev Amerike, do ilustracij v geografskih atlasih ali zgodovinskih zapisih o Novem svetu. Zagotovo gre pri tem tudi za odmev takrat modnega navdušenja nad eksotičnimi deže
lami. Hkrati lahko z veliko verjetnostjo zapišemo, da je posredno prisotna tudi aluzija
na antično zanimanje za čudesa Orienta, kot ga je v pesniških podobah naslikal Vergilij. Turški paša, ki sedi ob kartuši in se lagodno naslanja na prevrnjen kamniti blok
z vklesanim grbom rodbine Auersperg, ni neposredno vključen v sporočilo emblema,
razumemo pa ga lahko kot izraz istega navdušenja nad eksotičnim, ki ga izpričujejo 200 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma »Indijanci« v fantazijski opravi. Slikoviti orientalski motivi z moškimi in ženskimi liki
v otomanski noši se pojavljajo tudi v nekaterih drugih emblemih Dizmove kronike,
na primer v emblemu barona Marka Antona Bilichgrätza (fol. 320r) ali barona Karla
Leopolda Rosettija (fol. 357r). Vsi liki v otomanskih oblačilih se umeščajo v modno
tradicijo t. i. 2 Orel in sonce v emblemih članov Akademije Zedinjenih turkerij, ki so v tem času priljubljene v številnih evropskih deželah, seveda
tudi na ozemlju današnje Slovenije. V primeru turjaških knezov bi turškega pašo lahko
razumeli kot namig na slavno zgodovino naročnikovih prednikov, ki so se borili proti
Turkom. Slednji so bili še ne tako dolgo nazaj huda nevarnost za Kranjsko in velik del
Srednje Evrope, dokler niso bili uničujoče poraženi v bitki pri Sisku leta 1593. V njej je
pomembno vlogo odigral slavni prednik naročnika Andrej Auersperg (1557–1593), ki
se je s svojim junaštvom zapisal v zgodovino. Kranjska poslej ni bila več tako neposre
dno ogrožena, saj je otomanski imperij ofenzivo preusmeril bolj na sever proti cesarski
prestolnici na Dunaju. Posledično so se v slikarstvu Turki iz krvoločnih vojščakov po
gosto prelevili v eksotične like, ki gledalce razveseljujejo s svojo slikovito nošo. V nizu emblemov z motivom orla in sonca v ljubljanski Spominski knjigi pripada
emblemu barona Karla Jožefa Valvasorja (fol. 294r) posebno mesto: je namreč eden
od redkih, ki ima ob geslu in članskem imenu še dodatno pojasnilo v smislu kratke
ga epigrama (slika 10). Izbrano akademsko ime Der Verneuerte (Prenovljeni) in geslo
Formosus renascens (Lepši ob ponovnem rojstvu) tako dopolnjujeta verza: Ex senio re
diturus adit Iovi armiger aetheram / Solis ubi hanc puro sidere flamma cremat (Jupitrov
orel se vrača iz starosti in k nebu se vzpenja, tja, kjer sončni ga plamen s prečistim sijajem Slika 10: Simon Tadej Volbenk Grahovar, Emblem barona Karla Jožefa Valvasorja
(detajl), 1740, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 294r. Slika 10: Simon Tadej Volbenk Grahovar, Emblem barona Karla Jožefa Valvasorja
(detajl), 1740, Dizmova kronika, ARS, Ljubljana, AS 1073, I/1, fol. 294r. 201 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma objame). Motiv preroda je izrecno izpostavljen; v ikonografskem pogledu je sporočilo
emblema tako jasno, da o njem ne bi bilo treba izgubljati besed, če ne bi v obstoje
či ikonografski interpretaciji prišlo do nepričakovanega zdrsa. Avtor ikonografskega
kataloga namreč opisu emblemske sličice doda kratko obrazložitev: »Slika orla v an
titetični obliki potrjuje devizo« (Kastelic, 2001, 217). Očitno je njegovo pozornost pri
tegnilo dejstvo, da orel v nasprotju z ostalimi emblemi v Dizmovi kroniki ni naslikan
v letu proti soncu, ampak leti proč od njega, pri čemer mu iz peruti izpadajo peresa. 44
Bosch ob sličici orla, ki je obrnjen stran od sonca in mu iz kril odpadajo peresa, ponudi tri gesla: Renovata
juventus, Et damna juvabunt in Donec renover (Bosch I, embl. 853). Izrecno utemeljitev za motiv orla,
ki mu stara peresa izpadejo potem, ko se že oddaljuje od sonca, najdemo med drugim v priljubljeni
enciklopediji Bartolomeja Angleža O lastnostih stvari (ok. 1342–1347), kjer piše, da vročina sonca orlu
razširi pore, zaradi česar mu začnejo peresa izpadati (De proprietatibus rerum, XII, 1). 42
Za prepričanje, da se je orel sposoben pomladiti, glej tudi Izaijo: »[…] tisti pa, ki zaupajo v Gospoda
obnavljajo svojo moč, / vzdigujejo trup kakor orli« (Iz 40, 31). j j
j
g j j
p
43
Za celotno poglavje o orlu glej: Zucker, 2005, 78. j j
j
g j j
p
43
Za celotno poglavje o orlu glej: Zucker, 2005, 78. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Kasteličeva trditev je problematična že v izhodišču, saj je v neskladju s samo teorijo
renesančnega emblema: vsi nosilci sporočila morajo biti organizirani po načelu med
sebojnega dopolnjevanja, tako da skupaj izoblikujejo homogeno emblemsko vsebino. Z drugimi besedami, besedilni in slikovni del emblema ne moreta biti v antitetičnem
razmerju na način, kot predlaga Kastelic. V emblemu pravzaprav ni nobene antitetičnosti, saj pictura smiselno ilustrira raz
širjeno različico motiva orlovega preroda, kakršno ponuja že Fiziolog. Ostareli orel,
beremo, poleti k soncu, ki mu sežge staro perje ter razblini meglico v motnih očeh,
nato pa se trikrat potopi v bistro vodo, iz katere vzleti popolnoma prerojen. Vero
dostojnost trditve avtor Fiziologa podkrepi z besedami psalmista: »[…] kakor orlu se
obnavlja tvoja mladost.« (Ps 102, 5),42 ob tem pa dodaja alegorično razlago: »Kadar ti
oblačila starega človeka postanejo težka in oči tvojega srca motne, poišči izvir duha, živi
vir, ki je Gospodova beseda […] in poleti v višave proti soncu pravice, Jezusu Kristusu
ter se osvobodi oblačil starega človeka in njegovega početja« (I, 6).43 Čeprav epigram, v
katerem je kralj ptic izrecno imenovan Jupitrov orel, izpostavlja antično konotacijo, je
prevladujoča simbolika krščanska. Grška in rimska ikonografija orla namreč ne po
znata motiva pomladitve z letom proti soncu, ki orlu sežge stara peresa, da odpadejo
in namesto njih zrastejo nova. Šele v renesančni emblematiki pride do povezovanja
Jupitrovega orla, ki se v letu najbolj približa soncu, z motivom pomladitve, ki izhaja iz
Fiziologa in svetopisemske tradicije. Pictura Valvasorjevega emblema posebej izposta
vi epizodo z ožganimi peresi, ki odpadajo z orlovih kril. Motiv je v emblematiki dobro
znan, embleme s to vsebino pa najdemo tako v Picinellijevi zbirki (I, 4, 160) kot v Bo
schevi enciklopediji. Res je, da je izpadanje peres večkrat upodobljeno v trenutku, ko
se orel približa soncu (npr. Claude Paradin, Devises Heroïques, Lyon 1551, 172; Bosch
III, embl. 39), čeprav je tudi različica z orlom, ki leti stran od sonca, dokaj pogosta
(npr. Camerarius, III, embl. 14; Bosch, I, embl. 853).44 202 NE GERM / SIMBOLIKA ORLA IN SONCA V EMBLEMIH SPOMINSKE KNJIGE LJUBLJANSKE PLEMIŠKE DRUŽBE SV. DIZMA ika 11: Cristoph Georg Eimmart, Emblem Formosus renascens, Wolfgang Helmha
von Hohberg, Lust- und Artzeney-Garten des Königlichen Propheten Davids,
Regensburg 1675, fol. 103r. lika 11: Cristoph Georg Eimmart, Emblem Formosus renascens, Wolfgang Helmhar
von Hohberg, Lust- und Artzeney-Garten des Königlichen Propheten Davids,
Regensburg 1675, fol. 103r. 45
»[…] pietas Divina suos licet ardor adurat/ igne crucis tamen has sic renovare solet.« Čeprav
je v motivu orlovega preroda Kristus največkrat simbolično predstavljen s soncem, je tudi
interpretacija orla kot podobe Križanega uveljavljena že v srednjeveški ikonografiji. Povezava
ne temelji samo na ideji odrešitve in vnebovzetja, krščanski pisci namreč silhueto orla na nebu
primerjajo tudi s križem. Glej na primer: Arnold Bonnevalski, Tractatus de septem verbis Domini
in cruce, 7, PL 189, 1682. 2 Orel in sonce v emblemih članov Akademije Zedinjenih Slika 11: Cristoph Georg Eimmart, Emblem Formosus renascens, Wolfgang Helmhard
von Hohberg, Lust- und Artzeney-Garten des Königlichen Propheten Davids,
Regensburg 1675, fol. 103r. 203 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma Dejstva, da je motiv orla z izpadajočimi peresi, ki leti proč od sonca, v emblematiki
ustaljen ikonografski motiv, na tem mestu niti ni treba posebej dokazovati. Najdemo
lahko celo prototip, po katerem se Valvasorjev emblem neposredno zgleduje. V že
omenjeni Hohbergovi knjigi je na fol. 103r emblem, ki ima identično geslo kot Valva
sorjev (Formosus renascens) in sličico, ki jo je Grahovar kompozicijsko skoraj v celoti
povzel (slika 11). Primerjava pojasni tudi, zakaj se v emblemu Karla Jožefa Valvasorja
pojavi dopolnilno besedilo: baron je očitno želel vključiti del Hohbergovega epigrama
in Grahovar je vestno prepisal prva dva verza. Ikonografijo Valvasorjevega emblema
dodatno osvetljujeta Hohbergova verza, ki sta v ljubljanski Spominski knjigi izpuščena:
antično vsebino dopolnjujeta s krščanskim motivom preroda, ki je v izvirniku povezan
z odrešenjem s Kristusovo smrtjo na križu.45 Kot v vseh predstavljenih emblemih se
tudi tukaj heraldični orel preseli v emblemsko sličico in simbolično predstavlja samega
naročnika. S posebej izpostavljeno antično ikonografijo orla kot Jupitrove svete ptice
Valvasor hkrati opozarja na svoje zanimanje za kulturo klasične antike, ki so jo imeli
kranjski akademiki zelo v čislih. 3 Zaključek Deset emblemov z motivom orla in sonca, ki krasijo vpisne strani v Dizmovi kroniki,
ima v vsebinskem pogledu veliko skupnega, vendar so z ikonografskega vidika pose
bej zanimive prav razlike, ki so včasih očitne, spet drugič v duhu žlahtne tradicije re
nesančnega emblema spretno prikrite in zahtevajo dovolj pozornega bralca. Tovrstni
specifični simbolni poudarki in duhovite domislice najbolje ilustrirajo inventivnost
naročnikov ter pričajo o njihovem poznavanju evropske tradicije emblemskih knjig. Težnja po izvirnosti je še posebej razvidna, ko gre za oblikovanje individualne note
emblemskega sporočila, s katero so želeli kranjski akademiki v Spominski knjigi pu
stiti oseben pečat. Ikonološka analiza izbranih emblemov ne razkriva samo njihovega
vsebinskega bogastva in kompleksne strukture, različne zglede in neposredne vplive,
ampak hkrati celoviteje osvetljuje dejaven pristop naročnikov. Ob tem opozarja tudi
na vlogo miniaturistov, ki nikakor niso bili samo izvrševalci naročil, temveč so ak
tivno sodelovali pri sami ikonografski zasnovi emblemov. S tem se odpira vpogled
v dinamiko odnosov med umetnikom in naročnikom, ki doslej v primeru ilustracij
v Spominski knjigi ljubljanske plemiške družbe sv. Dizma ni bila deležna ustrezne po
zornosti. Odgovori na vprašanja, ki si jih strokovna javnost do nedavnega sploh ni 204 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma zastavljala, sprožajo niz novih vprašanj. Kdaj in če sploh kdaj bomo našli odgovore
nanje, je nemogoče napovedati. Bliskovit razvoj raziskav na področju emblematike,
mednarodni raziskovalni projekti univerz in umetnostnih inštitutov, vse večja dosto
pnost primarnih gradiv v digitalizirani obliki in odkrivanje novih emblemskih knjig
vsekakor obetajo, da bomo v doglednem času tudi o emblemih kranjskih akademikov
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Ljubljana 2013. Vrhunc, Polonca, Simon Tadej Volbenk Grahovar (1710–1774), Zbornik za umetnostno zgodo
vino, n. v. 8 (1970), str. 107–132. Tine Germ Simbolika orla in sonca v emblemih Spominske knjige ljubljanske
plemiške družbe sv. Dizma Ključne besede: Spominska knjiga ljubljanske plemiške družbe sv. Dizma, renesančna
in baročna emblematika, simbolika orla in sonca, knjižna iluminacija, Janez Gregor
Dolničar, Andrej Trost, Simon Tadej Volbenk Grahovar Avtor v svoji študiji analizira ročno slikane embleme z motivom orla in sonca v Spominski knjigi
ljubljanske plemiške družbe sv. Dizma (skrajšano: Dizmova kronika), hranjene v Arhivu Republi
ke Slovenije (ref. AS 1073, I/1), ki so z ikonografskega vidika skoraj povsem neraziskani. Kratke
mu uvodu, v katerem je predstavljena Dizmova kronika kot izvirna oblika emblemske spomin
ske knjige, ki je nastajala v Ljubljani med letoma 1689 in 1801, sledi ikonološka analiza desetih
emblemov z motivom orla in sonca (fols. 119r, 161r, 229r, 234r, 238r, 264r, 287r, 294r, 306r,
369r) v kontekstu evropske emblematike. Avtor najprej opozori na ikonografska izhodišča mo
tiva ter opredeli osnovni vsebinski okvir, ki je skupen vsem emblemom z motivom orla in son
ca v Dizmovi kroniki. Gre za večinoma kristološko ikonografijo, ki izhaja iz biblijske eksegeze,
Fiziologa in srednjeveških bestiarijev, največji razcvet pa doživi prav na področju emblematike 208 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma v zgodnjem novem veku. Skupno vsebinsko jedro oblikujejo motivi preroda, odrešenja in več
nega življenja ter simbolične predstave o sledenju Kristusovemu nauku in odličnosti duha, ki se
dviga v nebeške višave. Analiza pokaže, da imajo ključno vlogo motivi, ki izvirajo iz antike, a so
v krščanstvu dobili nove, precej bolj kompleksne vsebine: orel, ki nemoteno zre v sonce, orel, ki
leti proti soncu, preizkušnja mladih orličev z gledanjem v sonce ter orel, ki uči mladiče leteti. Raziskava se osredotoča na ikonografsko specifiko vsakega posameznega emblema, v ka
teri sta razvidna inventivnost naročnikov in njihovo poznavanje evropske tradicije emblemskih
knjig. Analiza izbranih emblemov ne razkriva samo njihovega vsebinskega bogastva in komple
ksne strukture, različne zglede in neposredne vplive, ampak hkrati celoviteje osvetljuje dejaven
pristop naročnikov v procesu njihovega nastajanja, ki doslej v primeru ilustracij v ljubljanski
Spominski knjigi ljubljanske plemiške družbe sv. Dizma ni bil deležen ustrezne pozornosti. Ob
tem avtor opozarja tudi na vlogo vodilnih miniaturistov Andreja Trosta in Simona Tadeja Vol
benka Grahovarja, ki nista bila zgolj iluminatorja, temveč sta aktivno sodelovala pri sami iko
nografski zasnovi emblemov, s čimer odpira nov vpogled v dinamiko odnosov med umetnikom
in naročnikom. Tine Germ Tine Germ The Eagle and the Sun Symbolism in the Emblems of the Album of
the Ljubljana Noble Society of St Dismas Keywords: The Album of the Ljubljana Noble Society of St Dismas, Renaissance and
Baroque emblems, the eagle and the sun symbolism, manuscript illumination, Janez
Gregor Dolničar, Andrej Trost, Simon Tadej Volbenk Grahovar The paper provides an analysis of the hand-painted emblems with the motifs of the eagle and
sun in the Album of the Ljubljana Noble Society of St Dismas (the Archive of the Republic of Slo
venia, ref. AS 1073, I/1). These have so far barely received any iconographic interpretation, nor
have there been any serious attempts to identify the potential sources or models. A short intro
duction points to the original form of the Ljubljana Album as a memorial book with individual
emblems created for the members of the Society of St Dismas between 1689 and 1801. The focus
of the article is on the iconological analysis of ten emblems with the motifs of the eagle and the
sun (the Ljubljana Album, fols. 119r, 161r, 229r, 234r, 238r, 264r, 287r, 294r, 306r, 369r) in the
context of European emblematics. The author draws attention to the iconographic specifics of
each individual emblem, as well as to the basic symbolism of the eagle and sun which is com
mon to all of them. While the common iconography of the motif in the selected emblems in the Ljubljana
Album regularly relates to the Christological contexts of the eagle and the sun symbolism as
developed in the biblical exegesis, Physiologus, the medieval bestiaries and various theological
writings, the individual allegorical message depends on the complex interaction of visual and
textual components of each emblem. The traditional Christological topics of renewal through
strong faith and repeated purification of body and mind, the ascending of the Spirit into higher 209 ne Germ / Simbolika orla in sonca v emblemih Spominske knjige ljubljanske plemiške družbe sv. Dizma realms, the salvation of the soul in Christ and the eternal life in Heaven, are often completed
with themes which originate in Classical mythology and ancient animal lore. Some motifs that
combine both Christian and Classical symbolism of the eagle and the sun appear to have been
particularly appreciated among the members of St Dismas Society: the eagle looking unblinking
into the sun, the eagle flying towards the sun, the trial of eaglets gazing at the sun, and the eagle
teaching eaglets to fly. O avtorju Tine Germ je redni profesor na Oddelku za umetnostno zgodovino Filozofske fakultete Univer
ze v Ljubljani, strokovnjak za ikonografijo in ikonologijo poznega srednjega in zgodnjega no
vega veka. Njegove raziskave se osredotočajo na humanistične teme v renesančni umetnosti, na
renesančno in baročno emblematiko ter ikonografijo živali v umetnosti zgodnjega novega veka. The Eagle and the Sun Symbolism in the Emblems of the Album of
the Ljubljana Noble Society of St Dismas The iconographic particularities of each emblem show the erudition of
the patrons as well as their knowledge of European books of emblems. The analysis of the assort
ed emblems goes beyond mere presentation of their rich content and complex structure, their
various models and influences; it also brings an in-depth look at the patrons’ active involvement
in the creative process which, in the case of the Album of the Ljubljana Noble Society of St Dis
mas, has not yet been dealt with properly. It furthermore draws attention to the role played by
the two leading miniaturists Andrej Trost and Simon Tadej Volbenk Grahovar, who occasionally
advised the patrons on both visual and iconographic components of the emblems, thus acting
not only as illuminators but also as creators of the emblems. About the author Tine Germ is a Professor at the Department of Art History, Faculty of Arts, University of Lju
bljana, an expert in iconography and iconology of Late Mediaeval and Early Modern Art. His
research work focuses on humanistic themes in Renaissance Art, Renaissance and Baroque em
blems, and animal symbolism in Early Modern Art. 210
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Chromosomal instability of circulating tumor DNA reflect therapeutic responses in advanced gastric cancer
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© The Author(s) 2019
OpenAccessThisarticleislicensedunderaCreativeCommonsAttribution4.0InternationalLicense,whichpermitsuse,sharing,adaptation,distributionandreproduction
in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if
changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If
material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. Abstract Gastric cancer is characterized by chromosomal instability. In this study, we investigated chromosomal instability
quantified by copy number instability (CNI) score of circulating tumor DNA (ctDNA) during the drug treatment in
advanced gastric cancer (AGC). A total of 55 pretherapeutic plasmas from 55 AGC patients and 75 plasmas during drug
treatment of 26 AGC patients were collected. Plasma ctDNA was extracted and assessed by whole-genome
sequencing (WGS) for somatic copy number alteration (SCNA), and according to which we calculated the CNI scores. We next assessed the correlations between chromosomal instability and therapeutic response. The cutoff value of
chromosomal instability was defined as the mean + SD of the CNI scores (56.60) in cfDNA of plasmas from 100 healthy
people. For 55 enrolled cases, chromosomal instability was observed in 27 (49%) prior to drug treatment, whose
response rate (59%, 16/27) was higher than in 28 patients with stable chromosomes (32%, 9/28, P = 0.043). We also
observed that CNI scores fluctuated during treatment in 26 patients. Specifically, the CNI scores in 93% (14/15) of
patients sensitive to drug treatment reduced to the level of chromosomal stability and the CNI scores in 52% (13/25) of
patients resistant to treatment elevated again. For ctDNA with developed resistance, the SCNA patterns were identical
to those before treatment, whereas the CNI scores were lower than the pretherapeutic scores. We found that
chromosomal instability based on ctDNA could predict and monitor therapeutic response in gastric cancer, although
validation in a larger cohort will be necessary. A R T I C L E O p e n A c c e s s Chromosomal instability of circulating tumor DNA
reflect therapeutic responses in advanced gastric
cancer Cheng Zhang1, Mengqi Zhang1, Beifang Li1, Yunyun Niu2, Limeng Chen2, Jing Yang1, Sijia Lu2,
Lin Shen1 Zuhua Chen1, Cheng Zhang1, Mengqi Zhang1, Beifang Li1, Yunyun Niu2, Limeng Chen2, Jing Yang1, Sijia Lu2,
Jing Gao1 and Lin Shen1 Chen et al. Cell Death and Disease (2019) 10:697
https://doi.org/10.1038/s41419-019-1907-4 Chen et al. Cell Death and Disease (2019) 10:697
https://doi.org/10.1038/s41419-019-1907-4 Cell Death & Disease Cell Death & Disease Introduction targets for GC remains limited3. Although several land-
mark studies have highlighted the molecular subtypes of
GC on DNA, RNA, and protein levels based on large-
cohort tumor tissues, the application of such markers in
clinical
practice
remains
to
be
a
big
challenge4–6. Although predictive and resistance markers are equally
important for systemic antitumor therapy, most research
efforts to date have been focused on exploring the efficacy
of predictive markers, while only a few clear markers of
resistance have been found7,8. Meanwhile, due to the
specific features of GC, the current Response Evaluation
Criteria in Solid Tumors (RECIST) fail to evaluate drug
resistance in a precisely and timely manner9. Gastric cancer (GC) is featured by the high hetero-
geneity on anatomical, molecular, and cellular levels,
which greatly impeded the current therapeutic develop-
ment for advanced GC (AGC)1,2. Individualized che-
motherapeutic or targeted therapy guided by predictive
and monitoring markers has been progressed desirably
into the era of precision medicine, yet the therapeutic Correspondence: Sijia Lu (lusijia@yikongenomics.com) or Jing Gao
(gaojing_pumc@163.com) or Lin Shen (linshenpku@163.com)
1Key Laboratory of Carcinogenesis and Translational Research (Ministry of
Education/Beijing), Department of Gastrointestinal Oncology, Peking University
Cancer Hospital and Institute, Beijing, China
2Department of Clinical Research, Yikon Genomics Co. Ltd., Shanghai, China
These authors contributed equally: Zuhua Chen, Cheng Zhang
Edited by Y. Shi Chromosomal instability, often indicated as large or
small somatic gains and losses on chromosomal level, has © The Author(s) 2019 © The Author(s) 2019
OpenAccessThisarticleislicensedunderaCreativeCommonsAttribution4.0InternationalLicense,whichpermitsuse,sharing,adaptation,distributionandreproduction
in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if
changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If
material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) Official journal of the Cell Death Differentiation Association Chen et al. Cell Death and Disease (2019) 10:697 Chen et al. Cell Death and Disease (2019) 10:697 Page 2 of 9 Table 1
The clinicopathological characteristics of
patients (N = 55)
Characteristics
Number (%)
Sex
Male
43 (78.2)
Female
12 (21.8)
Age
<65
41 (74.5)
≥65
14 (25.5)
Tumor location
EGJ
21 (38.2)
Non-EGJ
34 (61.8)
Differentiation
High
4 (7.3)
Middle
23 (41.8)
Low
28 (50.9)
Lauren classification
Intestinal type
38 (69.1)
Diffuse type
10 (18.2)
Mixed type
7 (12.7)
HER2 status
Positive
30 (54.5)
Negative
25 (45.5)
Targeted treatment
Yes
30 (54.5)
No
25 (45.5) Table 1
The clinicopathological characteristics of
patients (N = 55) been widely accepted as a hallmark of cancer10. A large
amount drugs exert their antitumor activities through
disrupting chromosomal stability11. Moreover, chromo-
somal instability has been reported to drive the clonal
evolution of intratumoral heterogeneity, and confer the
intrinsic and acquired resistance11,12. Hence, dynamically
deciphering the landscape of chromosomal stability dur-
ing treatment is of great importance in help under-
standing the therapeutic effect as well as cancer evolution. Nevertheless, the sequential acquisition of tumor tissues is
clinically impractical, and new approach to achieve sur-
veillance for patients’ response is urgently demanded. With the rapid progress of high-throughput sequencing
and liquid biopsy techniques, circulating tumor DNA
(ctDNA) presented in plasma have become the alternative
surrogate to tissues13. Genome-wide profiling of copy
number instability (CNI) in ctDNA provides a suitable
method to quantify chromosomal instability and predict
therapeutic response in several cancers14,15. However, the
significance
and
dynamic
changes
of
chromosomal
instability during the treatment of AGC have not been
reported. The clinicopathological characteristics of 26 patients Yes The clinicopathological characteristics of 26 patients
A total of 55 patients were enrolled with a median age of
58 years (range: 29–80 years). Totally, 43 patients (78%)
were male and 12 (22%) were female. Most of the patients
were diagnosed with HER2-positive (55%, 30/55), poorly
differentiated (51%, 28/55), and intestinal (69%, 38/55)
AGC. All of the patients received at least two cycles of
drug treatment with 30 patients receiving targeted therapy
(pyrotinib, RC48, trastuzumab, pertuzumab, and fuquin-
tinib) alone or in combination with chemotherapy and 25
patients undergoing chemotherapy alone. The detailed
clinicopathological characteristics of 55 patients are
shown in Table 1 and Table S1. genes included ERBB2 (17q21), MYC (8q24), GNAS
(20q13), EGFR (7p11), ZNF217 (20q13), CCNE1(19q12),
NCOA3 (20q13), and CDK6 (7q21), and the most fre-
quently deleted genes were CDKN2A (9p21), CDKN2B
(9p21), KIT (4q12), SMAD4 (18q21), and FGFR1 (8p12). Most of these genes encoded receptor tyrosine kinases
and cell cycle-related proteins, which was consistent with
the previously published studies on GC4,17. © The Author(s) 2019 Our previous research indicated that the HER2
copy number detected by plasma ctDNA could serve as a
response biomarker of trastuzumab treatment16. In the
present study, we attempted to elucidate the chromoso-
mal instability based on ctDNA during chemotherapy or
targeted
therapy
by
whole-genome
sequencing
and
investigate their significance in AGC. CNI scores of ctDNA in all patients Genome-wide patterns of SCNA detected in ctDNA
derived from baseline plasma and paired blood samples
showed high tumor heterogeneity among patients (Fig. 1
and Fig. S1). According to the profiling of segmented copy
numbers, large-scale copy number gain or loss was
observed on chromosomes 5, 7, 8, 13, 17, 18, 19, and 20 in
ctDNAs of plasmas 5001, 7335, 5185, 8001, 5978, and
7294. Among the tumor-related genes, the top amplified We calculated the CNI scores in ctDNA from 130
plasmas from 55 patients and cfDNA from 100 plasmas
from 100 healthy people (Table S2). The cutoff value of
the chromosomal instability was defined as the mean +
SD of the CNI scores (56.60) in 100 plasmas from healthy
people. Chromosomal instability with diverse patterns
was observed in 27 of 55 patients (49%) prior to drug
treatment. Official journal of the Cell Death Differentiation Association Chen et al. Cell Death and Disease (2019) 10:697 Page 3 of 9 Fig. 1 SCNV patterns of ctDNA at baseline among 26 patients. Genome-wide patterns of somatic copy number variation (SCNV) based on ctDNA
of baseline plasma and corresponding blood cell samples from 26 patients were analyzed and plotted. The x-axis and y-axis represent the loci of 22
chromosomes and corresponding copy numbers, respectively. CNI score copy number instability score me-wide patterns of somatic copy number variation (SCNV) based on ctDNA
nts were analyzed and plotted. The x-axis and y-axis represent the loci of 22 Fig. 1 SCNV patterns of ctDNA at baseline among 26 patients. Genome-wide patterns of somatic copy number variation (SCNV) based on ctDNA
of baseline plasma and corresponding blood cell samples from 26 patients were analyzed and plotted. The x-axis and y-axis represent the loci of 22
chromosomes and corresponding copy numbers, respectively. CNI score copy number instability score Among 26 patients with paired blood cells and dynamic
plasma samples, the CNI scores of ctDNA derived from
baseline plasmas were significantly higher than those from
paired blood cells (67.62 ± 15.99 vs. 49.88 ± 2.47, P <
0.001) (Fig. 2a). The CNI scores after drug treatment were
significantly lower than they were before treatment
(56.94 ± 15.50
vs. 67.62 ± 15.99,
P < 0.001)
(Fig. 2b). Moreover, CNI scores fluctuated during therapy. CNI scores of ctDNA in all patients 93% (14/
15) of post-therapeutic ctDNA at the time of partial
response (PR) had the lowest scores (48.85 ± 2.54), while
52% (13/25) of ctDNA with developed resistance to
therapy retained elevated scores (63.75 ± 18.65). For
ctDNA with developed resistance, SCNA patterns were
identical to those before treatment, but the instability
scores were lower than the pretherapeutic level (63.75 ±
18.65 vs. 67.62 ± 15.99) (Fig. 2c). determined as SD by CT after four or six cycles’ treatment
respectively, the tumor biomarkers (CEA, CA199, and
CA72.4) were increased, which suggested a trend toward
disease progression. For case 12 and case 22, the increase
of tumor biomarkers at the time of SD was not significant,
and only CA72.4 increased slightly. Official journal of the Cell Death Differentiation Association Chromosomal instability of ctDNA prior to treatment could
predict the therapeutic response Among patients with chromosomal instability prior to
treatment (n = 27), 16 patients (59%) achieved PR after
drug treatment, 10 patients (37%) achieved SD, and 1
patients (4%) achieved progressive disease (PD). For
patients with chromosomal stability (n = 28) prior to
treatment, 9 patients (32%) achieved PR after treatment,
16 patients (57%) achieved SD, and 3 patients (11%)
achieved PD. The response rate (59%, 16/27) of patients
with chromosomal instability was higher than that (32%,
9/28) of patients with chromosomal stability (P = 0.043)
(Fig. 3 and Table S3). Five ctDNA from four patients at the timepoint of stable
disease (SD) showed relatively high CNI scores (cases 3, 6,
12, and 22), which was analyzed individually (Fig. 2d). For
case 3 and case 6, although the clinical response was Official journal of the Cell Death Differentiation Association Chen et al. Cell Death and Disease (2019) 10:697 Page 4 of 9 Fig. 2 The CNI scores of ctDNA in 26 patients with dynamic plasma samples. a The CNI scores of ctDNA in plasmas and paired blood cells from
26 AGC patients. b The CNI scores of ctDNA from plasma samples before and after treatment in 26 AGC patients. c The CNI scores of ctDNA from
plasma under different clinical responses. CNI score copy number instability score, PR partial response, SD stable disease, PD progressive disease. All
data are presented as mean ± SD. P < 0.001 according to t test or one-way ANOVA. d The dynamic changes of CNI scores and tumor biomarkers
during the administration of treatments in four patients Fig. 2 The CNI scores of ctDNA in 26 patients with dynamic plasma samples. a The CNI scores of ctDNA in plasmas and paired blood cells from
26 AGC patients. b The CNI scores of ctDNA from plasma samples before and after treatment in 26 AGC patients. c The CNI scores of ctDNA from
plasma under different clinical responses. CNI score copy number instability score, PR partial response, SD stable disease, PD progressive disease. All
data are presented as mean ± SD. P < 0.001 according to t test or one-way ANOVA. d The dynamic changes of CNI scores and tumor biomarkers
during the administration of treatments in four patients Dynamic changes in CNI scores of ctDNA could indicate
disease progression patients are also further demonstrated in Fig. 5. For case
26, with chromosomal stability (score, 51.23) at baseline,
achieved SD after treatment with gradually swelling ret-
roperitoneal lymph nodes until the progressive of disease
(Fig. 5a). For case 22 (score, 84.76) and case 18 (score,
87.10), which had high levels of chromosomal instability
at baseline, distant metastases were significantly shrunk Based on the clustering heatmap (Fig. 4), the CNI scores
changed dynamically during therapy, which decreasing at
PR or SD and re-increasing at PD. The detailed changes of
CNI scores and therapeutic responses in 26 patients are
shown in Figs. S2, S3, and Table S4. Four exemplary Official journal of the Cell Death Differentiation Association Chen et al. Cell Death and Disease (2019) 10:697 Page 5 of 9 Fig. 3 Schematic of 130 plasma samples and therapeutic response from 55 patients. For patients with pretherapeutic chromosomal instability,
the response rate (59%, 16/27) was significantly higher than that in patients with chromosomal stability (32%, 9/28) (P = 0.043). The cutoff value of
chromosomal instability was defined as the mean + SD of the CNI scores (56.60) in cfDNA from 100 healthy people. CNI scores also fluctuated during
drug treatment among 26 patients with dynamic plasmas. CNI scores copy number instability score, CIN chromosomal instability, CNS chromosomal
stability, PR partial response, SD stable disease, PD progressive disease Fig. 3 Schematic of 130 plasma samples and therapeutic response from 55 patients. For patients with pretherapeutic chromosomal instability,
the response rate (59%, 16/27) was significantly higher than that in patients with chromosomal stability (32%, 9/28) (P = 0.043). The cutoff value of
chromosomal instability was defined as the mean + SD of the CNI scores (56.60) in cfDNA from 100 healthy people. CNI scores also fluctuated during
drug treatment among 26 patients with dynamic plasmas. CNI scores copy number instability score, CIN chromosomal instability, CNS chromosomal
stability, PR partial response, SD stable disease, PD progressive disease copy number alteration (SCNA) pattern is a more uni-
versal approach based on chromosomal instability13,15. With the next-generation sequencing of ctDNA applied to
the quantitative analysis of the SCNA pattern, it provides
a sufficient method for early diagnosis of cancer15,20,
prediction of treatment response14, and dynamic mon-
itoring of acquired resistance19. with decreased CNI scores, and when patients developed
resistance to treatment, the scores increased again (Fig. 5b, c). Dynamic changes in CNI scores of ctDNA could indicate
disease progression For case 21, with chromosomal stability (score, 54)
at baseline, liver metastases increased rapidly after treat-
ment, and the CNI score increased significantly (Fig. 5d). Changes in the CNI scores of these patients were
observed during therapy (Fig. 5e). GC
is
featured
by
frequent
SCNA
and
high-
chromosomal instability. Among 295 patients with pri-
mary gastric adenocarcinomas from The Cancer Genome
Atlas
(TCGA)
cohort,
50%
showed
chromosomal
instability4. In the present study, chromosomal instability
detected by whole ctDNA-based genome sequencing was
observed in 27 of 55 patients (49%) prior to drug treat-
ment. No significant relationship was found between
patients’ characteristics and CNI scores, and we also did
not find differences between survival and CNI scores (data
not shown). It seemed that the SCNA patterns of ctDNA with
developed resistance were similar to those of paired pre-
therapeutic ctDNA (Fig. 5). A circular map verified the
identity of the SCNA pattern between pretherapeutic and
resistant ctDNA, but the CNI score at resistance was
lower than the pre-therapeutic level. Three representative
patients are shown in Fig. 6. Discussion Chromosomal instability has been reported to underpin
intratumoral heterogeneity, accelerate clone evolution,
drive phenotypic adaptation, finally resulting in a poor
clinical outcome, and accelerating therapeutic resistance
in
various
cancers11,18,19. Compared
with
single-
nucleotide polymorphism, the analysis of the somatic Chromosomal instability has been demonstrated to
predict
therapeutic
response
to
radiotherapy,
che-
motherapy,
and
immunotherapy14,21,22. Recently,
researchers observed a prediction accuracy of 83% of the Official journal of the Cell Death Differentiation Association Chen et al. Cell Death and Disease (2019) 10:697 Page 6 of 9 Fig. 4 Cluster analysis of SCNV patterns and therapeutic response among 26 patients. In the dynamic administration of treatment, the CNI
scores showed a sharp decline at PR, then achieved slow recovery at SD, and finally increased significantly at PD. The x-axis and y-axis represent the
chromosomes’ loci and corresponding normalized copy numbers in plasma samples. PR partial response, SD stable disease, PD progressive disease,
CN normalized copy number Fig. 4 Cluster analysis of SCNV patterns and therapeutic response among 26 patients. In the dynamic administration of treatment, the CNI
scores showed a sharp decline at PR, then achieved slow recovery at SD, and finally increased significantly at PD. The x-axis and y-axis represent the
chromosomes’ loci and corresponding normalized copy numbers in plasma samples. PR partial response, SD stable disease, PD progressive disease,
CN normalized copy number declined at PR and distinctly increased at PD. Compared
with the traditional biomarkers, the CNI score elevated in
10/14 patients at progressive disease, accompanied by
increasing levels of CEA, CA19-9, CA125, and CA72.4,
alone or in combination (Fig. S4). More importantly, for
case 22 with pre-therapeutic chromosomal instability,
although the tumor biomarkers were decreased at stable
disease (evaluated by RECIST criteria) after three cycles of
treatment, we observed sharp increase of CNI score
(44.28–91.41). This suggested that ctDNA-based CNI
scores could serve as an early indicator of progression
disease, whose power was comparable to the combination
of CEA, CA19-9, CA125, and CA72-4. quantified chromosomal instability and the prediction of
SD vs. PD prior to standard imaging analysis14. In our
research, we found that pre-treatment chromosomal
instability could predict a higher response rate (59% vs. 32%, P = 0.043). Compared with baseline, the scores of 19
patients (73%) decreased after drug treatment, and greatly
increased when disease progressed, to a level slightly
lower than the baseline value. Official journal of the Cell Death Differentiation Association Discussion 6 Dynamic SCNV patterns of ctDNA in three patients with acquired resistance. a–c The SCNV patterns at baseline, PR, SD, and PD in cases
22, 9, and 3, respectively. Orange, SCNV patterns at baseline (BL); green, SCNV patterns at partial response (PR); blue, SCNV patterns at stable disease
(SD); red, SCNV patterns at progressive disease (PD). The Circos software package was used to plot genomic SCNVs Fig. 5 Dynamic changes in CNI scores of ctDNA and representative scan images. a–d Visualization of dynamic changes in CNI scores and
representative scan images are presented for four patients (cases 26, 22, 18, and 21). PR partial response, SD stable disease, PD progressive disease. e The dynamic changes in CNI scores of ctDNA from four patients. CNI scores copy number instability score Fig. 5 Dynamic changes in CNI scores of ctDNA and representative scan images. a–d Visualization of dynamic changes in CNI scores and
representative scan images are presented for four patients (cases 26, 22, 18, and 21). PR partial response, SD stable disease, PD progressive disease. e The dynamic changes in CNI scores of ctDNA from four patients. CNI scores copy number instability score Fig. 6 Dynamic SCNV patterns of ctDNA in three patients with acquired resistance. a–c The SCNV patterns at baseline, PR, SD, and PD in cases
22, 9, and 3, respectively. Orange, SCNV patterns at baseline (BL); green, SCNV patterns at partial response (PR); blue, SCNV patterns at stable disease
(SD); red, SCNV patterns at progressive disease (PD). The Circos software package was used to plot genomic SCNVs Fig. 6 Dynamic SCNV patterns of ctDNA in three patients with acquired resistance. a–c The SCNV patterns at baseline, PR, SD, and PD in cases
22, 9, and 3, respectively. Orange, SCNV patterns at baseline (BL); green, SCNV patterns at partial response (PR); blue, SCNV patterns at stable disease
(SD); red, SCNV patterns at progressive disease (PD). The Circos software package was used to plot genomic SCNVs scores, while 11 (65%) achieved increases of the HER2
copy number, at progressive disease (Fig. S5). For the first
time, we found that the efficacy of CNI score to monitor
therapeutic response of anti-HER2 treatment was not
inferior to the changes of HER2 copy number. identification and genomic subclones detection could
identify the dynamic emergence of resistant subclones
during therapy25,27. Official journal of the Cell Death Differentiation Association Discussion In addition, we also pre-
sented the dynamic changes of CEA, CA125, CA19-9, and
CA72-4 of 14 patients throughout the treatment with
series information of serum biomarkers (Fig. S4). The CNI
scores decreased in 9/13 patients at PR or SD, accom-
panied by reduction levels of CEA, CA19-9, CA125, or
CA72.4. These results derived from our relatively small
sample are worth validating in future studies. Our previous research revealed a high concordance of
HER2 amplification between ctDNA and tumor tissues in
56 patients with AGC16. Furthermore, patients exhibited a
decrease in the HER2 copy number when they benefited
from trastuzumab therapy, and achieved an increase at
progressive disease. In the present study, among 17
patients with HER2-positive AGC who received anti-
HER2 therapy, 13 (76%) achieved increases of the CNI The noninvasiveness of ctDNA has been used to detect
the acquired resistance mutations selected by treatment of
nonsmall cell lung cancer, melanoma, and metastatic
HER2-positive GC7,23–25. In the dynamic process of clone
evolution under selective pressures induced by treatment,
our research showed that, as expected, the CNI scores Official journal of the Cell Death Differentiation Association Page 7 of 9 Chen et al. Cell Death and Disease (2019) 10:697 scores, while 11 (65%) achieved increases of the HER2
copy number, at progressive disease (Fig. S5). For the first
time, we found that the efficacy of CNI score to monitor
therapeutic response of anti-HER2 treatment was not
inferior to the changes of HER2 copy number. The concept that spatiotemporal evolution of genomic
clones is involved in drug resistance had been explored by
l
d
25 26
l
l
d
D A b
d
identification and genomic subclones detection could
identify the dynamic emergence of resistant subclones
during therapy25,27. Recently, the presence and size esti-
mation of ibrutinib-resistant subclones at baseline in
patients with chronic lymphocytic leukemia was demon-
strated by droplet-based microfluidic technology and
growth kinetic analyses26. In the present study, we found
h
h
SC A
f
D A
h
d d
Fig. 5 Dynamic changes in CNI scores of ctDNA and representative scan images. a–d Visualization of dynamic changes in CNI scores and
representative scan images are presented for four patients (cases 26, 22, 18, and 21). PR partial response, SD stable disease, PD progressive disease. e The dynamic changes in CNI scores of ctDNA from four patients. CNI scores copy number instability score
Fig. Plasma collection and ctDNA extraction CNI score ¼
X
Pb
i¼mb
Zi
j
j; Whole blood from patients was collected in cell-free
DNA BCT tubes (Streck Laboratories, USA), and then
centrifuged at 1600g for 10 min at 4 °C to separate plasma
from blood cells. The supernatant was transferred into a
fresh tube and centrifuged at 16,000g for another 10 min
at 4 °C. ctDNA was extracted from a 1000 μL aliquot of
plasma using a QIAamp Circulating Nucleic Acid Kit
(Qiagen, Germany), and genomic DNAs from peripheral
blood cells were extracted using the RelaxGene Blood
DNA System (Tiangen Biotech Co., Ltd., China). The
quality of DNA was examined by quantitative polymerase
chain reaction and the 2100 Bioanalyzer (Agilent, USA). All of the samples were stored at −80 °C for further use. where mb and pb are the bins ranked m% and p%,
respectively, according to the Z value (m = 95, p = 99). ChromGo (Yikon Genomics Inc., Shanghai, China)
software was used to automatically analyze sequencing
data and report abnormalities of chromosomes. We used
software package Circos (http://circos.ca/), ideal for
visualizing genome DNA, to plot patients’ SCNV at the
baseline, PR, SD, and PD stages. For the clustering heat-
map, we used the R package dendextend (https://cran.r-
project.org/web/packages/dendextend/vignettes/ introduction.html) for hierarchical clustering and the R
package ComplexHeatmap (https://www.rdocumentation. org/packages/) to obtain the heatmap. Discussion Recently, the presence and size esti-
mation of ibrutinib-resistant subclones at baseline in
patients with chronic lymphocytic leukemia was demon-
strated by droplet-based microfluidic technology and
growth kinetic analyses26. In the present study, we found
that the SCNA patterns of ctDNAs with acquired drug
resistance
were
largely
unchanged
compared
with The concept that spatiotemporal evolution of genomic
clones is involved in drug resistance had been explored by
several studies25,26. Multiregional and ctDNA-based next
generation sequencing for intratumoral heterogeneity Page 8 of 9 Chen et al. Cell Death and Disease (2019) 10:697 baseline SCNV patterns, which suggested that multiple
factors
from
different
levels
are
involved
in
drug
resistance. and the average length of each read was 100 bp. Over
91.92% of bases had a sequencing quality score ≥Q30 in
LC WGS. The QC of sequence data was performed as
described previously16. The adapters and low-quality
bases were filtered and trimmed from the raw data
using Trimmomatic (version 0.35). High-quality reads
were mapped to the reference genome (hg19) using BWA
(version 0.7.12-r1039). Whole-genome sequencing Low-coverage whole-genome sequencing (LC WGS)
based on ctDNA samples was performed to analyze
SCNAs. More than 5 ng of the ctDNA was used to build
the library, and the sequencing was performed on an
Illumina HiSeq 2500 sequencer (Illumina, San Diego, CA,
USA). Each sample had about 5 million paired-end reads, Materials and methods
Study design A cohort of 55 patients with histopathologically con-
firmed AGC who received chemotherapy or targeted
therapy at Peking University Cancer Hospital were
included in this study. Totally, 100 plasma samples from
100 healthy people, 55 pretherapeutic plasmas (26 has
paired blood cells) from 55 AGC patients and 75 dynamic
plasmas from 26 AGC patients were collected. The clin-
ical data of patients was obtained from their medical
records and the clinical response after drug treatment was
evaluated by computed tomography and categorized as
complete response, PR, SD, or PD, according to the
RECIST 1.1 criteria9. This study was approved by the
Medical Ethics Committee of Peking University Cancer
Hospital, and written informed consent was obtained
from all of the patients for their samples to be used in the
future. zi ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
log2
xi
2
r
; where xi is the relative copy number of each bin. The CNI score was calculated according to the formula,
as descripted previously28 Official journal of the Cell Death Differentiation Association Conclusions We employed a low-coverage WGS to quantify the
chromosomal instability of plasma ctDNA and revealed
the dynamic changes induced by drug treatment in AGC. Our finding suggests that chromosomal instability of
ctDNA could be used to predict and monitor therapeutic
response in GC, although validation in a larger cohort will
be necessary. Copy number analysis of ctDNA and CNI score calculation
Unique mapped reads were extracted from the align-
ment reads (BAM file). The whole reference genome was
divided into non-overlapped observation windows (bins)
with a size of 1000 kB. The read number and guanine-
cytosine (GC) content were calculated in each bin. The
bin read count was normalized based on the GC content
and on a reference dataset to represent the relative copy
number, which was reported accordingly16. we used R
(version 3.0.0) to graph the relative copy number of each
bin to visualize CNVs. The relative read number (RRN) of
each bin was then segmented by circular binary seg-
mentation (CBS) algorithms to merge bins with similar
trends and calculate the final copy number segments. Then, we calculated the Z value of each bin according to
the formula Publisher’s note 18. Maleki, S. S. & Rocken, C. Chromosomal instability in gastric cancer biology. Neoplasia 19, 412–420 (2017). 18. Maleki, S. S. & Rocken, C. Chromosomal instability in gastric cancer biology. Neoplasia 19, 412–420 (2017). Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 19. Penner-Goeke, S. et al. The temporal dynamics of chromosome instability in
ovarian cancer cell lines and primary patient samples. PLoS Genet. 13,
e1006707 (2017). Supplementary Information accompanies this paper at (https://doi.org/
10.1038/s41419-019-1907-4). Supplementary Information accompanies this paper at (https://doi.org/
10.1038/s41419-019-1907-4). 20. Schutz, E. et al. Chromosomal instability in cell-free DNA is a serum biomarker
for prostate cancer. Clin. Chem. 61, 239–248 (2015). 20. Schutz, E. et al. Chromosomal instability in cell-free DNA is a serum biomarker
for prostate cancer. Clin. Chem. 61, 239–248 (2015). Received: 6 February 2019 Revised: 19 August 2019 Accepted: 26 August
2019 21. Zhang, W. et al. Centromere and kinetochore gene misexpression predicts
cancer patient survival and response to radiotherapy and chemotherapy. Nat. Commun. 7, 12619–12633 (2016). 21. Zhang, W. et al. Centromere and kinetochore gene misexpression predicts
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Protocol design and current status of CLIVIT: a randomized controlled multicenter relevance trial comparing clips versus ligatures in thyroid surgery
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Op
Study protocol
Protocol design and current status of CLIVIT: a randomized
controlled multicenter relevance trial comparing clips versus
ligatures in thyroid surgery
CM Seiler1 3 BE Fröhlich3 JA Veit1 3 E Gazyakan3 MN Wente1 3 Address: 1Study Center of the German Surgical Society (SDGC), University of Heidelberg, Germany, 2Institute of Medical Biometrics and
Informatics (IMBI), University of Heidelberg, Germany and 3Department of General-, Visceral-, Trauma Surgery, University of Heidelberg,
Germany Email: CM Seiler - christoph_seiler@med.uni-heidelberg.de; BE Fröhlich - boris_froehlich@med.uni-heidelberg.de;
JA Veit - johannes_veit@med.uni-heidelberg.de; E Gazyakan - gazyakan@bgu-ludwigshafen.de; MN Wente - moritz_wente@med.uni-
heidelberg.de; C Wollermann - knauer@imbi.uni-heidelberg.de; A Deckert - deckert@imbi.uni-heidelberg.de; S Witte - witte@imbi.uni-
heidelberg.de; N Victor - victor@imbi.uni-heidelberg.de; MW Buchler - markus_buechler@med.uni-heidelberg.de; HP Knaebel* - hanns-
peter_knaebel@med.uni-heidelberg.de * Corresponding author Received: 14 July 2006
Accepted: 01 September 2006 Received: 14 July 2006
Accepted: 01 September 2006 Received: 14 July 2006
Accepted: 01 September 2006 Published: 01 September 2006 Trials 2006, 7:27
doi:10.1186/1745-6215-7-27 Trials 2006, 7:27
doi:10.1186/1745-6215-7-27 This article is available from: http://www.trialsjournal.com/content/7/1/27 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Op
Study protocol
Protocol design and current status of CLIVIT: a randomized
controlled multicenter relevance trial comparing clips versus
ligatures in thyroid surgery
CM Seiler1,3, BE Fröhlich3, JA Veit1,3, E Gazyakan3, MN Wente1,3,
C Wollermann2, A Deckert2, S Witte1,2, N Victor2, MW Buchler1,3 and
HP Knaebel*1,3 Open Access BioMed Central BioMed Central BioMed Central Trials Trials Background ardized conditions is required in order to achieve high
internal as well as external validity. This would allow the
results to be generalized for thyroid surgery and also may
have implications for other surgical settings. This study is
one of the first studies designed and organized by the
Study Center of the German Surgical Society (SDGC). Besides investigating the primary hypothesis, this study
was also started with the aim of developing a nationwide
structure for randomized trials using a common and sur-
gical relevant procedure [14]. g
Annually, a total of more than 90.000 surgical thyroid
procedures are performed in surgical departments
throughout Germany [1]. The prevalence of the endemic
goiter in the adult population ranges between 20% and
30% in this iodine deficiency area [2]. Today, thyroid sur-
gery is a highly standardized procedure with low morbid-
ity and mortality. Several techniques of occluding vessels,
besides the classic ligatures, are currently available. The
clamp and tie technique is still the most frequently used
standard, although it requires several steps which in addi-
tion are time-consuming. An alternative technique is the
application of vascular clips that have proven to be fast,
effective and safe for achieving hemostasis in different sur-
gical areas [3,4]. In thyroid surgery, however, no rand-
omized controlled trial (RCT) has so far been performed
comparing vascular clips with the conventional clamp
and tie technique. Only ultrasonically activated shears
were tested against the conventional technique in a RCT
and found to be a suitable device in total thyroidectomies
and lobectomies [5,6]. However, Voutilainen et al. (2000)
stated that the advantage of the ultrasonically activated
shears in thyroid surgery is probably of less importance
for surgeons who achieve good results with vascular clips. This article describes the design and current status of the
CLIVIT trial to publicly lay open the assumptions that
have been made at the beginning of the trial. According to
Chan et al. (2004) it is not uncommon that primary end-
points are changed during the conduction of a clinical
trial leading to substantial protocol violations and thereby
misleading the medical community [15]. A protocol pub-
lication might help to prevent this. Surgical trials are still
inferior in their internal validity compared to pharmaco-
logical studies [16]. Especially the clear description of
concealed allocation sequences, interventions and assess-
ment of surgeons' experience, safety issues and outcome
evaluation are of interest. Need for this study To date, no clear scientific recommendation exists in
regard to the available blood vessel ligation techniques in
thyroid surgery. A systematic review comparing different
blood vessel ligation techniques has not yet been per-
formed. The literature on this topic shows several deficits
thus reducing its internal and external validity. Main
problems are underpowered sample sizes [6,13], missing
data in regard to the surgical technique [5], lack of stand-
ardization of the various surgical techniques [5] and of
homogeneity of the used study designs [6]. Methods/design
Trial population
h
l
b l Besides achieving the best surgical outcome (low morbid-
ity and mortality as well as absence of recurrence), operat-
ing time is an important factor for thyroid surgeons [7-
10]). A reduction in operating time is not only beneficial
for the patients, due to reduction of the risk associated
with the time of general anaesthesia, but also for the
health care system, because every minute of operating
time saves approximately 8–11 € [6,11]. Hence, there is a
large interest in performing surgery that is not only safe,
but also fast and cost effective. Especially in centers with
more than 60 – 100 thyroidectomies annually, the intro-
duction of methods which potentially may reduce operat-
ing time, will significantly increase the level of
effectiveness [12]. The major eligibility criteria is a benign disease of the thy-
roid gland – except Graves disease – scheduled for elective
(a) hemithyroidectomy and subtotal resection of the
other side, (b) near total or (c) total thyroidectomy. Malignant diseases of the thyroid gland, hyperparathy-
roidism, re-operations and Graves disease were excluded
from the study for they do have a higher risk for damage
of the recurrent laryngeal nerve in surgery and/or they are
not standard operations in smaller hospitals [17]. Detailed inclusion and exclusion criteria are specified in
Table 1. Patients are screened consecutively for eligibility
in all participating centers after approval of the study pro-
tocol by the local ethics committee. A contract has been
signed by the SDGC and the participating hospitals for
correct conduction of the trial according to Good Clinical
Practice. All participating surgeons performing the inter-
ventions have been instructed by detailed manuals and
the clips as well as their reusable applicators are provided. Abstract Background: Annually, more than 90000 surgical procedures of the thyroid gland are performed
in Germany. Strategies aimed at reducing the duration of the surgical procedure are relevant to
patients and the health care system especially in the context of reducing costs. However, new
techniques for quick and safe hemostasis have to be tested in clinically relevance randomized
controlled trials before a general recommendation can be given. The current standard for occlusion
of blood vessels in thyroid surgery is ligatures. Vascular clips may be a safe alternative but have not
been investigated in a large RCT. Methods/design: CLIVIT (Clips versus Ligatures in Thyroid Surgery) is an investigator initiated,
multicenter, patient-blinded, two-group parallel relevance randomized controlled trial designed by
the Study Center of the German Surgical Society. Patients scheduled for elective resection of at
least two third of the gland for benign thyroid disease are eligible for participation. After surgical
exploration patients are randomized intraoperatively into either the conventional ligature group,
or into the clip group. The primary objective is to test for a relevant reduction in operating time
(at least 15 min) when using the clip technique. Since April 2004, 121 of the totally required 420
patients were randomized in five centers. Discussion: As in all trials the different forms of bias have to be considered, and as in this case, a
surgical trial, the role of surgical expertise plays a key role, and will be documented and analyzed
separately. This is the first randomized controlled multicenter relevance trial to compare different
vessel occlusion techniques in thyroid surgery with adequate power and other detailed information
about the design as well as framework. If significant, the results might be generalized and may
change the current surgical practice. Page 1 of 6
(page number not for citation purposes) (page number not for citation purposes) Trials 2006, 7:27 http://www.trialsjournal.com/content/7/1/27 http://www.trialsjournal.com/content/7/1/27 Page 2 of 6
(page number not for citation purposes) Objectives and outcomes The primary objective of this study is to test whether there
is a relevant reduction in operating time (>15 min), using
the clip vessel occluding technique versus the conven-
tional clamp-tie. Secondary objectives are divided into
surgical and non-surgical categories. In the surgical cate-
gory there are the following points: total duration of oper-
ation (skin incision until suture), weight of specimen,
amount of postoperative bleeding, frequency of reopera-
tion due to bleeding, recurrent laryngeal nerve paralysis
(temporary or irreversible – pre- and postoperative assess-
ment of vocal cord function by ENT-specialist), wound
infection rate and rate of impaired parathyroid gland Interventions A standardized surgical approach to the thyroid gland will
be performed in both groups: The skin is cut with a conventional scalpel (Kocher's inci-
sion). Subcutaneous layer and platysma are cut with the
electric cautery. After splitting cervical fascia, the infrahy-
oideal muscles are set aside with retractors. Cervical mus-
cles should be cut only exceptionally. The thyroid gland is
then completely exposed in order to define the extent of
the required surgical procedure. If the findings are in
accordance with the trial inclusion criteria, randomiza-
tion is performed. Regardless of the randomization result
the procedure always starts with preparation and ligation
of the upper pole vessels on the side of the hemithyroid-
ectomy (Novafil® 3-0 or equivalent suture material). At the
moment of dividing the upper pole vessels the time is
taken and the operation then continues according to the
regulations of the specified randomization group. Ligature Group In the ligature group each vessel will be occluded by man-
ual ligature (Vicryl® 3-0 or equivalent suture material)
using the square-knot technique and divided with scissors
after ligation. INCLUSION CRITERIA • Malignant disease or highly suspicion for malignancy (clinical and
imaging evidence)
• Nerve palsy
• Graves' Disease
• Coagulopathy
• Current immunosuppressive therapy
• Chemotherapy within 2 weeks before operation
• Radiotherapy completed no longer than 8 weeks before operation
• Severe psychiatric or neurologic disease
• Drug- and/or alcohol-abuse
• Participation in another intervention-trial with interference of
intervention and outcome
• Inability to follow the instructions given by the investigator or the
telephone interviewer
• Lack of compliance At study enrollment:
• Age equal or greater than 18 years
• Expected survival time more than 12 months
• Patients with benign diseases of the thyroid gland scheduled for
elective surgery
• Euthyroid metabolism (normal level of TSH or T3/T4)
• Normal function of the vocal cords
• Informed consent • Age equal or greater than 18 years • Normal function of the vocal cords • Informed consent At the end of surgical exploration:
• Suitable for at least 2/3 resection of the thyroid At the end of surgical exploration:
• Suitable for at least 2/3 resection of the thyroid At the end of surgical exploration:
• Suitable for at least 2/3 resection of the thyroid For safety reasons concomitant medication and medical
history are checked prior to operation. Patients at higher
risk for complications (e.g. bleeding disorder, history of
neck operation) are excluded from the study. All serious
adverse events (SAE) will be reported to the principal
investigator and the leading ethics committee. For the
safety analysis the incidence of adverse events (AE) and
SAE will be analyzed. Patients may withdraw from the
study at any time either at their own request or at the
request of the principal investigator. culap Challenger® clip applicator (BBD-Aesculap, Tuttlin-
gen, Germany). Both groups The bipolar diathermy as an additional tool is allowed in
both study groups. Time measurement stops as soon as
the thyroid gland is removed. Following the resection, the
capsule is sutured with an inverted continuous suture
technique (PDS® 4-0 or equivalent suture material). After
hemostasis uni- or bilateral drains (10 French sized
Redons-drains) are placed into the resection area. Cervical
muscles in the mid-line and platysma are adapted with
conventional interrupted sutures. The operation is com-
pleted with intracutaneous sutures and sterile wound
dressing. Page 3 of 6
(page number not for citation purposes) Clinical sites and safety aspects Sites are selected according to their experience in thyroid
surgery and willingness to adhere to the clinical trial pro-
tocol. The surgical expertise of each participating surgeon
is documented and taken into account during the analysis
of the trial data. The participating centers are listed at the
end of this paper. Therefore a randomized controlled multicenter, patient-
blinded, two-group parallel relevance study under stand- Page 2 of 6
(page number not for citation purposes) http://www.trialsjournal.com/content/7/1/27 Trials 2006, 7:27 Table 1: CLIVIT trial: study inclusion and exclusion criteria Sample size A relevant difference between the two operations is
defined as greater than 15 minutes. The expected differ-
ence is 20 minutes. Analysis of retrospective data showed
a standard deviation of about 27 minutes for the whole
operation. For the primary endpoint a percentage of 70%
of the whole operation time is assumed. If this percentage
were exactly 70% for every operation, standard deviation
for the primary endpoint would be 0.7*27 min = 18.9
minutes. Since this relation will probably not be so strict,
the standard deviation for the primary endpoint is esti-
mated to be higher. Thus, a standard deviation of 20 min-
utes is assumed. The α level is set to 0.05; therefore, 200
patients per group are required to obtain a power of 80%
(β = 0.2) using a simple one-sided t-test for two groups
with a shifted null-hypothesis. Due to the fact that no
interaction is expected regarding surgeon experience and
treatment group, the sample size calculation is also valid
for the ANOVA model of the primary analysis. In order to
incorporate an expected early dropout rate of 5%, a total
of 420 patients is required. A confirmatory analysis of variance (ANOVA) is planned
for the primary endpoint based on the intention-to-treat
(ITT) principle to test at first the hypothesis H0: μlig-μclip≤0
and in case of statistical significance the hypothesis H0:
μlig-μclip≤15, with the expected operating times μlig and
μclip, each on the α-level of 5%. The a priori ordered
hypotheses hold the overall α-level of 5%. A randomized
patient belongs to the ITT population after the upper ves-
sels have been cut. The fixed factors of this ANOVA will be
vessel occlusion technique, center and surgeons experi-
ences. The relation between applied technique and dura-
tion of procedure is severely influenced by the surgeon's
expertise. Therefore experience is categorized into two
groups: surgeons having performed ≥ 50 or <50 thyroid
operations. Since there are so far no publications on this
topic, the cut-off value of 50 operations was chosen, based
on the results of an internal pilot study of the University
of Heidelberg on learning curves of surgeons,. Even if neither superiority nor relevance can be shown sta-
tistically, the exploratory interpretation of the narrow
two-sided confidence intervals (expected width <10 min-
utes) can be used to compare the difference in operating
time. Randomization and blinding A block randomization list with alternating block sizes
was generated by the Institute for Medical Biometrics and
Informatics (IMBI) using SAS (SAS Version 8.2, SAS Insti-
tute Inc., Cary, USA) for each center. The randomization
code is stored at the IMBI and is not accessible to any clin-
ical investigator. Until opening the sealed envelopes the
allocation sequence is concealed in envelopes. If the indi-
cation for a trial randomization is not given after explora-
tion, the sealed envelope will be used for the next patient. Prerequisite for this is an intact seal on the opaque rand-
omization envelope. Envelopes are used because any elec-
tronic or telephone systems would have substantially
increased the costs of the trial without any funding avail-
able to cover these. Furthermore, easily accessible compu-
ter systems are not available in all surgical theatres of the
participating centers. Secondary endpoints will be analyzed and characterized
using descriptive statistics. An interim analysis is not
planned. Statistical analysis The participating centers collect the data and send the case
report forms to the SDGC in Heidelberg. Double data
entry is done and queries are generated for statistical mon-
itoring. The analysis will be performed by the IMBI in
cooperation with the SDGC using an analysis plan. Sample size Some sensitivity analyses are planned, using a linear
mixed model as well as using the per-protocol population
which consists of all patients of the ITT population with-
out major protocol violations. http://www.trialsjournal.com/content/7/1/27 http://www.trialsjournal.com/content/7/1/27 function. The non-surgical category consists of duration of
postoperative hospital stay. To assess the relevance of the
chosen endpoints, the following ten aspects have to be
ranked from "most important" to "least important" by
patients and surgeons (only once): Intraoperative compli-
cations, postoperative complications, length of hospital
stay, voice function, dysphagia, death, postoperative pain,
postoperative fatigue, convalescence of complete physical
maximum resilience and cosmetic result [18]. After randomization the assigned group result is con-
cealed. Subsequent investigations are performed by
blinded study nurses or blinded investigators in order to
assure unbiased assessment of endpoints when possible. Clip Group In the Clip Group each vessel will be occluded by applica-
tion of one medium size clip close to the thyroid and two
medium-size clips distal to the thyroid using the BBD-Aes- Page 3 of 6
(page number not for citation purposes) Page 3 of 6
(page number not for citation purposes) Trials 2006, 7:27 http://www.trialsjournal.com/content/7/1/27 Page 4 of 6
(page number not for citation purposes) http://www.trialsjournal.com/content/7/1/27 http://www.trialsjournal.com/content/7/1/27 investigators from the SDGC to ensure correct patient
recruitment and meticulous documentation. investigators from the SDGC to ensure correct patient
recruitment and meticulous documentation. mittee gave a positive vote on January 7th, 2004. All
participants will be informed about the trial and the writ-
ten informed consent must be signed before randomiza-
tion. The trial was registered in December 2003 at the
International Standard Randomized Controlled Trial
Number Registration (ISRCTN96901396). Randomization bias. Randomization is done in a block
randomization system with alternating block sizes to
avoid positive prediction of the last procedures in each
block. The calculated randomization sequence is sealed at
the IMBI for each participating center. Envelopes are non-
transparent and cannot be resealed after opening. After
exploration of the thyroid gland and affirmation of the
indication an intra-operative randomization is per-
formed. The unclosed randomization sheet is sent via fax
to the IMBI. Two Amendments were accepted before this publication
by the ethical committees: in the first amendment two
additional secondary objectives (total time of the proce-
dure, weight of specimen) were added. This was done in
order to improve evaluation of the primary objective
'resection time' which is calculated by measuring the time
between the completion of ligation of the upper pole ves-
sels and the time of removal of the complete specimen. The second amendment was introduced to expand the
inclusion criteria in regard to the type of operation. Until
then, only hemi-thyroidectomies in combination with
subtotal thyroid resection of the other side were included
into the trial. Since this operation is not the only standard
surgical procedure in goiter surgery in Germany, complete
thyroidectomy and near-total thyroidectomy were added. The surgical details of these techniques are not in conflict
with the objectives of the study. By this second amend-
ment a shorter recruitment period is expected. Surgeon's expertise bias. Another source of bias is the sur-
geon's expertise. Most often new surgical techniques or
methods are introduced by the most experienced sur-
geons. To minimize this source of bias stratification for
surgeon's skill is made, and measured data will be ana-
lyzed by analysis of variance in regard to surgeon's skill,
center and vessel occlusion technique. Due to this analysis
of variance, bias of center effects and surgeon's skill
should be reduced. Current status and duration of the trial Up to now six centers are initiated and 155 patients, of the
400 needed, were randomized by five centers (status July
5th, 2006, details see acknowledgements). The first patient
was randomized on March 5th, 2004. The expected recruit-
ment period will last until the end of 2008. Prevention of non-conclusive results. Recent reports com-
paring different methods of hemostasis in thyroidecto-
mies were underpowered or not designed as RCTs. In the
calculation of the sample size of 420 patients, a post ran-
domization drop out of 10 patients in each allocation arm
and additional 40 patients for each secondary endpoint
for 'lost to follow up' are included. Thus, the calculated
sample size is large enough to draw definite conclusions. The interpretation of the hypothesis has a high statistical
power: a significant result of this relevance test is equiva-
lent to a time difference of at least 15 minutes [19]. http://www.trialsjournal.com/content/7/1/27 Possible complications such as bleed-
ing, re-operation due to bleeding, recurrent palsy or
impaired function of parathyroid glands are assessed by
blinded study nurses or investigators. Re-operation, recur-
rent palsy and impaired function of parathyroid glands
are obvious events that can not be diminished by the
responsible surgeon. Trial organization, quality control, registration and ethical
aspects The trial was designed at the Study Center of the German
Surgical Society (Studienzentrum der Deutschen Gesells-
chaft für Chirurgie, SDGC) in cooperation with the Insti-
tute of Medical Biometrics and Informatics (IMBI) at the
University of Heidelberg, Medical School. Trial monitor-
ing is done by an independent monitor of the SDGC. The
trial is performed according to the Declaration of Helsinki
in its current German version and the Good Clinical Prac-
tice (GCP). Before trial start the independent ethic com- Randomization and time measurement is performed by
an independent member of the clinical site (study nurse
or anesthesiologist) who is not involved in the surgical
procedure. Page 4 of 6
(page number not for citation purposes) Page 4 of 6
(page number not for citation purposes) Trials 2006, 7:27 http://www.trialsjournal.com/content/7/1/27 Trials 2006, 7:27 Discussion The evaluation of optimal surgical therapeutic options
and procedures should be performed according to the best
current knowledge. Due to the principles of Evidence-
based Medicine (EbM), the randomized controlled trial
(RCT) is assumed to be the gold standard in evaluating
different medical methods and procedures. Even in RCTs,
though, the risk of bias should not be underestimated. In
surgical trials a double blinded trial design is difficult to
establish; therefore, the patient selection, power, rand-
omization, surgeon's skill, data assessment and documen-
tation of outcome measures and statistical analyses are
important design issues and susceptible to the different
forms of bias. Hence, all these issues are specified in the
trial protocol a priori. Publication bias. One important tool to avoid bias in clin-
ical trials is the international registration and publication
of trial protocols. CLIVIT was registered in 2003 before the
subsequent requirement of the International Committee
of Medical Journal Editors were published [20]. In conclusion, this is the first randomized controlled mul-
ticenter relevance trial comparing different vessel occlu-
sion techniques in thyroid surgery with adequate power
and sufficient detailed information about the design as
well as framework. If significant, the results might be gen-
eralized and may change the current surgical practice. Selection bias. To minimize the selection bias all patients
scheduled for thyroid surgery are screened consecutively
in all participation sites. Moreover, neither patient age nor
the size of the goiter is an exclusion criterion. Screening
lists and case report files are monitored by independent Page 5 of 6
(page number not for citation purposes) Page 5 of 6
(page number not for citation purposes) http://www.trialsjournal.com/content/7/1/27 Trials 2006, 7:27 http://www.trialsjournal.com/content/7/1/27 analysis and evaluation of the clinical relevance of study var-
iables by the patient and physician]. Chirurg 2001, 72:19-28.
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De Angelis C, Drazen JM, Frizelle FA, Haug C, Hoey J, Horton R,
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Van Der Weyden MB: Clinical trial registration: a statement
from the International Committee of Medical Journal Edi-
tors. Lancet 2004, 364:911-912. Competing interests p
g
The author(s) declare that they have no competing inter-
ests. 19. 20. References 1. M A, MJ C, DJ L: Repräsentative Studie zur Erfassung des Jod-
versorgungszustandes der Bevölkerung Deutschlands. Bun-
desministerium für Gesundheit (BMG) 1998. (
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2. Reiners C, Wegscheider K, Schicha H, Theissen P, Vaupel R,
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2005, 390:171-177. Acknowledgements g
The trial is designed, managed and conducted by the Study Center of the
German Surgical Society (SDGC. It is funded by a grant from the German
Ministry of Research and Education and supported by the BBD-Aesculap©
Company, Tuttlingen, Germany. Patient recruitment is done by the follow-
ing participating surgical centers in Germany (CLIVIT study group): Surgical
Department of the University Hospital Heidelberg, City Hospital Magde-
burg, Surgical Department of the University Hospital Marburg, Suedstadt
Hospital Rostock, and the Salem Hospital Heidelberg. References Publish with BioMed Central and every
scientist can read your work free of charge
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Your research papers will be:
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Submit your manuscript here:
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BioMedcentral Publish with BioMed Central and every
scientist can read your work free of charge 15. Chan AW, Hrobjartsson A, Haahr MT, Gotzsche PC, Altman DG:
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randomized trials: comparison of protocols to published
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https://openalex.org/W2913333940
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English
| null |
3D vessel-wall virtual histology of whole-body perfused mice using a novel heavy element stain
|
Scientific reports
| 2,019
|
cc-by
| 9,065
|
3D vessel-wall virtual histology of
whole-body perfused mice using a
novel heavy element stain
P. Joy Dunmore-Buyze
1, Charmainne Cruje1,2, Zengxuan Nong1, Jason J. Lee1,2, f y
P. Joy Dunmore-Buyze
1, Charmainne Cruje1,2, Zengxuan Nong1, Jason J. Lee1,2,
John A. Kiernan 3, J. Geoffrey Pickering
1,2,4,5 & Maria Drangova 1,2 Received: 3 September 2018
Accepted: 23 November 2018
Published: xx xx xxxx Received: 3 September 2018
Accepted: 23 November 2018
Published: xx xx xxxx Received: 3 September 2018
Accepted: 23 November 2018
Published: xx xx xxxx Virtual histology – utilizing high-resolution three-dimensional imaging – is becoming readily available. Micro-computed tomography (micro-CT) is widely available and is often coupled with x-ray attenuating
histological stains that mark specific tissue components for 3D virtual histology. In this study we
describe a new tri-element x-ray attenuating stain and perfusion protocol that provides micro-CT
contrast of the entire vasculature of an intact mouse. The stain – derived from an established histology
stain (Verhoeff’s) – is modified to enable perfusion through the vasculature; the attenuating elements
of the stain are iodine, aluminum, and iron. After a 30-minute perfusion through the vasculature
(10-minute flushing with detergent-containing saline followed by 15-minute perfusion with the stain
and a final 5-minute saline flush), animals are scanned using micro-CT. We demonstrate that the new
staining protocol enables sharp delineation of the vessel walls in three dimensions over the whole body;
corresponding histological analysis verified that the CT stain is localized primarily in the endothelial
cells and media of large arteries and the endothelium of smaller vessels, such as the coronaries. The
rapid perfusion and scanning protocol ensured that all tissues are available for further analysis via
higher resolution CT of smaller sections or traditional histological sectioning. Advances in vascular research rely heavily on detailed characterization of rodent models of disease. Histology
is commonly employed to investigate the architecture and constituents of the vasculature and organs of mice1–3
and study various disease models4–7. Histological protocols require the excision of tissue followed by fixation,
dehydration, clearing and embedding, cutting into thin sections (5–10 μm) and immersing in chemical stains for
varying periods of time. Although standard histology provides images with high resolution, it is limited by the
requirement for processing a limited number of sections, thereby losing three-dimensional context. Furthermore,
traditional histological staining protocols are time-consuming and are prone to introducing morphological arti-
facts8. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Received: 3 September 2018
Accepted: 23 November 2018
Published: xx xx xxxx Materials and Methods Animal handling and preparation. Animal studies were performed under a protocol approved by the
University Council on Animal Care at the University of Western Ontario, which follows the policies set out by the
Canadian Council on Animal Care. The “CT stain” perfusion techniques presented in the paper were developed
using 10 mice (C56BL/6 male, 25–30 g, Jackson Laboratory, Bar Harbor ME) for each stain studied; results are
reported from two mice for each of the CT stains. Prior to cannulation of the abdominal aorta, mice were anaes-
thetized with an intraperitoneal injection of 50 mg/kg of ketamine hydrochloride and 12.5 mg/kg of xylazine; to
prevent clotting during the perfusion, 0.2 mL of heparin (Sodium Injection USP, 200 units, Sandoz Canada Inc.)
was injected intraperitoneally. A midline incision was made in the abdomen, beginning just below the diaphragm. The abdominal aorta was dissected free and cannulated using a 24 GA, 19 mm long I.V. catheter; the catheter was
attached to the perfusion system (see below) and the inferior vena cava was cut to allow drainage of the perfusate. CT stains. Three different CT stains were evaluated. All solutions were filtered prior to perfusion and
were used within 24 h of preparation in de-ionized water. Following prior work24 5% w/v PTA and I2KI (2.5%
w/v KI and 1.3% w/v I2) solutions were prepared. A modified Verhoeff’s solution was also prepared, where
the modification consisted of replacing the traditional alcoholic heamatoxylin in the formulation with an
aluminum-heamatoxylin solution (Surgipath, Harris Hematoxylin, Leica Biosystems). The stain components
were modified because the traditional Verhoeff’s stain33 (containing 5% w/v heamatoxylin in ethanol) caused
precipitation when perfused through the animal and prevented complete perfusion by occluding small vessels. Specifically, the modified solution contained 56% v/v aluminum (Harris) heamatoxylin, 2.2% w/v FeCl3•6H2O,
0.6% w/v KI and 0.3% w/v I2. Perfusion system. Consistency of the perfusions was facilitated by the use of a modified ValveBank®8 Pinch
Valve (Automate Scientific, Berkeley, CA) gravity-fed perfusion system, which seamlessly switches between solu-
tions (Supplementary Fig. S1). The pinch valve apparatus of the commercial system was redesigned to allow for
the use of larger diameter tubing (4.76 mm), which provided the flow rates and pressure required to perfuse whole
mice and rats. Up to 6 different solutions can to be perfused, as required, without moving the animal once the
catheter is in place. Saline flush with and without a detergent. www.nature.com/scientificreports/ tissues. Our group has developed a whole-body perfusion technique, which obviates the need to extract and soak
individual organs or tissues. This technique exploits the vasculature as a channel to deliver stains throughout the
entire body24 tissues. Our group has developed a whole-body perfusion technique, which obviates the need to extract and soak
individual organs or tissues. This technique exploits the vasculature as a channel to deliver stains throughout the
entire body24.h y
The previously studied stains are of interest in micro-CT imaging because they contain heavy elements (i.e. iodine, tungsten and osmium). Since these stains have known affinities for specific tissue components – such as
PTA for collagen25–27, fibrin3, muscle fascicles16, and extracellular tissue proteins in the glomeruli9 or I2KI for
soft tissues such as myocardial muscle fibres28 and various connective tissues17,18,29 – their presence in micro-CT
images would coincide with the abundance of the tissue component it selectively stains. For models of vascular
disease, stains that bind to endothelial cells, collagen, extracellular matrix proteins and elastin would be advanta-
geous. While I2KI, PTA, and OsO4 are useful in studying the vessel wall as a whole unit, no micro-CT stain that
highlights individual wall components has been demonstrated. A commonly used histology stain for elastic tissue
and cell nuclei is Verhoeff’s stain, which is reported to bind to elastin by van der Waals forces30–32. Verhoeff’s stain
contains two x-ray attenuating materials (iron and iodine), making it an attractive candidate as a micro-CT stain
for vascular analysis. y
In this study, we describe a novel, tri-element x-ray attenuating stain and perfusion protocol derived from
Verhoeff’s stain that provides micro-CT contrast of the entire vasculature of an intact mouse. Rapid perfusion – of
less than 30 minutes – with the novel stain results in micro-CT images of vessel walls, which compared favourably
with images of I2KI- and PTA-perfused mice. Corresponding histological sections localized the heavy elements
within the vessel wall. We describe our novel stain and demonstrate its ability to provide 3D images of vessel walls
throughout the entire mouse vasculature, and hence its utility in virtual histology; to our knowledge, no other
CT staining technique localizes contrast within the structural components of the vessel wall, thereby producing
whole-mouse vasculature-specific images using 3D micro-CT, following a perfusion procedure under 30 minutes. 3D vessel-wall virtual histology of
whole-body perfused mice using a
novel heavy element stain
P. Joy Dunmore-Buyze
1, Charmainne Cruje1,2, Zengxuan Nong1, Jason J. Lee1,2, f A technique that enables the microanatomy of rodents to be studied in three dimensions (3D) while leaving
organs of interest intact would allow for structural and morphological information to be obtained9–13.f g
g
Micro-computed tomography (micro-CT) is a cost-effective and widely available 3D imaging technique
that provides an opportunity to non-destructively study intact rodents and explanted tissues at high resolution. Recently, a strategy of using histological stains that mark specific tissue components combined with micro-CT
has been applied in “virtual histology” – a technique that can be used to study the microstructure of tissues
without disturbing the morphology of an organ or tissue of interest. Several groups have used high resolution
micro-CT for virtual histology to visualize soaked excised organs and tissues in iodine-potassium iodide (I2KI)14–
20, phosphotungstic acid (PTA)8,9,21, and osmium tetroxide (OsO4)22 for periods of time ranging from hours to
weeks. Previous reports have also shown that unstained tissue can be visualized using other x-ray based imaging
techniques, such as phase contrast CT8 and photon counting23. However, these techniques have limited field
of view and require the removal of tissue from its native anatomy. Since the vascular system is a network that
encompasses the whole body, there is great value in observing the gross vasculature in addition to imaging select 1Robarts Research Institute, The University of Western Ontario, London, Ontario, N6A 5B7, Canada. 2Department
of Medical Biophysics, The University of Western Ontario, London, Ontario, N6A 5C1, Canada. 3Department of
Anatomy and Cell Biology, The University of Western Ontario, London, Ontario, N6A 5C1, Canada. 4Department
of Physiology and Pharmacology, The University of Western Ontario, London, Ontario, N6A 5C1, Canada. 5Departments of Medicine and Biochemistry, The University of Western Ontario, London, Ontario, N6A 5B7, Canada. P. Joy Dunmore-Buyze and Charmainne Cruje contributed equally. Correspondence and requests for materials should
be addressed to M.D. (email: mdrangova@robarts.ca) Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z 1 www.nature.com/scientificreports/ Materials and Methods The image slices shown were selected to demonstrate uptake by
the aorta (arrowheads), heart (circle), and the liver (arrow) in the top row, and kidneys (asterisk) in the bottom
row, which are labeled in (e) for reference. with 50 µm isotropic voxels and intensities were converted to Hounsfield units (HU), where the image intensities
scale linearly with attenuation and the value of water equals 0 HU and that of air equals −1000 HU. Following
micro-CT scanning, tissue samples were harvested for histology. Image visualization and analysis. The micro-CT images were viewed and analysed using MicroView
(Parallax Innovations, London, ON). While the general “binding affinity” of the CT stains is consistently repro-
ducible, absolute increases in x-ray attenuation is variable between specimens and tissue types. Nevertheless,
quantitative evaluation of the attenuation (in HU) of representative tissues is valuable27 and was performed for
two mice perfused with each CT stain. Because the murine vessel wall is less than 100 µm thick, regions of interest
were defined as 0.5-mm (10-voxel) long single-voxel line profiles drawn along the length of the ascending aorta in
three consecutive slices (all stains) and along select coronary arteries (AlumHemFeI and AlumHemFeI-T only);
for each region the mean and standard deviation were calculated. (In essence, the regions of interest represent
3 × 10 × 1 voxel patches of the vessel wall.) For reference, similar regions of interest were defined in the humerus
(forelimb), which is representative of cortical bone. Because the entire vasculature is perfused during the exper-
iment, unstained soft tissue cannot be identified consistently in the mice and therefore no attempt was made
to calculate contrast enhancement over background. Lastly, for comparison to prior work24, 0.5 × 0.5 × 0.5 mm
regions of interest were used to measure attenuation in the myocardium of the PTA- and I2KI-stained mice. The
measured values were averaged to generate a mean CT number for each tissue type. The mean of the standard
deviations of the regions of interest from the two mice are also reported; these standard deviations represent a
combination of image noise and variability in regional stain delivery. Histological analysis. In order to identify the vessel-wall components to which the various chem-
ical agents may be adhering to, histological processing tailored to each stain compound was performed. Materials and Methods Clearing of the blood prior to perfusion with a stain was
achieved by perfusing the vasculature with heparinized saline (0.9% NaCl; 0.1% heparin). To increase the perme-
ability of the vessel wall, a second solution was prepared by adding a non-ionic detergent (0.03% Triton™ X-100,
BDH Analytical Chemicals) in phosphate buffered saline. CT-stain perfusion protocol. Mice were perfused via retrograde perfusion of the abdominal aorta at phys-
iological pressure (~110 mm Hg). Heparinized saline – with or without Triton™ X-100 – was flushed through
the vasculature for 10 minutes, which caused animal death by exsanguination. One of the three CT stains was
then delivered using the following timing: 15 minutes for I2KI, 30 minutes for PTA, and 10 minutes for the
aluminum-modified stain. These times were based on earlier work and preliminary tests aimed at optimizing
vessel contrast (aluminum-modified CT stain). Finally, the vasculature was flushed with normal saline for 5 min-
utes. We will refer to the aluminum-modified stain applied following saline flush as AlumHemFeI and to the stain
applied following flushing with saline with Triton™ X-100 as AlumHemFeI-T. Additional mice were perfused
with heparinized saline – with or without Triton™ X-100 – for 15 minutes to act as negative controls. Micro-CT imaging. Immediately following perfusion, whole body micro-CT scans were obtained on a GE
eXplore speCZT scanner (GE Healthcare, London, ON) using a 5-minute protocol (900 views, 0.4° angle incre-
ment). Scan parameters were 90 kVp, 40 mA, 2 × 2 binning, and 16 ms exposure time. Images were reconstructed Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z 2 www.nature.com/scientificreports/ Figure 1. Coronal slices from micro-CT volume images (50 µm isotropic voxels) of whole-body perfused mice. The images illustrate the difference in contrast enhancement based on the stain perfused: (a) saline, (b) PTA, (c)
I2KI, (d) AlumHemFeI and (e) AlumHemFeI-T. The image slices shown were selected to demonstrate uptake by
the aorta (arrowheads), heart (circle), and the liver (arrow) in the top row, and kidneys (asterisk) in the bottom
row, which are labeled in (e) for reference. Figure 1. Coronal slices from micro-CT volume images (50 µm isotropic voxels) of whole-body perfused mice. The images illustrate the difference in contrast enhancement based on the stain perfused: (a) saline, (b) PTA, (c)
I2KI, (d) AlumHemFeI and (e) AlumHemFeI-T. Materials and Methods The
I2KI-perfused tissues were removed from the perfused animal and embedded in OCT so that frozen sections
could be obtained; these frozen sections were examined with no additional processing or staining because
I2KI appears brown in the sections and is largely removed by water or organic solvents. Samples from the PTA,
AlumHemFeI and AlumHemFeI-T-perfused animals were fixed in 4% paraformaldehyde overnight, embedded
in paraffin, and sectioned (5 µm thick). Toluidine blue34, which combines with PTA to form an insoluble pig-
ment, was used to counter-stain the colourless PTA-perfused samples. The iron-containing AlumHemFeI- and
AlumHemFeI-T-stained sections were counter-stained with a Perls’ Prussian blue method35, to localize iron in
the tissues. Sections from saline-perfused mice were also stained, as negative controls for the CT stains. Sections
were viewed and photographed using an Olympus BX51 (Center Valley, PA) microscope. Results
Q
lit t Qualitative comparison of CT stains. Whole-body retrograde perfusion of CT stains was successfully
– and reproducibly – achieved using the apparatus and protocols developed. The images of Fig. 1 confirm prior
results, using hand perfusion, with PTA and I2KI. PTA weakly bound to the myocardium and enhanced the
parenchymal structure of the liver (Fig. 1b). In contrast, I2KI clearly enhanced the myocardium and enabled
visualization of myocardial structure, while the coronary artery lumina appear as voids (Fig. 1c). I2KI also bound
to the walls of the aorta and liver vessels, but it diffused into the tissue surrounding the vessels. The AlumHemFeI
stain, when perfused following saline flushing, demonstrated a great affinity for arterial wall, particularly that of
the coronaries, renal arteries, aorta, and carotids. However, the stain also appeared to diffuse through the wall
and enhance surrounding tissues, such as the myocardium and renal cortex (Fig. 1d). The inclusion of Triton™ Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z 3 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 2. Thick maximum intensity projections (1 mm thick) of the thorax and abdomen of mice perfused
with the 4 different stains: PTA (a), I2KI (b), AlumHemFeI (c), and AlumHemFeI-T (d). It can be seen that the
AlumHemFeI-T stain provides a clear delineation of arterial walls; the arrow points to the aortic arch. Figure 2. Thick maximum intensity projections (1 mm thick) of the thorax and abdomen of mice perfused
with the 4 different stains: PTA (a), I2KI (b), AlumHemFeI (c), and AlumHemFeI-T (d). It can be seen that the
AlumHemFeI-T stain provides a clear delineation of arterial walls; the arrow points to the aortic arch. X-100 in the saline flush, results in a clearer visualization of the arterial wall of all major organs with minimal
diffusion into surrounding tissue (Fig. 1e). When the four staining protocols are compared, it is evident that the
AlumHemFeI and AlumHemFeI-T provide delineation of the aortic wall better than that seen with PTA, compa-
rable to that seen with I2KI, and providing, in addition, images of coronary, renal, and hepatic vessel walls.hf The effectiveness of AlumHemFeI-T in delineating the vessel wall is further demonstrated by observing the
thick maximum intensity projections (MIPs, 1-mm thick) in Fig. 2. Results
Q
lit t Whereas PTA and I2KI stains marked whole
organs, AlumHemFeI-T displayed a clear delineation of the vasculature feeding and within these organs.f g
p y
g
g
Figure 3 shows three different thick-slab MIPs from a single mouse and provides further convincing demon-
stration that delivery of the AlumHemFeI-T solution resulted in concentrated and extensive staining of the vessel
walls, without diffusing into the surrounding tissues. Figure 3a shows the aortic arch, coronary arteries including
intramyocardial branches, and the liver vasculature. The AlumHemFeI-T stain can also be clearly seen in the
common carotid arteries, the internal and external carotids, the kidney vasculature (Fig. 3b), and the small lum-
bar vessels in the spine as well as the cerebral vessels (Fig. 3c). The oblique MIPs of Fig. 3 and the Supplementary
Videos SV1–SV3 further demonstrate the ability to follow the arterial vasculature throughout the body. Quantitative analysis. The results of the quantitative analysis of CT enhancement provided by the four
different staining protocols are presented in Table 1. These results show that each stain binds differently depend-
ing on the tissue type. PTA generally provided weaker enhancement than the iodine-containing stains. While
I2KI delivery yielded the highest CT numbers in the aortic wall, it did not delineate the coronary artery wall. Instead, coronary artery wall enhancement was quantifiable only in mice perfused with the AlumHemFeI and
AlumHemFeI-T agents. Histology of CT-stained tissues. To relate the micro-CT images to histology, sections of excised aortas
and hearts from perfused mice were examined. Light microscopy images of representative histological sections
of heavy element stain-perfused mice are shown in Figs 4 and 5 for the aorta and myocardium/coronary arteries,
respectively. Negative-control histological sections are of aorta and myocardium are provided in Supplementary Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z 4 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 3. Coronal (a,b) and sagittal (c) slices of an AlumHemFeI-T whole-body perfused mouse. Slices are
taken from images acquired with a 5-minute scan protocol (90 kVp; 50 μm voxels). The images are 1-mm
maximum intensity projections selected to highlight the coronary vasculature (circle in a), aortic arch (*in
a,b), common carotid arteries (arrows in a,b), the internal and external carotid arteries (arrowheads in b), the
cerebral vasculature (arrow in c), and the small lumbar vessels (arrowheads in c). All images can bee seen by
scrolling through the Supplementary Videos SV1, SV2 and SV3. Figure 3. Results
Q
lit t Coronal (a,b) and sagittal (c) slices of an AlumHemFeI-T whole-body perfused mouse. Slices are
taken from images acquired with a 5-minute scan protocol (90 kVp; 50 μm voxels). The images are 1-mm
maximum intensity projections selected to highlight the coronary vasculature (circle in a), aortic arch (*in
a,b), common carotid arteries (arrows in a,b), the internal and external carotid arteries (arrowheads in b), the
cerebral vasculature (arrow in c), and the small lumbar vessels (arrowheads in c). All images can bee seen by
scrolling through the Supplementary Videos SV1, SV2 and SV3. Tissue type
CT stain
PTA
I2KI
AlumHemFeI
AlumHemFeI-T
Saline
mean*
SD£
mean
SD
mean
SD
mean
SD
mean
SD
aorta
424
50
1623
72
913
30
731
23
—
coronary
3063§
176
1377§
116
—
myocardium
583
153
3338
124
101
37
cortical bone†
1968
71
1846
86
1690
151
1390
125
1452
93
Table 1. Quantitative contrast of various tissue types; all values are in HU. *Mean of the regions of interest
from two mice for each tissue type. £Mean of the standard deviations of the regions of interest from the two
mice, representing noise and variability in regional stain delivery. §Higher attenuation observed in the coronary
vessel walls of AlumHemFeI perfused mice compared to the AlumHemFeI-T mice is attributed to the increased
localization of the stain within the vessel wall when AlumHemFeI-T is used. †Cortical bone values agree with
prior data39; variations can be attributed to differences in age. _In the saline-perfused mice all non-fatty soft
tissue has the same mean attenuation; no attempt was made to identify aorta or coronaries. Tissue type
CT stain
PTA
I2KI
AlumHemFeI
AlumHemFeI-T
Saline
mean*
SD£
mean
SD
mean
SD
mean
SD
mean
SD
aorta
424
50
1623
72
913
30
731
23
—
coronary
3063§
176
1377§
116
—
myocardium
583
153
3338
124
101
37
cortical bone†
1968
71
1846
86
1690
151
1390
125
1452
93 Table 1. Quantitative contrast of various tissue types; all values are in HU. *Mean of the regions of interest
from two mice for each tissue type. £Mean of the standard deviations of the regions of interest from the two
mice, representing noise and variability in regional stain delivery. Results
Q
lit t §Higher attenuation observed in the coronary
vessel walls of AlumHemFeI perfused mice compared to the AlumHemFeI-T mice is attributed to the increased
localization of the stain within the vessel wall when AlumHemFeI-T is used. †Cortical bone values agree with
prior data39; variations can be attributed to differences in age. _In the saline-perfused mice all non-fatty soft
tissue has the same mean attenuation; no attempt was made to identify aorta or coronaries. Figs S2 and S3, respectively; these figures contain histological images of all CT stains evaluated. In each case, the
negative-control sections appear colourless, verifying that any pigmentation in the CT stain-perfused tissues was
due to the presence of the CT stain. In PTA-perfused sections, subsequent staining with toluidine blue marked the presence of PTA through-
out the aortic wall, including the endothelium, the medial interlamellar units (between the elastic laminae) and
adventitia (Fig. 4a). Within the myocardium (Fig. 5a) high intensity PTA-detection staining was observed in
both the coronary vessel walls and the surrounding myocardial tissue. This observation is consistent with the
micro-CT image (Fig. 2a) and indicates the delivery of the PTA stain into the myocardium, via the coronary
vessels and capillaries.h In I2KI-perfused mice, iodine stains tissues brown. The brown colour was uniformly distributed across the
wall of the aorta (Fig. 4b) and high-intensity colour is seen throughout the myocardium (Fig. 5b), while no coro-
nary arteries were detectable. (Note, the poor quality of the micrographs is because, to avoid washing away of the
tissue-associated iodine, frozen tissue sections maintained in OCT embedding media needed to be studied and Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z 5 www.nature.com/scientificreports/ Figure 4. Sections of aortas from mice perfused with PTA (a), I2KI (b), AlumHemFeI (c) and AlumHemFeI-T
(d). The images in (e) and (f) are magnifications of the regions outlined in c, and d respectively. The purple
colour in (a) indicates the presence of PTA within the aortic wall. The iodine within the aortic wall is orange-
brown in colour (frozen section). Both AlumHemFeI (c,e) and AlumHemFeI –T (d,f) stain the interlamellar
spaces, but AlumHemFeI-T provides more intense staining of the endothelium (arrow) and the endothelial cell
nuclei (arrowheads in f). For negative controls see Supplementary Fig. S2. Figure 4. Sections of aortas from mice perfused with PTA (a), I2KI (b), AlumHemFeI (c) and AlumHemFeI-T
(d). imaged. Nonetheless, Figs 4b and 5b confirm that the CT enhancement seen in Fig. 2b is due to I2KI accumulation
within the entire aortic wall and the myocardium.
Figures 4c,d and 5c,d suggest that, interestingly, AlumHemFeI and AlumHemFeI-T stain specific compo-
nents of the vessel wall. The Prussian blue reaction product showed the distribution of iron (in the aluminum,
iodine, and iron heavy element mixture) as different intensities of blue. For AlumHemFeI, iron was present
within the interlamellar units of the aorta (Fig. 4c,e and Supplementary Fig. S2), with the highest concentra-
tion in the endothelium (Fig. 4e). Particularly noteworthy was the finding of intense blue also seen within some
endothelial-cell nuclei (Fig. 4e and Supplementary Fig. S2). Within the heart (Fig. 5c,e and Supplementary Results
Q
lit t The images in (e) and (f) are magnifications of the regions outlined in c, and d respectively. The purple
colour in (a) indicates the presence of PTA within the aortic wall. The iodine within the aortic wall is orange-
brown in colour (frozen section). Both AlumHemFeI (c,e) and AlumHemFeI –T (d,f) stain the interlamellar
spaces, but AlumHemFeI-T provides more intense staining of the endothelium (arrow) and the endothelial cell
nuclei (arrowheads in f). For negative controls see Supplementary Fig. S2. Figure 5. Sections of myocardium from mice perfused with PTA (a), I2KI (b), AlumHemFeI (c) and
AlumHemFeI-T (d). The images in (e) and (f) are magnifications of the regions outlined in c, and d respectively. The purple colour in (a) indicates the presence of PTA within the myocardium and coronary wall. Intense
iodine staining of the myocardium is seen in (b) (frozen section). Intense Prussian blue reaction product is seen
in the coronary wall (d and f) when AlumHemFeI–T is used. The endothelial and medial layers (arrow in f)
and endothelial cell nuclei (arrowheads in f) appear intensely stained. For negative controls see Supplementary
Fig. S3. Figure 5. Sections of myocardium from mice perfused with PTA (a), I2KI (b), AlumHemFeI (c) and
AlumHemFeI-T (d). The images in (e) and (f) are magnifications of the regions outlined in c, and d respectively. The purple colour in (a) indicates the presence of PTA within the myocardium and coronary wall. Intense
iodine staining of the myocardium is seen in (b) (frozen section). Intense Prussian blue reaction product is seen
in the coronary wall (d and f) when AlumHemFeI–T is used. The endothelial and medial layers (arrow in f)
and endothelial cell nuclei (arrowheads in f) appear intensely stained. For negative controls see Supplementary
Fig. S3. imaged. Nonetheless, Figs 4b and 5b confirm that the CT enhancement seen in Fig. 2b is due to I2KI accumulation
within the entire aortic wall and the myocardium. Figures 4c,d and 5c,d suggest that, interestingly, AlumHemFeI and AlumHemFeI-T stain specific compo-
nents of the vessel wall. The Prussian blue reaction product showed the distribution of iron (in the aluminum,
iodine, and iron heavy element mixture) as different intensities of blue. For AlumHemFeI, iron was present
within the interlamellar units of the aorta (Fig. 4c,e and Supplementary Fig. S2), with the highest concentra-
tion in the endothelium (Fig. 4e). Discussion p
p
y
y
Further contrast enhancement was achieved when perfusion with AlumHemFeI CT stain was preceded by
flushing with a saline solution of the non-ionic detergent Triton™ X-100, resulting in greater permeation of the
stain into the vessel wall. We suspect that the saline-Triton™ X-100 solution allowed access to binding sites in
the tissues that would not normally be accessible to the stain. The use of Triton™ X-100 also resulted in sharper
delineation of the vessel wall in the micro-CT images, likely because of the increased permeability of the vessel
wall to the final saline flush, thereby removing any excess stain that is present in surrounding tissue. il
,
y
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p
g
Based on the AlumHemFeI-T histology and the micro-CT results (Figs 2, 4, 5 and Table 1), we speculate that
the non-ionic detergent is acting in two ways. First, the cell membranes of endothelial tissue are disrupted when
exposed to the detergent, thereby allowing more stain to be delivered into the vessel wall. This assumption is sup-
ported by the more localized enhancement of contrast in the vessel wall compared to the surrounding tissue in the
micro-CT images and the increased intensity of the blue colour observed in the Prussian blue-stained histology
sections (compared to those stained with AlumHemFeI). Second, the increased permeability allowed for a more
effective flush of the CT stain during the final saline perfusion stage; excess CT stain that wasn’t bound to tissue
was removed resulting in more uniform enhancement of the vessel walls and sharper vessel wall delineation in the
micro-CT images. The observed CT contrast is lower because of the partial-volume effect (where the CT voxels
are larger than the thickness of the vessel wall). g
Other groups have reported that using a graded ethanol biochemical conditioning technique enhanced the
permeability of murine tissues29 and provided good soft tissue contrast without the use of a CT stain23. However,
it has also been shown that when applied to both formalin-fixed and unfixed collagen-containing tissue, ethanol
causes large amounts of shrinkage36–38. Our results show that using a biological detergent prior to perfusion of
unfixed tissue permeabilizes the cell endothelial membrane and potentially opens channels in other tissue com-
ponents to allow for greater stain penetration without the drying effects of ethanol. p
g
p
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gf
AlumHemFeI and AlumHemFeI-T contain three highly attenuating elements – iron, iodine, and aluminum. Discussion In this study, we have shown that a novel, highly x-ray attenuating stain, AlumHemFeI-T, delivered via vascular
perfusion, allows for whole-body ex vivo visualization of the vessel wall over the entire vascular tree in mice using
micro-CT. The perfusion/staining technique promises to provide valuable information to pre-clinical cardiovas-
cular studies due to the ease of staining and wide availability of laboratory micro-CT scanners. Optical histology
verified that AlumHemFeI-T has an affinity for endothelial cells and the contents within the interlamellar units in
the aorta and the media of the coronary arteries. Vessels were also clearly visible in the CT images of the cerebral
vasculature and of highly vascularized organs such as the liver and kidney. The AlumHemFeI stain is inert and has
no known toxic properties, unlike the osmium tetroxide stain that has previously been used to study the coronary
arteries in mice via whole-body perfusion22. y p
Although an original consideration for this study was the potential to stain elastin, perfusing the animals with
traditional Verhoeff’s elastin stain resulted in intravascular precipitation, limiting adequate perfusion. Some of
the Fe3+ in Verhoeff’s staining solution oxidizes heamatoxylin to hematein, and is reduced to Fe2+. The hematein
and iron then form complexes that bind to all components of tissues. The iodine in the solution may, by an
unknown mechanism, increase the entry of iron-hematein complex into elastin, which is a hydrophobic protein. After immersion in Verhoeff’s solution, tissue sections are partly destained in aqueous ferric chloride, which
extracts iron-hematein from cytoplasm and collagen, leaving the black complex in cell nuclei, elastic fibers and
laminae, and myelinated nerve fibers32. When Verhoeff’s solution was perfused through mice, precipitates, prob-
ably from interaction of proteins and inorganic salts with the ethanol solvent, blocked the microvasculature. This
rendered traditional Verhoeff’s incompatible with whole body perfusion and necessitated modification of the
stain. We successfully avoided vessel blockage by replacing the alcoholic heamatoxylin used in the traditional
Verhoeff’s stain with aluminum (Harris) heamatoxylin (AlumHemFeI). Although the AlumHemFeI stain does
not bind to elastin, it may be used to provide a surrogate stain of elastin by binding to components in the interla-
mellar units. The AlumHemFeI stain achieved more micro-CT contrast enhancement of all vessel walls than I2KI
perfusion, especially those of the coronary arteries and aorta. Results
Q
lit t Particularly noteworthy was the finding of intense blue also seen within some
endothelial-cell nuclei (Fig. 4e and Supplementary Fig. S2). Within the heart (Fig. 5c,e and Supplementary imaged. Nonetheless, Figs 4b and 5b confirm that the CT enhancement seen in Fig. 2b is due to I2KI accumulation
within the entire aortic wall and the myocardium. Figures 4c,d and 5c,d suggest that, interestingly, AlumHemFeI and AlumHemFeI-T stain specific compo-
nents of the vessel wall. The Prussian blue reaction product showed the distribution of iron (in the aluminum,
iodine, and iron heavy element mixture) as different intensities of blue. For AlumHemFeI, iron was present
within the interlamellar units of the aorta (Fig. 4c,e and Supplementary Fig. S2), with the highest concentra-
tion in the endothelium (Fig. 4e). Particularly noteworthy was the finding of intense blue also seen within some
endothelial-cell nuclei (Fig. 4e and Supplementary Fig. S2). Within the heart (Fig. 5c,e and Supplementary Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z 6 www.nature.com/scientificreports/ Fig. S3), very little iron signal was observed in the myocardium and the wall of the coronary artery, but again with
the highest concentration in the endothelial lining of the coronary.h Fig. S3), very little iron signal was observed in the myocardium and the wall of the coronary artery, but again with
the highest concentration in the endothelial lining of the coronary.h g
g
y
The sections from AlumHemFeI-T-perfused mice indicate that a substantial amount of iron was present
across the entire aortic wall (Fig. 4d and Supplementary Fig. S2), with particularly striking signal in the endothe-
lial cell nuclei (Fig. 4f). Iron was also present in the interlamellar units, especially the innermost unit, as well as
the adventitia (Fig. 4d,f). Figure 5d shows the myocardium and representative coronary artery, where the blue
reaction product is present in the endothelial and medial layers of the coronary wall, again with remarkably
intense staining of the endothelial cell nuclei (Fig. 5d,f).hi g
g
These staining profiles for the AlumHemFeI- and AlumHemFeI-T-perfused mice, in both aorta and coronary
artery, suggest a notable enhancement of stain delivery, including into the endothelial cell nucleus itself, when the
detergent Triton™ X-100 is employed in the stain delivery protocol. Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z Discussion The histological study shows that iron is present in select tissues and we have used this information to confirm
the presence of the CT stain in those tissues. However, further analysis is needed to determine which of the three
attenuating elements are dominantly contributing to the micro-CT contrast. Preliminary studies where mice were
perfused with combinations of the three stain ingredients (FeCl3, I2KI, and Harris heamatoxylin) demonstrated
CT enhancement only when iodine was present in the perfusate (results not shown), suggesting that most of the
CT attenuation may be caused by iodine. In future studies, the actual amount of each elemental component in
the various tissues will be determined using inductively coupled plasma mass spectrometry (ICP-MS), which is
capable of detecting the presence of aluminum, iron and iodine in tissue. Scientific REPOrts | (2019) 9:698 | DOI:10.1038/s41598-018-36905-z 7 www.nature.com/scientificreports/ Soft tissue staining with various CT stains can provide morphological information and has been explored
extensively by soaking of tissues and organs. Our group pioneered the use of vascular perfusion to target the
delivery of the CT stain to vascular tissue – by taking advantage of the inherent permeability of fresh, unfixed
tissue to the small molecules in the CT stains – while simultaneously speeding up preparation from days to min-
utes24. In the earlier study, we demonstrated that PTA stains the vasculature, while I2KI is useful for the study of
cardiac tissue. We now provide clearer understanding of the localization of each of these stains. PTA enhanced
the contrast of the myocardium, aorta and the parenchyma of the liver in the micro-CT images (Fig. 1). This
observation is consistent with previous findings that have demonstrated the affinity of PTA for collagen and the
extracellular matrix34,25, and is further validated by the histological analysis (Figs 4 and 5). Although the pres-
ence of PTA in the vessel walls and heart is evident, the CT enhancement is lower than that seen with other CT
stains evaluated (I2KI, AlumHemFeI, and AlumHemFeI-T). I2KI provides greater CT contrast enhancement of
the myocardium and ascending aorta, allows visualization of the myocardial fibres and provides a negative lumen
stain of the coronary arteries in micro-CT images. y
g
In this study, we also introduce the use of a controlled CT-stain perfusion system, which enables physiological
pressurization and precise timing of all the steps of stain delivery. Conclusions We have developed and demonstrated a novel non-toxic stain – AlumHemFeI-T – that provides excellent visual-
ization of the vasculature of mice for virtual histology, with unique sensitivity to endothelial nuclei as well as the
media of large and medium size vessels. Delivered using a novel perfusion apparatus, the AlumHemFeI-T stain
represents a promising new tool for scientists studying both normal and diseased vasculature in rodent models. Discussion While similar results can likely be achieved
using hand-perfusion or a gravity-fed IV set up, the use of timed perfusion and known pressure resulted in higher
reproducibility of the results. Furthermore, in this study, animals were perfused using a retrograde abdominal
aortic procedure with cannulation occurring just below the kidneys. This route was selected to enable the visu-
alization of the coronary as well as the thoracic vasculature, although it does not allow for the lower abdominal
region to be perfused. Alternative stain delivery routes, such as left ventricular puncture or antegrade abdominal
aortic perfusion would allow for other vascular systems to be perfused and studied. Many disease models that
involve the changes or alterations in the blood vessel wall (e.g. aneurysm models, atherosclerosis models, cancer,
angiogenesis, and vascular grafts) would benefit from this technique2,5,7. g g
gti
q
Larger animals are also commonly used in studies of vascular disease and we expect that the perfusion with
AlumHemFeI-T, as described in this work, will be equally applicable to such studies. The perfusion technique
uses the vasculature as a conduit to deliver the stain to the vessel walls and tissues, which can have varying
properties across different species. Hence, some optimization to the perfusion times may be required in different
animal species, body weights, or tissue type. Nevertheless, preliminary perfusion of a guinea pig, an adult rat and
an explanted porcine heart demonstrated similar results as those observed in mice. (Supplementary Fig. S4 shows
an image of the perfused rat). While not demonstrated in this study, the presented virtual histology technique also
allows for high-resolution non-destructive imaging of tissues excised from the perfused animals (i.e. sectioned
post fixation). However, further investigation is required to determine if stain diffusion over long fixation and
scan periods will affect stain localization. pf
Our rapid perfusion and staining technique allows for the heavy element stains to be quickly and evenly dis-
tributed throughout the tissues addressing limitations that other groups have faced and allowing for larger sample
sizes to be stained and studied. Moreover, tissues stained with AlumHemFeI-T can then be harvested from the
intact mouse and further processed histologically, an important advantage over other CT staining strategies that
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33. Kiernan, J. A. Histological and histochemical methods: theory and practice. 5th edn, 202–203 (Scion Publishing, 2015). 33. Kiernan, J. A. Histological and histochemical methods: theory and practice. 5th edn, 202–203 (Scion Publishing, 2015). 34. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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Touch uses frictional cues to discriminate flat materials
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Scientific reports
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David Gueorguiev1, Séréna Bochereau2, André Mouraux1, Vincent Hayward2 &
Jean-Louis Thonnard1,3 received: 14 January 2016
accepted: 18 April 2016
Published: 06 May 2016 In a forced-choice task, we asked human participants to discriminate by touch alone glass plates from
transparent polymethyl methacrylate (PMMA) plastic plates. While the surfaces were flat and did not
exhibit geometric features beyond a few tens of nanometres, the materials differed by their molecular
structures. They produced similar coefficients of friction and thermal effects were controlled. Most
participants performed well above chance and participants with dry fingers discriminated the materials
especially well. Current models of tactile surface perception appeal to surface topography and cannot
explain our results. A correlation analysis between detailed measurements of the interfacial forces and
discrimination performance suggested that the perceptual task depended on the transitory contact
phase leading to full slip. This result demonstrates that differences in interfacial mechanics between the
finger and a material can be sensed by touch and that the evanescent mechanics that take place before
the onset of steady slip have perceptual value. Tactile sensing plays a key role in our interaction with the world around us. We constantly need to assess the
nature of the objects we are in contact with in order to go about our daily lives. Thus far, it has been shown that
many manipulative and perceptual tasks are performed on the basis of gross shape1,2 of frictional properties3 and
of surface topography4,5. Tactile mechanics provide cues about the physical properties of touched objects, includ-
ing their shape6, their softness7 or their friction8. Therefore, objects made of different materials but having similar
shapes, frictional properties, and surface topography represent a challenge for the sense of touch. Under these
conditions, objects are generally assumed to be discriminated on the basis of their mass properties or thermal
properties9,10. To our knowledge, however, it was never suggested that differences in the materials we touch could
be detected on the basis of molecular-level properties. Water is almost universally present in our environment. With rare exceptions, all surrounding objects are
naturally coated with water and water represents approximately 60% of the mass of our bodies. Water has specific
molecular-level bonding properties, which manifest themselves by the hydrophobic or hydrophilic character of
materials. For example, the dew on grass leaves owes its existence to the hydrophobicity of the leaves. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports 1Institute of Neuroscience, Université catholique de Louvain, B-1200, Brussels, Belgium. 2Sorbonne Universités,
UPMC Univ Paris 06, UMR 7222, ISIR, F-75005, Paris, France. 3Cliniques Universitaires Saint-Luc, Physical and
Rehabilitation Medicine Department, Université catholique de Louvain, B-1200, Brussels, Belgium. Correspondence
and requests for materials should be addressed to J.-L.T. (email: jean-louis.thonnard@uclouvain.be) Scientific Reports | 6:25553 | DOI: 10.1038/srep25553 Touch uses frictional cues to
discriminate flat materials David Gueorguiev1, Séréna Bochereau2, André Mouraux1, Vincent Hayward2 &
Jean-Louis Thonnard1,3 David Gueorguiev1, Séréna Bochereau2, André Mouraux1, Vincent Hayward2 &
Jean-Louis Thonnard1,3 David Gueorguiev1, Séréna Bochereau2, André Mouraux1, Vincent Hayward2 &
Jean-Louis Thonnard1,3 The skin’s
stratum corneum, which covers our fingers, is mainly hydrophobic but also exhibits permeation properties11 and
moisture endows it with peculiar frictional properties that influence its contact mechanics with surfaces12.i l
Most previously studied surface-related tactile perceptual tasks rely on sliding fingers on surfaces because
discrimination performance is dramatically improved during dynamic exploration13. The primary reason for
this enhanced performance is that the mechanical fluctuations induced by sliding bring rich information about
the underlying topography of a surface compared to the minute skin deformations induced by static contacts. As
shown later, in the limit case of perfectly flat surfaces, complex mechanical fluctuations still take place for a large
range of loads and sliding velocities. These fluctuations take place during sliding as well as during the transitory
phases between sticking and slipping.i Recent studies have shown that the transition from static to dynamic finger-glass contacts can lead to surpris-
ingly complicated dynamics where contacts can fail progressively or catastrophically under load14–16 owing to
the nonlinear nature of friction and skin biomechanics. Here, we hypothesized that this dynamics could enable
humans to discriminate between surfaces that are identical in all their physical aspects, except their molecular
structure.l We tested this hypothesis in two experiments where we asked human participants to discriminate between flat
surfaces made of glass or made of polymethyl methacrylate (PMMA) (see Supplementary Fig. 1). The samples 1Institute of Neuroscience, Université catholique de Louvain, B-1200, Brussels, Belgium. 2Sorbonne Universités,
UPMC Univ Paris 06, UMR 7222, ISIR, F-75005, Paris, France. 3Cliniques Universitaires Saint-Luc, Physical and
Rehabilitation Medicine Department, Université catholique de Louvain, B-1200, Brussels, Belgium. Correspondence
and requests for materials should be addressed to J.-L.T. (email: jean-louis.thonnard@uclouvain.be) Scientific Reports | 6:25553 | DOI: 10.1038/srep25553 1 1 www.nature.com/scientificreports/ Figure 1. Psychophysical measurements. (a) Performance at the task presented as Mean ± s.d. for experiment 1. (b) Performance at the task presented as Mean ± s.d. in experiment 2. (c) The mean difference of temperature
between the fingertip and the samples plotted against performance for all participants of both experiments. (d) Mean moisture level of the fingertip plotted against individual performance for all participants of both
experiments. Figure 1. Psychophysical measurements. (a) Performance at the task presented as Mean ± s.d. for experiment 1. (b) Performance at the task presented as Mean ± s.d. in experiment 2. David Gueorguiev1, Séréna Bochereau2, André Mouraux1, Vincent Hayward2 &
Jean-Louis Thonnard1,3 (c) The mean difference of temperature
between the fingertip and the samples plotted against performance for all participants of both experiments. (d) Mean moisture level of the fingertip plotted against individual performance for all participants of both
experiments. were thermally equalised through bonding to aluminium blocks acting as heat sinks. We established in exper-
iment 1 that discrimination between the two materials was possible. In experiment 2, we reproduced the task
and recorded the contact forces with exacting accuracy together with the psychophysical performance of the
participants. The two experiments differed also in the thermal conditions. In experiment 1, the temperature of
the samples was kept constant at a value near the natural fingertip temperature. In experiment 2, the samples were
at room temperature. Results (a) The rate of change of the tangential
force component enabled the extraction of the objective markers t1, t2, t3 and t4 (see Materials and Methods),
which were used to define the different phases within a swipe: loading phase (t0-t1), partial slip (t1-t2) and full
slip (t2-t3). (b) The coefficient of dynamic friction, Mean ± s.d., was not distinguishable between materials. The
10 pairs of symbols represent the glass (red) and PMMA (blue) values for each participant. Although the overall
individual performance for both materials is identical for the two datasets, the data for glass are slightly shifted
downwards for better visibility. dynamic friction. (a) The rate of change of the tangenti Figure 2. Trial segmentation and coefficient of dynamic friction. (a) The rate of change of the tangential
force component enabled the extraction of the objective markers t1, t2, t3 and t4 (see Materials and Methods),
which were used to define the different phases within a swipe: loading phase (t0-t1), partial slip (t1-t2) and full
slip (t2-t3). (b) The coefficient of dynamic friction, Mean ± s.d., was not distinguishable between materials. The
10 pairs of symbols represent the glass (red) and PMMA (blue) values for each participant. Although the overall
individual performance for both materials is identical for the two datasets, the data for glass are slightly shifted
downwards for better visibility. starting point of each exploration to ensure that the samples were explored from the most distal to the most
proximal. The participants’ movements were constrained in order to allow the collection of mechanical data. Each individual sample was explored from left to right in a single swipe. Participants could repeat the exploration
up to five times per trial before reporting a judgment. Despite these constraints, performance was also highly
significant (one sample t-test: t(11) = 4.16, p = 0.0016, 95% CI [6.836, 22.17]). (Fig. 1b) and there was no signifi-
cant drop of performance difference between Experiment 1 and 2 (unpaired t-test: t(22) = 1.549, p = 0.136, 95%
CI [− 19.92, 2.883 ]). The possibility that detection was mediated by an imperfection of plate surface was also
assessed (Supplementary Fig. 3) but the answers showed no bias towards a specific plate.i pp
y
g
pi
p
We specifically tested for the possibility that discrimination relied on thermal cues. Results To this end, in the two
experiments and for each participant we recorded the mean temperature difference between the fingertip and the
sample. If there was a substantial possibility for thermal cueing, discrimination performance could be expected
to be dependent on the amount of thermal difference between the fingertip and the plates. The Pearson’s corre-
lation coefficient between the temperature differences and the individual performances showed non-significant
trends corresponding to a slight anti-correlation in experiment 1 (n = 12, R = − 0.30, p = 0.33) in which the
samples were warmer and a slight correlation in experiment 2 (n = 10, R = 0.62, p = 0.06) in which the sam-
ples were colder. Since the distribution of temperature differences was similar in the two experiments (unpaired
t-test: t(20) = 1.386, p = 0.18, 95% CI[− 0.6722, 3.336]), we computed the overall Pearson’s correlation coefficient
between the temperature differences and the individual performances, and no correlation was found (n = 22,
R = − 0.09 and p = 0.70) (Fig. 1c). These opposite trends for the two experiments rather suggested an effect of
the absolute temperature of the fingertip and indeed, higher finger temperature significantly correlated with a
better capacity to discriminate the materials (Pearson’ correlation for n = 22, R = 0.47 and p = 0.026). This result
was in accordance with previous studies indicating lower mechanical detection thresholds when the fingers are
warm17,18. These results are therefore consistent with a discrimination strategy based on mechanical cues, rather
than with a strategy based on thermal cues. gy
The moisture level of the fingertips was also monitored. We found the moisture level to be strongly
anti-correlated with individual performance in experiment 1 (Pearson’s correlation for n = 12, R = − 0.90,
p < 0.0001) as well as in experiment 2 (Pearson’s correlation for n = 12, R = − 0.63, p = 0.028). Since the distri-
butions were similar (unpaired t-test: t(22) = 0.1875, p = 0.85, 95% CI[− 12.75, 15.29]), we tested the correlation
between moisture level and performance across the two experiments. The correlation was robust (Pearson’s cor-
relation for n = 24, R = − 0.79, p < 0.0001) (Fig. 1d). Results Experiment 1. Three samples were placed in a single row in front of the participants. Of the three samples,
one was always different from the other two. Participants could explore the samples freely as many times as they
wanted before reporting which was different from the other two. The samples were kept at a constant temperature
similar to the average temperature of the skin (33.4 ± 0.9 °C; mean ± s.d.). Performance at the task was signif-
icantly better than chance level (one sample t-test: t(11) = 5.41, p = 0.0002, 95% CI [13.66, 32.38 ]). (Fig. 1a). The results also suggested that participants were better at identifying the PMMA plate among two glass plates as
compared to identifying the glass plate among two PMMA plates. We could rule out this bias to be the result of
unseen imperfections in their surface because the answers were consistent across the plates and showed no bias
towards a specific plate (Supplementary Fig. 2). Experiment 2. The samples were placed in one single column in front of the participant. They were kep
room temperature (23.5 ± 1.5 °C; mean ± s.d.). The participant’s hand was guided by the experimenter to Scientific Reports | 6:25553 | DOI: 10.1038/srep25553 2 www.nature.com/scientificreports/ Figure 2. Trial segmentation and coefficient of dynamic friction. (a) The rate of change of the tangential
force component enabled the extraction of the objective markers t1, t2, t3 and t4 (see Materials and Methods),
which were used to define the different phases within a swipe: loading phase (t0-t1), partial slip (t1-t2) and full
slip (t2-t3). (b) The coefficient of dynamic friction, Mean ± s.d., was not distinguishable between materials. The
10 pairs of symbols represent the glass (red) and PMMA (blue) values for each participant. Although the overall
individual performance for both materials is identical for the two datasets, the data for glass are slightly shifted
downwards for better visibility. Figure 2. Trial segmentation and coefficient of dynamic friction. (a) The rate of change of the tangential
f
bl d h
i
f h
bj
i
k
d
(
M
i l
d M h d ) Figure 2. Trial segmentation and coefficient of dynamic friction. Results The strong influence of fingertip moisture on performance
discrimination motivated us to investigate further the connection between the perceptual performance and the
underlying contact mechanics.ii We first verified that, during non-constrained exploration, the behavioural parameters (speed of exploration,
normal force applied) did not correlate with individual performance (see Supplementary Fig. 4). We then seg-
mented each swipe into three epochs: a loading phase during which the finger contact is stuck, a partial slip phase
during which the outer part of the contact area starts slipping14 and a full slip phase during which the contact area
is fully sliding (Fig. 2a and materials and methods). The aim of this segmentation was to determine which epoch
provided the greatest differentiation between the materials being touched.fii f
We computed the dynamic coefficient of friction for the two materials defined as the ratio of the magni-
tude of tangential and normal forces generated by the interaction during full slip for all trials (Fig. 2b). The
values of the coefficient of friction varied across participants with a mean value of 1.13 ± 0.13 (mean ± s.d.) but a
Mann-Whitney test with a Bonferroni correction did not show significant intra-individual differences related to Scientific Reports | 6:25553 | DOI: 10.1038/srep25553 3 www.nature.com/scientificreports/ Figure 3. Analysis of the frictional fluctuations. (a) Comparison of the amplitude spectra of the tangential
force component in the spatial domain. Linear regression gave parameters α and logβ . The differences Δ α and
Δ logβ between the mean spectra of the two materials were computed for all participants. (b–d) The differences
in the frictional noise |Δ logβ | between glass and PMMA plotted for each phase against performance: (b) Partial
slip. (c) Loading phase. (d) Full slip. Figure 3. Analysis of the frictional fluctuations. (a) Comparison of the amplitude spectra of the tangential
force component in the spatial domain. Linear regression gave parameters α and logβ . The differences Δ α and
Δ logβ between the mean spectra of the two materials were computed for all participants. (b–d) The differences
in the frictional noise |Δ logβ | between glass and PMMA plotted for each phase against performance: (b) Partial
slip. (c) Loading phase. (d) Full slip. the materials: nine participants had p-values > 0.05 and one participant, whose performance was average (42,9%
of correct answers) had a p-value = 0.042. Discussion Performance within our sample of participants was significantly above the chance level in the two experiments,
showing that tactile discrimination between two flat materials is possible even in the absence of thermal and
surface topography differences. If flat surfaces could be distinguished on the sole basis of frictional cues, then dif-
ferences must have arisen from molecular-scale properties influencing the interfacial contact of the skin-material
pair, in turn influencing its frictional dynamics. The moisture content of the fingers strongly correlated with
performance across the study, suggesting that the interaction of water either with the skin tissue or with the
skin-material interface played an important role in the tactile discrimination of these two flat surfaces.ffi p y
pl
During steady sliding, there was no measurable difference in contact mechanics (coefficient of friction, spec-
tral properties of force fluctuations) between the two materials. In contrast, there were significant differences in
the magnitude of the interfacial force variations during the partial slip phase corresponding to a progressively
failing contact. The partial slip phase comprises a mix of adhesion and slip where, typically, an annulus of failure
grows from the periphery of the contact region to eventually invade the whole contact14 (see also Supplementary
Movie 1). The present measurements corroborated the earlier observation that partial slip tends to last from
100 ms to 300 ms in finger-glass contacts15. During this period, the contact evolution can sometimes take the form
of a catastrophic failure once a critical load is reached. This finding suggests that the evolution of the contact state,
owing to the nonlinearity of friction, can be critically sensitive to small changes in the frictional behaviour of the
skin-surface interface.hfh The observed macroscopic effects must take their roots in smaller-scale physics. The moisture level of the
fingertip was already shown to dramatically affect the time course of contact failure under load and thus could
explain the performance dependency that we observed between fingertip moisture and discrimination perfor-
mance14. The surfaces that we employed in the present study differed by their hydrophobicity. Ordinary uncoated
glass has a hydrophilic, amorphous solid atomic structure and PMMA is a hydrophobic transparent polymer. The
other material of the contact pair, the skin stratum corneum, is mostly made of keratin, a natural glassy polymer
with strong affinity with water. As reviewed recently22,23, water plasticizes the stratum corneum and reduces its
elasticity leading to combined adhesion mechanisms. Discussion A first mechanism is associated with capillary forces at
small normal loads and short time scales24, a second is due to plasticization for longer time scales25, and others
to molecular interactions. The difference in material hydrophobicity is likely to affect these phenomena differen-
tially and their relative contributions could impact the evolution of the stick-to-slip dynamics. At onset, the finger
would tend to stick more on glass than on plastic owing to a stronger influence of capillary forces in the early
stages of a tangentially loaded contact. Subsequently, during the partial slip phase, higher magnitude of frictional
dynamics for PMMA could arise from the rate of breaking of the molecular bonds during the progressive failure
of adhesion, which is akin to crack formation. Plasticization occurs over a longer time course and it is unlikely to
play a direct role during the early transient phase of tactile exploration but the free exploration allowed in exper-
iment 1 also took place on a longer time course than single swipes. Therefore, different plasticization dynamics
might be responsible for the difference in discrimination performance between the two materials, which we
observed in experiment 1. The strong effect of hydration of the fingertip could also influence the transmission of
subtle frictional fluctuations through variations in skin damping.h l
g
p g
The onset of slip received no attention until now since it was hitherto assumed that the tactile perception of
materials relied predominantly on interactions taking place over extended periods of full slip. Classical studies
of touch focus almost exclusively on rigid surface features without consideration of chemistry of the materials26. Our results suggest that other properties affecting frictional dynamics must be taken into consideration, and jus-
tifies the current shift toward studies involving naturalistic surfaces27,28. Moreover, recent reports of astonishing
tactile discrimination performance with textured surfaces at the nanometre scale29 could be explained, not by
direct differences in topography among these surfaces, but rather by the impact that small scale features have on
interfacial frictional dynamics. Results The coefficients of friction between the two materials were significantly
anti-correlated with individual performance (Pearson’s correlation for n = 10, R = − 0.67, p = 0.036): discrimi-
nation performance was, on average, better when the difference in coefficient of friction was small. This indicates
that discrimination did not rely on differences in the average dynamic coefficient of friction during full slip, but
does suggest a possible role of frictional dynamics during other phases of the exploration. We thus analysed the
spectral characteristics of the forces during the different phases of the sliding. For this purpose, the signals were
analysed in the spatial domain such as to characterize the fine fluctuations of force independently of the net slip
velocity19,20. As typically is the case, the spatial frequency amplitude spectrum followed a power law relationship21,
T = β η α, where β is a magnitude factor and α quantifies the decay of amplitude with frequency (Fig. 3a).h g
qi
y
p
q
y
g
The spectra were averaged within participants for all trials and the magnitudes and decays were estimated. For
each of the three epochs, the spectrum in the range 10−1− 10 mm−1 was compared between glass and PMMA. There was no significant difference in spectral decay between the materials but the magnitudes differed (Δ logβ ,
Fig. 3b–d). Discrimination performance was strongly correlated with |Δ logβ | during partial slip (Pearson’s corre-
lation for n = 10, R = 0.83, p = 0.003) and moderately during the loading phase (Pearson’s correlation for n = 10,
R = 0.70, p = 0.023). On the other hand, correlation was very weak during fully developed slip (Pearson’s cor-
relation for n = 10, R = 0.007, p = 0.99). These correlations between the transient frictional dynamics observed
during the early stages of a swipe and individual performance suggest that, during these stages, frictional dynam-
ics of the interactions between the fingertip and the two materials differed, and that this difference enabled the
participants to discriminate the two materials. Scientific Reports | 6:25553 | DOI: 10.1038/srep25553 4 www.nature.com/scientificreports/ Materials and Methods The force plate meas-
ured the normal force components using two load cells (9313AA1, Kistler AG, Switzerland) and the tangential
force component using one load cell (9217A, Kistler AG, Switzerland). The offset of the force plate was 1.0 mN
for the tangential component of the force and 40 mN for the normal component. The signals were digitized at
10 kHz. The location of the fingertip contact on the plate was estimated by computing the position of the centre
of pressure. The force transducer temporarily lost calibration during the study. As a result, the force data of two
participants could not be analysed. Analysis of the contact mechanics. Detailed force analyses were performed on swipes for which the
continuous motion on the surface was longer than one second and the exploration length was at least four centi-
metres. The continuous force measurements were segmented into single epochs corresponding to distinct phases
within single swipes (Fig. 2a). To express the variations in tangential force during each swipe, the tangential force
component was smoothed using a moving average filter with a 0.25 s time constant, and then differentiated. The
onset of exploration (t0) was defined as the instant when the normal force reached a value greater than the max-
imum noise level of the force plate (40 mN). This time point corresponds to the moment when the force sensor
measures a significant increase of normal force due to the finger pressing against the surface. The end of the
exploration (t4) was defined as the instant when the first derivative of the tangential force reaches its minimum. This corresponds to the moment when the participant begins unloading the finger from the surface. Three suc-
cessive segments were then defined (loading phase, partial slip and full slip). The loading phase segment started
at the onset of exploration (t0). During this phase, the fingerpad remained in static contact with the surface, and
an accelerating increase in tangential force was observed. The transition between the loading phase segment
and the partial slip segment was defined as the instant when the rate of the tangential force reached a maximum
(t1), as this sudden change in tangential force dynamics was thought to result from the occurrence of partial
slip between the fingerpad and surface. Materials and Methods The thermocouples were located under the plates (OS36, OMEGA engineering Inc.) and controlled by a
thermo-controller (MICROMEGA CN77000, OMEGA engineering Inc.) in order to keep the temperature of the
samples constant throughout the whole experiment and match the average temperature of the human fingertip. This procedure could not be implemented in experiment 2, because the setup for temperature control could not
be combined with the force sensing plates used for the fine measurements of force dynamics. General procedure. The procedure was a forced choice task with three alternatives (3-AFC) where one
sample differed from the other two (“odd-man-out”). This procedure was chosen because we did not have prior
assumption of the relevant tactile information that could be used to discriminate the surfaces, and it encouraged
the participants to search for any subtle differences. The participants washed their hands with commercial liquid
soap and waited five minutes before starting the task in order to stabilize the frictional properties of the skin. Three randomly placed samples were presented to the participant (either two samples of PMMA and one sample
of glass, or one sample of PMMA and two samples of glass). The participants explored the samples with the index
finger of their dominant hand and reported which of the three samples differed from the others two. At the begin-
ning of the experiment, the samples were cleaned with commercial cleaner for glasses (Si Clair, SI International,
France) and checked for imperfections. They were additionally quickly cleaned with microfiber cloth every three
trials. The performance of each participant was given by the percentage of correct answers and participants were
asked about possible imperfections on the samples. An experiment comprised three blocks of fourteen trials. Before and after each block, the temperature of the samples and of the fingertip was assessed with an infrared
thermometer (Raytek MI3-M, Raytek, USA). In experiment 2, the temperature values could not be collected for
two participants because of a temporary unavailability of the recording device. The moisture level of the fingertip
was also measured by averaging three repeated measures using a corneometer (CM 825, Courage + Khazaka
electronic GmbH, Germany). Force measurements. In experiment 2, the contact forces between the finger and the samples were recorded
by a sensitive force sensing plate designed in-house on which the samples were clamped. Materials and Methods The ethics committee on human research of Université catholique de Louvain approved the study (Virtual
Prototyping of Tactile Displays, PROTOTOUCH-317100). All participants gave written informed consent. The
investigation conformed to the principles of the Declaration of Helsinki and experiments were performed in
accordance with relevant guidelines and regulations. Participants. Data were collected from 24 healthy volunteers (12 in experiment 1 and 12 in experiment 2)
aged between 22 and 61. Participants were blindfolded and white noise was played at a comfortable listening level
through headsets in order to mask auditory cues. Materials. The samples were made of ordinary glass (clear glass, Leroy Merlin, France) or of polymethyl
methacrylate (PMMA) plates (Plexiglas®, ABP Beaumont plastique, France). Surfaces were perfectly flat. They
were chosen for their differences in atomic structure and hydrophobicity. The topographical profiles were
assessed with a digital holographic microscope (Lyncée Tec, Switzerland) to check the flatness and absence of
topographic features (see Supplementary Fig. 1). The samples dimensions were 60 × 30 × 2 mm. According to
findings from previous studies, the differences in the thermal properties of PMMA (heat capacity: 1460 j/kg,
thermal conductivity: 0.2 j/m, Contact Coefficient: 0.6 103 J/m2s1/2K) and glass (heat capacity: 837 j/kg, thermal
conductivity: 0.78 j/m, Contact Coefficient: 1.3 103 J/m2s1/2K) were insufficient to provide thermal cues for the
discrimination of the samples or noticeable thermal changes to the fingertip9,30,31. Furthermore, the temperatures
of the samples were kept equalised by bonding all triplets of samples to 10 mm thick aluminium blocks acting as
heat sinks. The edges were protected with adhesive tape to prevent the participants from using them as a source
of information. In experiment 1, the samples were warmed using an infrared heat lamp and thermocouples. Scientific Reports | 6:25553 | DOI: 10.1038/srep25553 5 www.nature.com/scientificreports/ The thermocouples were located under the plates (OS36, OMEGA engineering Inc.) and controlled by a
thermo-controller (MICROMEGA CN77000, OMEGA engineering Inc.) in order to keep the temperature of the
samples constant throughout the whole experiment and match the average temperature of the human fingertip. This procedure could not be implemented in experiment 2, because the setup for temperature control could not
be combined with the force sensing plates used for the fine measurements of force dynamics. Materials and Methods The transition from partial slip to full slip was defined as the instant (t2)
when the derivative of the tangential force became smaller than its standard deviation (estimated in the interval
[t1, t4]). This was justified by the fact that once the finger starts sliding steadily against the surface, the tangential
force remains relatively constant, provided that both the normal force and the dynamic coefficient of friction
stay constant. Finally, the end of the full slip segment was defined as the time point (t3) when the derivative of the
tangential force became more negative than its standard deviation estimated in the interval [t1, t4]. This last time
point marked the end of the phase during which the finger was steadily sliding against the surface. Since the speed
of exploration varied between trials, the force data measurements were converted to the spatial domain20. After
this transformation, the length of the full slip segments were further restricted to two centimetres of sliding in
order to match their duration with that of the transient phases. Since averaging the Spatial Fast Fourier Transform
(SFFT) over all swipes for each participant required using identical epoch for each swipe, we computed the t0, t1
and t2 values for each participant over all its swipes, turned them into spatial coordinates and used their median
values to implement the participant’s average SFFT of glass and PMMA. Statistics. The decision to use parametric or non-parametric statistical methods on given data sample was
motivated by the D’Agostino and Pearson omnibus normality test, which we performed on all analysed samples
using GraphPad Prism software. J
,
(
)
2. Kappers, A. M. L. Human perception of shape from touch. Philos. Trans. R. Soc. B Biol. Sci. 366, 3106–3114 (2011). References
1. Jenmalm, P. & Johansson, R. S. Visual and Somatosensory Information About Object Shape Control Manipulative Fingertip Forces.
J. Neurosci. 17, 4486–4499 (1997). Author Contributions D.G., S.B., A.M., V.H. and J.-L.T. designed the study, D.G. and S.B. performed the research, D.G. and J.-L.T
nalysed the data, D.G., S.B., A.M., V.H. and J.-L.T. wrote the paper. D.G., S.B., A.M., V.H. and J.-L.T. designed the study, D.G. and S.B. performed the research, D.G. and J.-L.T. analysed the data, D.G., S.B., A.M., V.H. and J.-L.T. wrote the paper. References Some Parameters Affecting Tactile Frictio i
4. Dinç, O. S., Ettles, C. M., Calabrese, S. J. & Scarton, H. A. Some Parameters Affecting Tactile Friction. J. Tribol. 113, 512 (1991). 5 Ad
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25. Adams, M. J., Briscoe, B. J. & Johnson, S. A. Friction and lubrication of human skin. Tribol. Lett. 26, 239–253 (2007).h 6. Jones, L. A. & Lederman, S. J. Human Hand Function. The Journal of Hand Surgery European Volume 32, 280, doi: 10.1016/j
jhse.2007.04.015 (2006). j
7. Bergmann Tiest, W. M. & Kappers, A. M. L. Analysis of haptic perception of materials by multidimensional scaling and physica
measurements of roughness and compressibility. Acta Psychol. (Amst). 121, 1–20 (2006). 8. Weber, A. I. et al. Spatial and temporal codes mediate the tactile perception of natural textures. Proc. Natl. Acad. Sci. USA 110
17107–12 (2013). (
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29. Skedung, L. et al. Feeling small: exploring the tactile perception limits. Sci. Rep. 3, 2617 (2013). 0. Jones, L. A. & Berris, M. Material discrimination and thermal perception. 11th Symp. Haptic Interfaces Virtual Environ. Teleoperato
Syst. 2003. HAPTICS 2003. Proceedings. (2003). doi:10.1109/HAPTIC.2003.1191267. y
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1. Ho, H. & Jones, L. A. Material identification using real and simulated thermal cues. Conf. Proc. IEEE Eng. Med. Biol. Soc. 4
2462–2465 (2004). References References
1. Jenmalm, P. & Johansson, R. S. Visual and Somatosensory Information About Object Shape Control Manipulative Fingertip Forces. J. Neurosci. 17, 4486–4499 (1997). 2. Kappers, A. M. L. Human perception of shape from touch. Philos. Trans. R. Soc. B Biol. Sci. 366, 3106–3114 (2011). J
(
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2. Kappers, A. M. L. Human perception of shape from touch. Philos. Trans. R. Soc. B Biol. Sci. 366, 3106–3114 (2011). Scientific Reports | 6:25553 | DOI: 10.1038/srep25553 6 www.nature.com/scientificreports/ 3. Westling, G. & Johansson, R. S. Factors influencing the force control during precision grip. Exp. brain Res. 53, 277–84 (1984).h gl
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4. Bensmaïa, S. & M. H. The Vibration of texture. Somatosens. Mot. Res. 20, 33–43 (2003). h
5. Manfredi, L. R. et al. Natural scenes in tactile texture. J. Neurophysiol. 111, 1792–802 (2014). 6. Goodwin, a W., John, K. T. & Marceglia, A. H. Tactile discrimination of curvature by humans using only cutaneous information
from the fingerpads. Exp. brain Res. 86, 663–72 (1991).t i
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9. Ho, H.-N. & Jones, L. A. Contribution of thermal cues to material discrimination and localization. Percept. Psychophys. 68, 118
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0. Tiest, W. M. B. & Kappers, A. M. L. Tactile perception of thermal diffusivity. Atten. Percept. Psychophys. 71, 481–489 (2009).i 10. Tiest, W. M. B. & Kappers, A. M. L. Tactile perception of therm
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2. Pasumarty, S. M., Johnson, S. A., Watson, S. A. & Adams, M. J. Friction of the human finger pad: Influence of moisture, occlusion
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13. Hollins, M. & Risner, S. R. Evidence for the duplex theory of tactile texture perception. Percept. Psychophys. 62, 695–705 (2000).hfi 13. Hollins, M. & Risner, S. R. Evidence for the duplex theory of ta 4. Andre, T., Levesque, V., Hayward, V., Lefevre, P. & Thonnard, J.-L. Acknowledgementsh g
The authors thank Simon Johnson of Unilever, R&D for his help with finger tribology. This study was funded
by the FP7 Marie Curie Initial Training Network PROTOTOUCH, grant agreement No. 317100. It was also
supported by the European Research Council (FP7) ERC Advanced Grant (PATCH) to V.H. (No. 247300). g
The authors thank Simon Johnson of Unilever, R&D for his help with finger tribology. This study was funded
by the FP7 Marie Curie Initial Training Network PROTOTOUCH, grant agreement No. 317100. It was also
supported by the European Research Council (FP7) ERC Advanced Grant (PATCH) to V.H. (No. 247300). References Effect of skin hydration on the dynamics of fingertip gripping
contact. J. R. Soc. Interface 8, 1574–1583 (2011). f
5. Terekhov, A. V. & Hayward, V. Minimal adhesion surface area in tangentially loaded digital contacts. J. Biomech. 44, 2508–2510
(2011).hi 6. Delhaye, B., Lefèvre, P. & Thonnard, J. Dynamics of fingertip contact during the onset of tangential slip. J. R. Soc. Interface 11
20140698 (2014).hhf 7. Gescheider, G. A., Thorpe, J. M., Goodarz, J. & Bolanowski, S. J. The effects of skin temperature on the detection and discrimination
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psychophysical study. J. Neurophysiol. 48, 836–855 (1982).hhl 19. Klöcker, A., Wiertlewski, M., Théate, V., Hayward, V. & Thonnard, J. L. Physical factors influencing pleasant touch during tactile
exploration. PLoS One 8, doi: 10.1371/journal.pone.0079085 (2013).h p
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0. Wiertlewski, M., Lozada, J. & Hayward, V. The spatial spectrum of tangential skin displacement can encode tactual texture. IEEE
Trans. Robot. 27, 461–472 (2011).i 21. Wiertlewski, M., Hudin, C. & Hayward, V. On the 1/f noise and non-integer harmonic decay of the interaction of a finger slidi
flat and sinusoidal surfaces. 2011 IEEE World Haptics Conf. WHC 2011 25–30, doi: 10.1109/WHC.2011.5945456 (2011). 21. Wiertlewski, M., Hudin, C. & Hayward, V. On the 1/f noise and non-integer harmonic decay of the interaction of a finger sliding on
flat and sinusoidal surfaces 2011 IEEE World Haptics Conf WHC 2011 25 30 doi: 10 1109/WHC 2011 5945456 (2011) l
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23. Derler, S., Rossi, R. & Rotaru, G.-M. Understanding the variation of friction coefficients of human skin as a function of skin
hydration and interfacial water films Proc Inst Mech Eng Part J J Eng Tribol 229 285 293 (2014) 23. Derler, S., Rossi, R. & Rotaru, G.-M. Understanding the variation of friction coefficients of human skin as a fun
hydration and interfacial water films. Proc. Inst. Mech. Eng. Part J J. Eng. Tribol. 229, 285–293 (2014).̧f ,
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24. Dinç, O. S., Ettles, C. M., Calabrese, S. J. & Scarton, H. A. Additional Information Supplementary information accompanies this paper at http://www.nature.com/srepihi Supplementary information accompanies this paper at http://www.nature.com/srepihi Supplementary information accompanies this paper at http://www.nature.com/srepihi Competing financial interests: The authors declare no competing financial interests. How to cite this article: Gueorguiev, D. et al. Touch uses frictional cues to discriminate flat materials. Sci. Rep. 6, 25553; doi: 10.1038/srep25553 (2016). How to cite this article: Gueorguiev, D. et al. Touch uses frictional cues to discriminate flat materials. Sci. Rep. , 25553; doi: 10.1038/srep25553 (2016). This work is licensed under a Creative Commons Attribution 4.0 International License. The images
or other third party material in this article are included in the article’s Creative Commons license,
unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this
license, visit http://creativecommons.org/licenses/by/4.0/ 7 Scientific Reports | 6:25553 | DOI: 10.1038/srep25553
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https://openalex.org/W2025870962
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German
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Untersuchung der Turbulenz beim Durchströmen von Wasser und Quecksilber durch spiralförmig gewundene Kapillaren
|
Annalen der Physik
| 1,913
|
public-domain
| 8,089
|
1) Auszug aus der Wiirzburger Dissertation. 614 614 1) E. Griineisen, Wissenschaftliche Abhandlungen der Phys.-
Techn. Reichsanstalt, 4, Heft 2, p. 179.
2) 0. Reynolds, On the dynamical theory of incompressible vis-
cous fluids and the determination of the criterion. London. Phil. Trans.
(A 186). 1895.
5) 0. Reynolds, An experimental investigation of the circumstmce,
which determine whether the motion of water shall be direct or sinuous
and of the law of resistance in parallel channels. London. Phil. Trans.
174. 1883. 5) 0. Reynolds, An experimental investigation of the circumstmce,
which determine whether the motion of water shall be direct or sinuous
and of the law of resistance in parallel channels. London. Phil. Trans.
174. 1883. 6. Umter.uuchuny d er Turbu 1 ens
beim DurchstrSmen von Wauser uncl Quecksilber
durch apiralfSrmig gewundene Kapillaren I);
uon Gottfried Lechner. 6. Umter.uuchuny d er Turbu 1 ens
beim DurchstrSmen von Wauser uncl Quecksilber
durch apiralfSrmig gewundene Kapillaren I);
uon Gottfried Lechner. 6. Umter.uuchuny d er Turbu 1 ens
beim DurchstrSmen von Wauser uncl Quecksilber
durch apiralfSrmig gewundene Kapillaren I);
uon Gottfried Lechner. Das von Poiseuille fur den DurchfluS von Flussig-
keiten durch gerade Kapillaren aufgestellte Qesetz lautet be-
kanntlich: 72
v = --r4.t(pa-pp,). 8 7 1 Fur die Geschwindigkeit, die in einer Entfernung 9 von
der Kapillarenachso vorhanden ist, gilt ferner : In diesen Formeln bedeuten: Y das durch das Eode ausgetretene Fliissigkeits-
volumen, T den Radius der Rohre, T den Radius der Rohre, p , den Druck am Anfang der Rohre, p , den Druck am Anfang der Rohre, P,
17
91
11
Ende
JY
11 P,
17
91
11
Ende
JY
11 t die Ausstromungszeit,
, t die Ausstromungszeit,
, q
,)
Reibungskonstante. q
,)
Reibungskonstante. Alle vorkommenden GriiSen sind im C.G.S.-System ge-
messen. Die strenge Giiltigkeit des Gesetzes setzt voraus, da@ ein
Stromuogszustand vorhanden ist, bei dem die Stromlinien
parallel zur Achse der Kapillare sind, eine Forderung. die urn
so geoauer erreicht wird, je kleiner die Geschwindigkeiten sind,
welche die Flussigkeit beim Durchstromen besitzt. Es macht
sich in diesem Falle der EinfluB der Enden der Rohre wenig 615 Untersuchung det Turbulenz usw. bemerkbar. Letzterer l) namlich besteht darin, daS an den
Kapillarenenden eine Abweichung von der parabolischen Ge-
achwindigkeitsverteilung auftritt, wie sie im Innern an jeder
Stelle des Querschnitts vorhanden ist. Bei zunehmender Ge-
schwindigkeit zieht sich nun diese anormale Geschwindigkeits-
verteilung allmahlich immer weiter in das Innere der Rohre
hinein und bringt so Abwveichungen vom Poiseuilleschen
Gesetz hervor. Bei weiterer Erhohung der Geschwindigkeit
fand nun Osborne Reynolds, daS der dem obigen Gesetze
entsprechende Stromungszustsnd aufhart stabil zu sein, indem
namlich von einer bestimmten Geschwindigkeit an, die er
,,kritische Geschwindigkeit" nennt , wirbelformige Bewegungen
der Fliissigkeitsteilchen zutage treten. R ey n o 1 d s hat dieses
Auftreten von Wirbeln theoretisch 2, sowohl als experimentell 3,
untersucht nnd fand als Ausdruck fur diese Grenzgeschwindig-
keit beim Ubergang zum Turbulenzzustand: Hierin bedeuten : x
eine numerische 'Konstante, deren Wert fur kreis-
formige Querschnitte zwischen 1900 und 2000
schwankt, U, die mittlere Geschwindigkeit, U, die mittlere Geschwindigkeit, q ,, Reibungskonstante, g
,, Dichte, d den Durchmesser der Kapillare. 2) 0. Reynolds, On the dynamical theory of incompressible vis-
cous fluids and the determination of the criterion. London. Phil. Trans.
(A 186). 1895. 1) E. Griineisen, Wissenschaftliche Abhandlungen der Phys.-
Techn. Reichsanstalt, 4, Heft 2, p. 179. d den Durchmesser der Kapillare. d den Durchmesser der Kapillare. Die mittlere Geschwindigkeit ergibt sich aus Formel (2)
wenn man das Mittel nimmt aus der zu p = o und p = r ge-
horigen Geschwindigkeiten, d. h. sie ist gleich der halben in G. Lechner. 616 der Richtung der Achse vorhandenen Geschwindigkeit; man
findet also fiir ihren Wert: (4) Fiir den kritischen Druck erhalt man dann : Fiir den kritischen Druck erhalt man dann : n q l u, - 3 2 ' 1 ' 1 . ~
re
e . 8 *
P
=
A (5) Es war nun von Interesse die experimentellen Unter-
suchungen uber das Auftreten dieses Turbulenzzustandes auf
Kapillaren auszudehnen, die von der geradlinigen Form ab-
weichen. Was nun das Poiseuillesche Gesetz im Falle
von gebogenen Kapillaren betrifft, so haben schon friiher ver-
schiedene Autoren l) darauf hingewiesen , da6 bereits bei
niedrigen Drucken wesentliche Abweichungen eintreten. In
welcher Weise aber bei gekriimmten Kapillaren das Reynolds-
sche Kriterium beeinflu6t wird, dariiber sind meines Wiusens
noch keine aufschlut3gebenden Versuche unternommen worden. g
Ich habe daher von Herrn W. Wien die Aufgabe gestellt
bekommen zu untersuchen , welchen Einfluf3 die Kriimmung
von engen langen Kapillaren auf das Eintreten des Turbulenz-
zustandes hat. Zu diesem Zwecke habe ich spiralformig ge-
wundene Kapillaren verwendet und folgende Fragen zu be-
antworten gesucht: g
Wie iindert sich das Reynoldssche Kriterium: a) Bei Vermehrung der Windungen? b) Bei Anderung des Kapillarenradius? Zur Beantwortung dieser Fragen habe ich die Versuche
mit Wasser und Quecksilber durchgefuhrt. 1) Gotthilf Haffner, Erlanger Dissertation p. 16.1903; H. Egger,
2) Wilhelm Ruckes, Wiirzburger Dissertation p. 12, 13. 1908.
Ann. d. Phys. 27. p. 835. 1098. 2) Wilhelm Ruckes, Wiirzburger Dissertation p. 12, 13. 1908.
y 1) Gotthilf Haffner, Erlanger Dissertation p. 16.1903; H. Egger,
Ann. d. Phys. 27. p. 835. 1098. 1) Es sei hier erwiihnt, dab die oben beschriebene Anordnung zum
Teil von E. Schnetzler herruhrte, wie el. sie in seiner in den Verhandl.
d. Deutsch. Physik. Ges. p. 817. 1910 veroffentlichten Arbeit benutzte.
A
l
d
Ph
lk
IV F l
42
40 y
p
Anoalen der Physlk. IV. Folge. 42.
40 Vereuahsanordnung. Bei den in vorliegender Arbeit ausgefuhrten Versuchen
wurde zum gro6ten Teile die im physikalischen Institute vor-
handene Hochdruckanlage a) beniitzt, indem letztere so er- Uiit
h
d
T
bd
617 Uiitersuchung der Turbdenz usw. 617 weitert wurde, daB auch Messungen mit Drucken von einigen
Zentimetern Quecksilberhohe ausgefuhrt werden konnte. Die
-
ganze Druckanlage sei an
der Hand der Fig. 1 im --
: I
ci-
folgenden kurz skizziert. : I
ci-
K
Fig. 1. Mit Hilfe eines Stufen-
kompressors 21, der durch
einen
Gasmotor
G
ver-
mittelst der Transmission T
in Betrieb gesetzt wurde,
konnte Luft aus dem Freien
in die drei ubereinander-
liegenden Reservoire R,, R,,
R3, gepumpt worden. Das
Ventil 7, schlo6 die drei
Luftraume gegen den Kom-
pressor ab, wenn die Luft
auf den Maximaldrdck von
200 Atmospharen gebracht
K
Fig. 1. Dieser Druck konnte an
dem Metallmanometer M abgelesen werden. Zwischen dem
Leitungsrohr L, und dem Verbindungsrohr der drei Reservoire
war ein weiteres Ventil 7, angebracht; ebenso waren L, und A,
durch ein Ventil V, voneinander getrennt. Der Zweck dieser
beiden letzten Ventile wird dann bei der Beschreibung der
eigentlichen Versuchsanordnung naher erlautert werden. Fig. 1. Die eigentliche Versuchsanordnung l) war durch das Leitungs-
rohr L, mit der Hochdruckanlage in Verbindung gesetzt. S. Fig. 2. Es fuhrte namlich L, zu den beiden Eisenbomben
B, und B,. In diese waren luftdicht die Metallrohrchen r,,
T,, r3 eingelotet, deren Durchmesser im Verhaltnis zu dem der
Eisenbomben sehr klein war. Das Rohrchen rg, miindete in die
Kisenflasche E. In letztere war ein T-formiges Metallrohr ein-
geschraubt. Der eine Arm 1 diente zum Anbringen der zu
untersuchenden Kapillaren, wahrend der andere zu den Mano-
metern fuhrte, mit denen der Druck des durch die Kapillaren 40 G. Lechner. 618 stromenden Wassers gemessen werden konnte. Arm 3, der
wahrend der Messungen geschlossen blieb, diente als Zuleitung
zur Fiillung der Bomben mit Wasser. Das zweite Ende der
Kapillrtre war in ein weites Rohr m, gekittet, in das ein
Quecksilberthermometer eintauchte , um die Temperatur deu Fig. 2. Fig. 2. durchstrijmenden Wassers messen zu konnen. m, verzweigte
sich mit Hilfe eines gabelformigen Glasrohres in die Leitungen
W, und W2, welche durch einen Schnapphahn S zu den Aus-
flu6gefaBen fiihrten. Die Einrichtung des Schnapphahns werde
ich an einer spateren Stelle beschreiben. durchstrijmenden Wassers messen zu konnen. Vereuahsanordnung. m, verzweigte
sich mit Hilfe eines gabelformigen Glasrohres in die Leitungen
W, und W2, welche durch einen Schnapphahn S zu den Aus-
flu6gefaBen fiihrten. Die Einrichtung des Schnapphahns werde
ich an einer spateren Stelle beschreiben. Bei allen Versuchen wurde destilliertee Wasser verwendet,
das in die Bomben B, und b', gebracht wurde. Mit Hilfe
des oben erwahnten Ventiis 5 konnte aus den Reservoiren
beliebig vie1 komprimierte Luft entnommen werden und der
jeweilige Druck am Manometer M abgelesen werden. Um
nun von dieser Druckluft zur Erzeugung von niedrigen
Drucken kleinere Volumina verwenden zu konnen , diente
das Ventil V4 (s. Fig. l), das mit einer Hebeliibertragung
versehen war und beliebig kleine Volumina in die Leitung L,
und dann in die Bomben gelangen lieB. Infolge des Druckes,
den die Luft auf das Wasser in der Bombe B, ausiibte,
wurde dieses durch die Rohrchen r,, r,, rg in die Eisen-
flasche E uud in die Kapillaren getrieben. Durch den 619 Untetsuchung der firbulenz usw. Arm 2 floB es zu den Manometern M, und M,, welche ebenso
wie die Kapillaren beim Fullen der Bomben entfernt wurden. M, war ein offenes Hg-Manometer. An den Arm 2 war ein
Windkessel R angeschraubt. Durch den Gummischlauch G
war er mit einem Schenkel von M, verbunden. Durch das
in den Windkessel einstromende Wasser wurde die Luft in
ihm komprimiert und der Druck an Ma abgelesen. Vor
den Messungen wurden die Schraubchen b, und b, an K ent-
fernt, um in K den auBeren Luftdruck herzustellen. Mit M,
konnten Drucke bis zu 3 Atmospharen gemessen werden. Bis zu Drucken von 30 Atmospharen diente dann das ge-
schlossene Wassermanometer M, , welches folgendermaBen ein-
gerichtet war. Einem moglichst widerstandsfahigen , oben ge-
schlossenen Glasrohr, von der Lange I = 240 cm und dem inneren
Durchmesser d = 2,5 cm war eine aus Fig. 3 zu ersehende
Form gegeben worden. Mit Hilfe von Siegellack war es in ein
Messingzylinderchen m eingekittet. Durch a
konnte Wasser hereinstromen. In das Manometer-
rohr reichte bis zu einer bestimmten Stelle ein
Messingrohrchen d von 2 mm Durchmesser. Durch Anbringen der Schraube f wurde m
geschlossen. An der Hinterseite des Glas-
rohres war ein PapiermaSstab angeklebt, dessen
Nullpunkt genau mit dem Ende von d in
einer horizontalen Ebene lag. Das Volumen
des Manometerrohres vom Nullpunkt bis zu
einem beliebigen Skalenteil des MaBstabes
war durch Auswagen mit Quecksilber bestimmt
punkt der Teilnng eingestellt wurde, was leicht
worden. Vereuahsanordnung. Bei den Messungen wurde nun so ver-
fahren, daB bei Beginn derselben die Schraube f
entfernt und das Wasser genau auf den Null-
zu erreichen war, da das uberfliissige Wasser
durch d ab0ieBen konnte. Gleichzeitig hatte
das Rohrchen d den Zweck im Manometer
den auBeren Luftdruck herzustellen , so daB,
wenn durch die Schraube f die Verbindung mit
der au6eren Luft abgesperrt war, dem Gesamtvolumen vom
Nullpunkt an der auBere Luftdruck entsprach. Man konnte also
Ilr
Fig. 3. 41 Fig. 3. Fig. 3. 41 41 620 G. Lechner. pu=const. berechnen. Da das zu einem Skalenteil des Ma6-
stabes gehorige Volamen bekannt war, so lie6 sich aus voraus-
gehender Gleichung der zugehorige Druck sofort berechnen. Praktisch wurde diese Druckbestimmung durchgefuhrt, indem an
mehreren Stellen, hauptsachlich an den Verengungsstellen, der
zu einem Teilstrich gehorige Druck mit Hilfe obiger Beziehung
bestimmt und dann Druck und Skalenteil als Ordinaten und Ab-
szissen aufgetragen wurde. Fur einen beliebigen Skalenteil wurde
der Druck aus der so erhaltenen Kurve entnommen. Falls zu viel
Luft in die Bomben eingestromt war, so wurde durch Drehen
der Kreisscheibe s, das Ventil g (8. Fig. 2) geoffnet und da-
durch ein Teil der Luft zum Entweichen gebracht. Zur
rascheren Handhabung wurde um die Kreisscheibe ein Riemen
gelegt und mit Hilfe der Raderchen g der Riemenleitung eine
aus Fig. 2 zu ersehende Form gegeben. Durch Anziehen an
den Schniiren 1 und 2 konnte g geoffnet und geschlossen
werden. pu=const. berechnen. Da das zu einem Skalenteil des Ma6-
stabes gehorige Volamen bekannt war, so lie6 sich aus voraus-
gehender Gleichung der zugehorige Druck sofort berechnen. Praktisch wurde diese Druckbestimmung durchgefuhrt, indem an
mehreren Stellen, hauptsachlich an den Verengungsstellen, der
zu einem Teilstrich gehorige Druck mit Hilfe obiger Beziehung
bestimmt und dann Druck und Skalenteil als Ordinaten und Ab-
szissen aufgetragen wurde. Fur einen beliebigen Skalenteil wurde
der Druck aus der so erhaltenen Kurve entnommen. Falls zu viel
Luft in die Bomben eingestromt war, so wurde durch Drehen
der Kreisscheibe s, das Ventil g (8. Fig. 2) geoffnet und da-
durch ein Teil der Luft zum Entweichen gebracht. Zur
rascheren Handhabung wurde um die Kreisscheibe ein Riemen
gelegt und mit Hilfe der Raderchen g der Riemenleitung eine
aus Fig. 2 zu ersehende Form gegeben. Durch Anziehen an
den Schniiren 1 und 2 konnte g geoffnet und geschlossen
werden. l) E. S c h n e t z 1 e r, Verhandlungen der Deutsch. Physik. Gesell-
schaft, Berlin 1910. p. 817. Vereuahsanordnung. Da namlich infolge des Ausstromens des Wassers aus
den Bomben die iiber ihm lagernde Luftmenge sich auf
einen gro6eren h u m ausbreitete, so blieb der Druck nicht
konstant und bei Drucken von 100 cm Hg betrug der Unter-
schied zwischen Anfangs- und Enddruck bereits mehr als
30 cm. Durch Regulieren des Ventils T4 konnte man zwar
Luft in die Bomben nachstromen lassen, aber zu exakteren
Korrektionen war dieses Verfahren ungenugend. Ich habe
daher zwischen L, und den Bomben ein sehr feines Nadel-
ventil N eingescbaltet. Die Druckschwankungen wurden dann
derart ausgeglichen , daB Ventil 7, wahrend der Messungen
passend geoffnet blieb, so daB ein verhaltnisma6ig feiner Lufb
strom zu N gelangen konnte. Durch Regulieren von N gelang
es mir dam, die Drucke bei beiden Manometern bis auf 1 mm
konstant zu erhalten. Es moge an dieser Stelle der Zweck
der beiden Eisenbomben Bl und B2 erwahnt werden: ,,Das1)
unter hohen Druck stehende Wasser absorbierte so viel Luft,
daB es fur die Untersuchungen nicht zu gebrauchen war. Es
wurden deshalb zwei Kohlensaurebomben hintereinander ge- Untersuchung der Turbulenz mu). 62 1 schaltet und durch die engen Verbindungsrohrchen verhindert,
da6 die absorbierte Luft in die zweite Flasche diffundierte." Was die Beobachtung des ausgetretenen Fliissigkeits-
volumen bet&
sowie der dazu notwendigen Zeit, so mochte
ich mit einer Erklarung dieser Beobachtungsmethoden die
Beschreibung des Schnapphahns verbinden. Zwischen zwei festen Messingplatten m, und ma (8. Fig. 4)
von der Dicke d = 4 mm konnte ein weiterer Messingstreifen m,
(Lange: 20 cm, Breite: 4 cm, Dicke: 2,5 mm) durch Einfetten
mit Talg sich mit sehr geringer Reibung bewegen. m, und ma
waren mit zwei kreisftirmigen, 3 cm voneinander entfernten Aus-
schnitten vom Durchmesser d = 2 cm versehen. Letztere lagen Fig. 4. genau einander gegeniiber. Die Ausschnitte von ml waren mit
der gabelf6rmig verzweigten Zuleitung verbunden, die von m2
rnit den beiden AusfluBleitungen. Der bewegliche Streifen m,
besa6 ebenfalls zwei kreisfdrmige Ausschnitte von der gleichen
QroSe. Die Stellung von m, war stets eine solche, daB zwei
gegeniiberliegende Ausscbnitte von m, und m, durch den gleich-
gro6en von m, verbunden waren, wahrend die beiden anderen
durch den Streifen zwischen den Ausschnitten von m, getrennt
waren. Es konnte also stets durch eine Leitung Wasser aus-
stromen. Nehmen wir an, in 1 sei die Verbindung hergestellt. Vereuahsanordnung. Durch Verschieben von T nach rechts wurden die Federn .PI
gespannt, durch Ziehen an der Schnur 2 wurde der Hebel H,
gelost, m, gab dann der gespannten Feder Fl nach, unterbrach
die Offnung bei 1 und stellte die Verbindung durch 2 her, so
daB also jetzt durch 2 Wasser hindurchstromen konnte. Gleich-
zeitig w d e durch Ziehen an der Schnur 2 eine Stoppuhr
in Tatigkeit gesetzt. Durch Verschieben von T nach links
wurden jetzt die Federn F, gespannt, durch Ziehen an der
Schnur 1 der Hebel Hl gelost. m, gab der gespannten Feder Fig. 4. Fig. 4. Fig. 4. genau einander gegeniiber. Die Ausschnitte von ml waren mit
der gabelf6rmig verzweigten Zuleitung verbunden, die von m2
rnit den beiden AusfluBleitungen. Der bewegliche Streifen m,
besa6 ebenfalls zwei kreisfdrmige Ausschnitte von der gleichen
QroSe. Die Stellung von m, war stets eine solche, daB zwei
gegeniiberliegende Ausscbnitte von m, und m, durch den gleich-
gro6en von m, verbunden waren, wahrend die beiden anderen
durch den Streifen zwischen den Ausschnitten von m, getrennt
waren. Es konnte also stets durch eine Leitung Wasser aus-
stromen. Nehmen wir an, in 1 sei die Verbindung hergestellt. Durch Verschieben von T nach rechts wurden die Federn .PI
gespannt, durch Ziehen an der Schnur 2 wurde der Hebel H,
gelost, m, gab dann der gespannten Feder Fl nach, unterbrach
die Offnung bei 1 und stellte die Verbindung durch 2 her, so
daB also jetzt durch 2 Wasser hindurchstromen konnte. Gleich-
zeitig w d e durch Ziehen an der Schnur 2 eine Stoppuhr
in Tatigkeit gesetzt. Durch Verschieben von T nach links
wurden jetzt die Federn F, gespannt, durch Ziehen an der
Schnur 1 der Hebel Hl gelost. m, gab der gespannten Feder 622 G. Lechner. nach, unterbrach jetzt wieder die Offnung 2 und stellte die
durch 1 her. Gleichzeitig wurde durch Anziehen an 1 die
Stoppuhr zum Stillstand gebracht. Man konnte so genau die
Zeit featstellen, wahrend welcher das Wasser durch eine Offnung
stromte. Vor den Messungen wurde das Wasser abwechselnd
durch beide Leitungen geschickt, bis es aus den AusfluS-
gefaBen A, und A, ausstromte. Letztere umschlossen dicht
anliegend schnabelf6rmige aus Aluminium gefertigte Schalen,
aus denen es dann in die Auffangegefa6e strdmte. Diesel)
Schnapphahneinrichtung hnktionierte sehr gut. In dem Augen-
blick, in welchem die Ausstromung durch A, unterbrochen
wurde, trat die durch A, ein. 1) E. Schnetzler, Verhandlnngen der Deutschen, Physik. Ge-
sellschaft, Berlin p. 817. 1910. 1) Siehe Wilhelm Ruckee, Wiirzburger Dissertation p. 15 u. 16.
2) Ebenda p. 16. Vereuahsanordnung. Indem ich am Anfang der Messungen Wasser
unter hohem Druck dnrchstromen lieB, gelang es mir, die Luft-
blasen in der Kapillare und den anschliegenden Leitungen
zu entfernen. Was die Bestimmung der Durchmesser betrifft,
so habe ich sie tttjls mikroskopisch, teils durch Auswagen, teils
aber auch durch Durchstromungsversuche nach dem Poiseuille-
schen Gesetze bestimmt. Die Langen wurden bei geraden
Kapillaren mit einem BandmaB gemessen, bei gewundenen
habe ich einen sehr feinen Faden mit Klebwachs an den
einzelnen Windungen befestigt und nachtriiglich dessen Lange
bestimmt. Die Bestimmung des Kriimmungshalbmessers geschah
in der Weise, daB an zwei diametral gegeniiberliegenden
Punkten einer Windung ein dunner Faden befestigt wurde,
dessen Lange mit einem MaBstab gemessen wurde. Die ge-
wundenen Kapillaren bezog ich von C. Kramer in Freiburg;
sie hatten folgende Form /”b””d. Die Entfernung zwischen
zwei Windungen betrug hier im Mittel ungefhhr 1 cm
B war an den Arm 2 angeschraubt (8. Fig. 2). moglichst dicht waren. Die Ventile hatten eine aus Fig. 6
zu ersehende Form. l) Diese Dichtungen geschahen durch
Aluminiumscheibchen, die sich im Verlauf der Messungen als
sehr haltbar und dicht bewiesen. Die Glaskapillaren, welche
an beiden Enden glatt abgeschnitten waren, wurden mit Siegel-
lack in eine Messingbuchse B eingekittet (8. Fig. 7). Diese2)
Art der Kittung hat sich auch bei hohen Drucken bewahrt,
80 daB nicht ein einziges Ma1 eine Kapillare herausgeschleudert
wurde. Die
Kapillaren selbst waren wahrend der Messungen in ein Tem-
peraturbad eingetaucht. Ich habe auch Messungen vor-
genommen ohne ein Bad zu benutzen und dabei gefunden,
daB nicht die geringste inderung in bezug auf die Temperatur
des durchgestromten Wassers eintrat. Ich konnte daher, ohne
einen Fehler zu begehen , das Temperaturbad weglassen,
namentlich bei kompliziert gewundenen Rohren. Weitere
Sorgfalt war auf die in den Leitungen auftretenden Luftblasen
zu verwenden. Indem ich am Anfang der Messungen Wasser
unter hohem Druck dnrchstromen lieB, gelang es mir, die Luft-
blasen in der Kapillare und den anschliegenden Leitungen
zu entfernen. Was die Bestimmung der Durchmesser betrifft,
so habe ich sie tttjls mikroskopisch, teils durch Auswagen, teils
aber auch durch Durchstromungsversuche nach dem Poiseuille-
schen Gesetze bestimmt. Die Langen wurden bei geraden
Kapillaren mit einem BandmaB gemessen, bei gewundenen
habe ich einen sehr feinen Faden mit Klebwachs an den
einzelnen Windungen befestigt und nachtriiglich dessen Lange
bestimmt. Vereuahsanordnung. Das aus den Schalen kommende
Wasser wurde bei kleinen Volumina in gewohnlichen bis
100 ccm reichenden Glasmensuren aufgefangen. Bei groSeren
Volumina wurde folgende Methode angewendet (s. Fig. 5). Dem I uKapillare
i I
Fig. 7. I uKapillare
Alumin
Scheibch
Fig. 5. Fig. 6. i I
Fig. 7. Schwimmer S wurde durch ein gleichgroBes Gewicht G das
Gleichgewicht gehalten. An G befand sich eine feine Spitze,
die vor einem kleinen Magstab m sich bewegen konnte. Das
zu einigen Skalenteilen gehorige Volumen war gemessen und
Volumen und Teilstrich graphisch dargestellt worden. Aus
der so erhaltenen Kurve konnte nun das zu einem Teilstrich
gehorige Volumen entnommen werden. Fig. 5. Alumin
Scheibch
Fig. 6. Fig. 6. Fig. 5. Fig. 7. Schwimmer S wurde durch ein gleichgroBes Gewicht G das
Gleichgewicht gehalten. An G befand sich eine feine Spitze,
die vor einem kleinen Magstab m sich bewegen konnte. Das
zu einigen Skalenteilen gehorige Volumen war gemessen und
Volumen und Teilstrich graphisch dargestellt worden. Aus
der so erhaltenen Kurve konnte nun das zu einem Teilstrich
gehorige Volumen entnommen werden. Schwimmer S wurde durch ein gleichgroBes Gewicht G das
Gleichgewicht gehalten. An G befand sich eine feine Spitze,
die vor einem kleinen Magstab m sich bewegen konnte. Das
zu einigen Skalenteilen gehorige Volumen war gemessen und
Volumen und Teilstrich graphisch dargestellt worden. Aus
der so erhaltenen Kurve konnte nun das zu einem Teilstrich
gehorige Volumen entnommen werden. Bei den einzelnen Messungen war in erster Linie darauf
zu sehen, daS die Ventile und Kittstellen der Kapillaren lintersucfiun*q der Turbulenz usw. 623 moglichst dicht waren. Die Ventile hatten eine aus Fig. 6
zu ersehende Form. l) Diese Dichtungen geschahen durch
Aluminiumscheibchen, die sich im Verlauf der Messungen als
sehr haltbar und dicht bewiesen. Die Glaskapillaren, welche
an beiden Enden glatt abgeschnitten waren, wurden mit Siegel-
lack in eine Messingbuchse B eingekittet (8. Fig. 7). Diese2)
Art der Kittung hat sich auch bei hohen Drucken bewahrt,
80 daB nicht ein einziges Ma1 eine Kapillare herausgeschleudert
wurde. Die
Kapillaren selbst waren wahrend der Messungen in ein Tem-
peraturbad eingetaucht. Ich habe auch Messungen vor-
genommen ohne ein Bad zu benutzen und dabei gefunden,
daB nicht die geringste inderung in bezug auf die Temperatur
des durchgestromten Wassers eintrat. Ich konnte daher, ohne
einen Fehler zu begehen , das Temperaturbad weglassen,
namentlich bei kompliziert gewundenen Rohren. Weitere
Sorgfalt war auf die in den Leitungen auftretenden Luftblasen
zu verwenden. 2) Ebenda p. 16. Vereuahsanordnung. Die Bestimmung des Kriimmungshalbmessers geschah
in der Weise, daB an zwei diametral gegeniiberliegenden
Punkten einer Windung ein dunner Faden befestigt wurde,
dessen Lange mit einem MaBstab gemessen wurde. Die ge-
wundenen Kapillaren bezog ich von C. Kramer in Freiburg;
sie hatten folgende Form /”b””d. Die Entfernung zwischen
zwei Windungen betrug hier im Mittel ungefhhr 1 cm. B war an den Arm 2 angeschraubt (8. Fig. 2). 624 G. Lechner. Vorversuche. Die in diesem Abschnitt durchgefuhrten Vereuche ge-
schahen in der Weise, daS ich das ausgetretene Fliissigkeits-
volumen sowie den zugehorigen Druck bestimmte und dann
graphisch darstellte. Das dem Reynoldsschen Kriterium
entsprechende Volumen, bzw. den Druck, erhielt ich sls
scharfen Knick in der geradlinig ansteigenden Druckvolumen-
kurve. Dabei nahm ich zueret eine gerade Kapillare, deren
Dimensionen nach obigen Angaben genau bestimmt waren. Hierauf lie6 ich die Rohre mit Windungen versehen und be-
stimmte wieder Druck- und Volumenkurve. Die so erhaltenen
Kurven konnten nun miteinander verglichen werden. Da im
voraus iiber die GroSe einer Abweichung bzw. einer Ver-
schiebung des Knickes nichts Positives vorherzusagen war, ao
war es vorteilhaft, eine Kapillare mit moglichst vielen Win-
dungen und verhaltnisma6ig kleinem Krummungshalbmesser zu
nehmen. Auf diese Weise habe ich folgende sechs Kapillaren
gemessen. Ihre Gro6enverhaltnisse, sowie Windungszahl und
Krummungshalbmesser sind in nachfolgender Tabelle an-
gegeben. Durchmesser
in cm
~
-. __
Liinge
Kriimrnung
in cm
in cm
Rapillare
I1
I11
I
IV
V
VI
-
~
_
_
_
_
0,112
0,116
157,7
795
157,7
7,5
Wind.-Zahl
____
____
14
14
14
5
5
5
0,111
I
157,4
795 Die Kurventafeln I-VI zeigen die erhaltenen Druckvolumen-
kurven. Als Abszisse ist immer der halbe Druck aufgetragen,
als Ordinate das zugehiirige Volumen. Das Druckintervall er-
streckte sich hierbei, da samtliche kritische Drucke bei mittleren
Werten liegen, von 2 cm bis 2l/, Atmospharen. In der Tab. 2 sei
als Beispiel der Beobachtungen die einzelnen Werte fiir die ge-
rade ale fur die gewundene Form der Rohre 2 wiedergegeben. 625 U7itersuchun.q der Turbulenz usw. Bevor ich auf eine nahere Diskussion der Abweichungen
eingehe, welche schon bei ganz niedrigen Quecksilberdrucken
auftreten, scheint es mir vorteilhaft zu sein, das Druckintervall
sowohl aufwarts zu hoheren Drucken, als abwarts zu niedrigen Taf. I. Taf. 11. Taf. I. Taf. 11. 626 G. Lecher. 150
100
50
0
40
Taf. 111. 150
100
50
0
40
Taf. 111. Untersuchun.q der Turbulenz usto. 627 628
G. Acchner. Tabelle 2. Gerade
Druck
in ccm
10
20
30
40
50
60
70
-
-
-
-
Volumen
in ccm
30,9
61,9
92,O
111,2
121,o
130,O
138,O
_____
. ____
-
-
-
-
Gebogen
in ccm
in ccm
-~ ---
lo
5
20
25
30
35
40
50
67,O
60
76,8
70
86,1 628 G. Acchner. G. Acchner. Tabelle 2. Tabelle 2. zu erweitern. Zu diesen Messungen verwendete ich die Ka-
pillare 2. Vorversuche. Ich ging zunachst bis zu Drucken von 20 Atmo-
sphiiren. Es zeigte sich aber nichts Neues. Die beiden Tur-
bulenzkurven, niimlich die der geraden und gewundenen Ka-
pillare, laufen parallel zueinander. Urn ferner bei ganz Fig. 8. Fig. 8. niedrigen Drucken arbeiten zu khnen, gebrauchte ich die in
Fig. 8 dargestellte Anordnung, deren Handhabung ohne weiteree
aus der Figur zu ersehen ist. Fig. 8. Fig. 8. niedrigen Drucken arbeiten zu khnen, gebrauchte ich die in
Fig. 8 dargestellte Anordnung, deren Handhabung ohne weiteree
aus der Figur zu ersehen ist. 629 Ehtersuchung der fitbulenz usw. Ich verwendete bei diesen Messungen Drucke von 2 bis
57 cm H,O. Nach Reduktion des Volumens auf das in einer
Minute durchgestromte, erhielt ich nachfolgende Druckvolumen-
kurve. Die der geraden Kapillare entsprechende Kurve habe
ich nicht gezeichnet, sondern aus den bekannten Dimensionen
berechnet. Als Abszisse ist hier das Volumen pro Minute, als
Ordinate wieder der halbe Druck (vgl. Fig. 9). so
28
26
24
22
20
18
16
I4
12
10
8
6 b."
Volumen in cm
2
\
0
1
2
5
4
5
Fig. 9. Fig. 9. Wenn ich nun zur Betrachtung der bedeutenden Ab-
weichungen ubergehe, so liegt zunachst die Vermutnng nahe,
da8 sie von einer beim Winden eingetretenen Querschnitts-
deformation herriihren konnten. Urn hieriiber Klarheit zu ver-
schaffen, habe ich die gewundenen Eapillaren an mehreren Richtung
I
0,105
0,102
,,
I1 1
0,105
0,102
,,
111 ,
0,108
0,102
0,104
0,105
0,104
Tabelle 3. Tabelle 3. 1) Vgl. Griitz, Schlomilchs Zeitachrift fiur Mathematik %. p. 316.
1579. Tabelle 3. 630 G. Lecher. Stellen abgesclinitten und an jeder Stelle in drei um einen
Winkel von 120 O auseinander liegenden Richtungen den Durch-
messer mikroskopisch bestimmt. Far eine Stelle am Anfang,
in der Mitte und am Ende seien in vorstehender Tabelle 3 die
Resultate angegeben. Aus diesen Werten sieht man ohne weiteres, daB sie nicht
imstande sind, die Abweichungen zu erklaren, die schon bei
ganz niedrigen Drucken auftreten. Ich habe auch gerade Ka-
pillaren an verschiedenen Stellen in bezug auf die Gleichheit
ihres Querschnittes untersucht und die namlichen Verande-
rungen des Durchmessers gefunden.3 Aus dem Poiseuille-
schen Gesetze ergab sich fiir den Durchmesser in Rohre 2
d = 0,106 cm. Betrachten wir die Abweichungen, so fallt vor allem bei
samtlichen Kurven von 1-6
das Fehlen des Knickes auf. Es la& sich aus dieser Tatsache entschieden der SchluB ziehen,
da6 kein unstetiger , sondern ein allmahlicher Ubergang von
der Poiseuilleschen Stromung zum Turbulenzzustand statt-
findet. Ferner ist beachtenswert, daB die Kurven der ge-
raden und gekriimmten Kapillare bei hoheren Drucken parallel
werden und zwar liegt die Stelle, an welcher bei den gewun-
denen Kapillaren der Parallelismus beginnt, bei kleineren
Volumina. Es scheinen also diese Versuche dafiir zu sprechen,
daB durch Windungen der Eintritt der Turbulenzstromung be-
schleunigt wird. Genaueren AufschluB dariiber bringen nun
die folgenden Versuche. Hauptvereuche. Nachdem die Vorversuche wichtige Aufschliisse iiber den
Eintritt der Turbulenzstromung (insbesondere der Abhangigkeit
vom Kapillarenradius) geliefert hatten, habe ich in den fol-
genden Messungen in erster Linie den EinfluB der Windungs-
zahl gepriift. Zu diesem Zwecke habe ich ein und dieselbe
Rohre zuerst mit einer Windung versehen lamen und die
Beobachtungen angestellt, dann habe ich bei 2, 4, 6, 8 Win- Untersuchung der Turbulenz usw. 631 dungen die Messungen ausgefiihrt. Mehr als acht Windungen
konnte ich nicht nehmen, da bei dem gewahlten Kriimmungs-
halbmesser die Lange der Rohre zu weiteren Windungen nicht
ausreichte. Die erhaltenen Druckvolumenkurven sind in der
Tafel VII (vgl. p. 632) dargestellt und zwar der halbe Druck als
Abszisse, das in einer Minute ausgestromte Volumen als Ordi-
nate. Die der geraden Kapillare entaprechende Kurve wurde
nicht beobachtet, sondern aus bekannten Dimensionen der Rohre
berechnet. Der aus dem vorausgehenden Abschnitt gefundene
Parallelismus dieser Turbulenzkurven ergab die Richtung von 1 b. Die Lange der Kapillare betrug 1 = 157,6 cm, der Kapillaren-
durchmesser 2 Q = 0,125 cm , der Kriimmungshalbmesser
2 r = 4,5 cm. Vergleichen wir die Kurven 2-6,
so fallt vor allem wieder
der Parallelismus der Turbulenzzweige auf. Ferner sind die
Abstande, d. h. die Abweichungen der Volumina bei ein und
demselben Drucke sehr nahe einander gleich, namentlich die
der parallelen Aste, so daB man also eine direkte Proportio-
nalitat zwischen Windungszahl und Abweichung annehmen
darf, sicherlich, wenn es sich um so wenige Windungen handelt,
wie in den gezeichneten Kurven. Ich mochte hier gleich er-
wahnen, daB die einzelnen Windungen nicht ganz gleichmaBig
waren und Unterschiede in den Durchmessern der Windungen
bis zu 5 mm vorkommen. Ferner waren die einzelnen Kriim-
mungen nicht exakt kreisfdrmig. Auf diese Tatsache glaube
ich zuruckfuhren zu durfen, daB die Proportionalitit nicht
vollstiindig genau erhalteu wurde. Doch scheint sich dieser
EinfluB bei den der Kurve l a entsprechenden Teilen mehr
geltend zu machen, als bei denen, die zu l b gehoren. Das
Fehlen des Knickes bei den Kurven 3, 4, 5, 6 entspricht
wieder einem allmahlichen Ubergang zur Turbulenzstromung,
wie bei den Kapillaren 1-6
im vorigen Abschnitt. Dagegen
tritt in der Kurve 1, die einer Windung entspricht, der Knick
noch sehr deutlich auf. Der untere Teil 2a besitzt also, wenn
wir hier die Reynoldsschen Untersuchungen im Prinzip noch
als giiltig annehmen, eine wirbelfreie Stromung, wahrend da-
gegen im oberen Teile 2 b Wirbel auftreten. Hauptvereuche. Beide Stromungs-
gebiete sind also hier noch scharf getrennt im Gegensatz zu
den Kurven 2-6. Der Knick selbst liegt bei einem etwas 632 G. Leehner. kleineren Volumen, d. h. bei einer kleineren mittleren Ge-
schwindigkeit. Die Verschiebung ist ganz gering und betragt
5 ccm. Bei den weiteren Kurven laSt sich leider eine Ver- 250
200
100
150
50
Taf. VII. 250
200
100
150
50
Taf. VII. schiebung nicht mehr konstatieren, so daS uber die Abhangig-
keit der Verschiebung von der Windungszahl nichts auszusagen
ist. Es macht sich daher der EinfluS der Windungen vor
allem darin geltend, daS eine Verschiebung der kritischen Ge-
schwindigkeit zu kleineren Werten eintritt oder mit anderen
Worten, da6 der Eintritt der Turbulenzstromung beschleunigt schiebung nicht mehr konstatieren, so daS uber die Abhangig-
keit der Verschiebung von der Windungszahl nichts auszusagen
ist. Es macht sich daher der EinfluS der Windungen vor
allem darin geltend, daS eine Verschiebung der kritischen Ge-
schwindigkeit zu kleineren Werten eintritt oder mit anderen
Worten, da6 der Eintritt der Turbulenzstromung beschleunigt Untersuchuny der Turbulenr usw. 633 wird. Ich mochte hier ausdriicklich betonen, daf3 bisher die
kritische Geschwindigkeit stets in Reynolds Sinne aufzufassen
ist , namlich als derjenigen Grenzgeschwindigkeit, oberhalb
welcher in der ganzen Rohre wirbelformige Bewegungen ein-
treten, unterhalb welcher aber der Poiseuillesche Stromungs-
zustand vorhanden ist. Wenn wir diese Auffassung der kriti-
schen Geschwindigkeit auch auf gewundene Rohren ubertragen
wollen, bei denen kein unstetiger Ubergang der beiden Be-
wegungserscheinungen stattfindet, so konnen wir dies, wenn
wir die Rey noldssche Definition im engeren Sinne auffassen. Wir verstehen dann bei gewundenen Kapillaren unter kritischer
Geschwindigkeit diejenige, oberhalb welcher in der ganzen
Rohre turbulente Encheinungen zutage treten, unterhalb der
aber ein allmahlicher Ubergang zwischen Poiseuillescher
Stromung und Turbulenz stattfindet. Eine strenge Trennung
der beiden Strbmungsgebiete lii6t sich also nicht mehr auf-
recht erhalten, was auch schon daraus folgt, daf3 die Neigung
der dem Poiseuilleschen Gesetze entsprechenden
Kurve
immer kleiner wird, also einmal in die konstante Neigung des
Turbulenzzweiges ubergehen muB. Diesen Grenzfall habe ich Fig. 10. durch die gestrichelte Kurve 7 (vgl. Taf. VII) dargestellt. Bei
ihm treten sofort, also schon bei den niedrigsten Drucken
Wirbel auf. Fig. 10. Fig. 10. Fig. 10. durch die gestrichelte Kurve 7 (vgl. Taf. VII) dargestellt. Bei
ihm treten sofort, also schon bei den niedrigsten Drucken
Wirbel auf. Hauptvereuche. An dieser Stelle mochte ich einige Versuche beschreiben,
die sich auf die Einfuhrung von farbigen Flussigkeiten in das
Innere der durchstromten Kapillare beziehen, denn man kann
an ihnen die Bewegung der Flussigkeit sehr schon beobachten. In eine gerade Rohre mit einem seitlichen Ansatzrohr
wurde ein weites in eine sehr feine Spitze auslaufendes Glas-
rohr mittels eines Korkes eingesetzt (vgl. Fig. 10). g
g
g
Dieses wurde mit einer Losung von Kaliumpermanganat g
g
g
Dieses wurde mit einer Losung von Kaliumpermanganat
Annnlen der Physik. IV. Folge. 42. 41 p
41 p
41 Annnlen der Physik. IV. Folge. 42. 634 G. Lechner. gefullt und das Durchstromungsrohr am einfachsten mit
der Wasserleitung verbunden. Bus der feinen Spitze fl06 nun
ein sehr diinner Faden in der Mitte der Rohre parallel zur
Achse. Erhohte man den Druck, so wurde der Faden immer
breiter und endlich nach fjberschreiten des kritischen Druckes
erftillte die farbige Flussigkeit die' game Rohre, ein Zeichen
dafur, dab bereits Wirbel aufgetreten sind. Den Moment des
Ubergangs vom parallelen Stromverlauf zur Turbulenzbewegung
konnte man geneu fixieren. Die gleichen Versuche wieder-
holte ich mit einer Kapillare von vier Windungen. Ich konnte
dabei folgende drei Fillle unterscheiden: gefullt und das Durchstromungsrohr am einfachsten mit
der Wasserleitung verbunden. Bus der feinen Spitze fl06 nun
ein sehr diinner Faden in der Mitte der Rohre parallel zur
Achse. Erhohte man den Druck, so wurde der Faden immer
breiter und endlich nach fjberschreiten des kritischen Druckes
erftillte die farbige Flussigkeit die' game Rohre, ein Zeichen
dafur, dab bereits Wirbel aufgetreten sind. Den Moment des
Ubergangs vom parallelen Stromverlauf zur Turbulenzbewegung
konnte man geneu fixieren. Die gleichen Versuche wieder-
holte ich mit einer Kapillare von vier Windungen. Ich konnte
dabei folgende drei Fillle unterscheiden: g
1. Es lie8 sich durch Geschwindigkeitserniedrigung er-
reichen, da6 der farbige schmale Faden in dem geradenTeile 1
(vgl. Fig. 10) und der ersten Windung vollstiindig gleichmaBig
vorhanden war, wahrend in der zweiten Windung eine Er-
weiterung eintrat, die in der dritten zunahm und in der
vierten Windung fast. schon das ganze Rohr erfiillte. Bei
noch mehr Windungen wiirde dann vollstiindige Turbulenz ein-
getreten sein. g
2. Bei weiterer Geschwindigkeitserniedrigung konnte der
farbige schmale Faden in dem geraden Teile und in zwei
Windungen exakt in der Mitte der Rohre erhalten werden, so
da0 also in diesen Teilen noch wirbelfreie Stromung herrschte,
wahrend in Windung 3 und 4 allmahliche Verbreiterungen
auftreten. 3. Hauptvereuche. SchlieSlich gelang es mir noch, durch fortgesetzte Ver-
minderung in drei und schlieblich. in vier Windungen voll-
kommene Wirbelfreiheit zu erreichen, was sich daran erkennen
lie6, da0 der farbige Stromfaden sich in der Mitte der Rohre
durch alle Windungen zog, ohne breiter zu werden. Man
sieht also aus diesen Versuchen die aus den Messungen sich
ergebendeh Resultate bestiitigt, ja sie gewlhren in mancher
Beziehung noch naheren AufschluS. Es ergibt sich namlich
gerade aus diesen Versuchen, da6 bei jeder Windungszahl,
die unterhalb der dem Grenzfall entsprechenden lie& die wir
kritische Windungszahl nennen wollen , ein vollig wirbelfreies
Stromungsgebiet existiert. Mit wachsender Windungszahl nimmt
dieses Gebiet ab und verschwindet fiir den Qrenzfall ganz,
Dieses wirbelfreie Gebiet ist durch eine Grenzgeschwindigkeit 3. SchlieSlich gelang es mir noch, durch fortgesetzte Ver-
minderung in drei und schlieblich. in vier Windungen voll-
kommene Wirbelfreiheit zu erreichen, was sich daran erkennen
lie6, da0 der farbige Stromfaden sich in der Mitte der Rohre
durch alle Windungen zog, ohne breiter zu werden. Man
sieht also aus diesen Versuchen die aus den Messungen sich
ergebendeh Resultate bestiitigt, ja sie gewlhren in mancher
Beziehung noch naheren AufschluS. Es ergibt sich namlich
gerade aus diesen Versuchen, da6 bei jeder Windungszahl,
die unterhalb der dem Grenzfall entsprechenden lie& die wir
kritische Windungszahl nennen wollen , ein vollig wirbelfreies
Stromungsgebiet existiert. Mit wachsender Windungszahl nimmt
dieses Gebiet ab und verschwindet fiir den Qrenzfall ganz,
Dieses wirbelfreie Gebiet ist durch eine Grenzgeschwindigkeit Untersuchung der Turbulenr usw. 635 charakterisiert. Beim Uberschreiten derselben tritt nicht
plotzliche Wirbelbildung auf, sondern es entstehen zunachst in
den dem Aus0uBende nahe gelegenen Windungen Wirbel, die
eich mit Erhohung der Geschwindigkeit immer weiter in das
Rohreninnere hineinziehen und so einen allmahlichen Uber-
gang herstellen. Bei einer bestimmten Geachwindigkeit herrschen Taf. VIII. dann in der ganzen Rohre Wirbel. Und diese ist es, die wir
mit der Reynoldsschen kritischen Geschwindigkeit identi-
fizieren konnen und die sich nach den oben gemachten Ver-
suchen zu kleineren Werten verschiebt. Da, wie aus den
Kurventafeln (vgl. Taf. VII) zu ersehen ist, bei mehr als einer
Windung kein Knick mehr auftritt, so habe ich es noch mit
einer halben Windung von folgender F o r m 1 versucht. In
Taf. VIII sind die Ergebnisse zusammengestellt. Did Kurve 2 ent-
spricht einer halben Windung, Kurve 3 einer ganzen. Die Lange
der Rohre betrug I = 146,6 cm, der Kriimmungshalbmesser
2 p = 5 cm. Hauptvereuche. Da mir am SchluB der Versuche die RBhre zer-
sprang, so konnte ich den Radius nicht mehr bestimmen. Die
41* Taf. VIII. dann in der ganzen Rohre Wirbel. Und diese ist es, die wir
mit der Reynoldsschen kritischen Geschwindigkeit identi-
fizieren konnen und die sich nach den oben gemachten Ver-
suchen zu kleineren Werten verschiebt. Da, wie aus den
Kurventafeln (vgl. Taf. VII) zu ersehen ist, bei mehr als einer
Windung kein Knick mehr auftritt, so habe ich es noch mit
einer halben Windung von folgender F o r m 1 versucht. In
Taf. VIII sind die Ergebnisse zusammengestellt. Did Kurve 2 ent-
spricht einer halben Windung, Kurve 3 einer ganzen. Die Lange
der Rohre betrug I = 146,6 cm, der Kriimmungshalbmesser
2 p = 5 cm. Da mir am SchluB der Versuche die RBhre zer-
sprang, so konnte ich den Radius nicht mehr bestimmen. Die 41 * 636 G. Lechner. gestrichelte Kurve 1 so11 den Verlauf der geraden Kapillare
auf Grund der in den letzten Seiten erlialtenen Resultate un-
gefahr andeuten. Man sieht, auch hier bei Kurve 2 und 3
die allerdings kleine Verschiebung der kritischen Geschwindig-
keit zu kleineren Werten. Die bisherigen Versuche waren insgesamt mit Kapillaren
von sehr kleinem Durchmesser durchgefiihrt. Im Folgenden
habe ich Versuche bei sehr grof3em Durchmesser unter An-
wendung einer dazu geeigneten Anordnung vorgenommen. Bei
diesen Versuchen verwendete ich Leitungswasser. Die Anord-
nung selbst sei im folgenden kurz skizziert. Die Rohrleitung L war mit einer Wasserleitung in Ver-
Der Hahn HI sowie das verschiebbare
bindung gebracht. +
Fig. 11. +
Fig. 11. Fig. 11. Rohr R dienten zum Regulieren und konstant Halten des
Druckes. Die Kapillare K war mit Siegellack an das Mano-
meter M gekittet. Der drehbare Hahn S ist ahnlich wie der
Schnapphahn in den Hauptversuchen eingerichtet. Von ihm
fiihren zwei Leitungen zu den AusfluSgefaBen A, und A,
Durch Drehen von S konnte abwechselnd Wasser aus A, oder
A, ausflief3en. Die Zeit wahrend des Ausstromens wurde mit
einer Stoppuhr gemessen. Die erhaltenen Beobachtungsresul-
tate sind in Taf. I X angegeben. Man ersieht hieraus zunachst
wieder die Proportionalitat der Abweichungen. Kurve 1 ist
die gerade Kapillare, aus ihren Dimensionen 1 = 155,8 cm
d = 0,370 cm gezeichnet, Kurve 2 bei einer Windung (Kriim-
mungshalbmesser 2 p = 5 cm) und Kurve 3 bei vier Windungen. Ferner ergibt sich hier deutlich die Verschiebung. Hauptvereuche. Bei vier
Windungen ist der Knick noch sehr gut erhalten. Es ist
daher aus diesen Ergebnissen der Schlut3,zu ziehen, da6 die
Verschiebung der kritischen Geschwindigkeit zu kleineren Untersuchung der Turbulenz I S W . 637 Werten um so gro6er ist, je gro6er man den Radius der Ka-
pillare wahlt. Dieses
Resultat ist auch
dadurch gestiitzt, da6
Kapillaren von gro6en
Radien den Eintritt der Werten um so gro6er ist, je gro6er man den Radius der Ka-
pillare wahlt. Dieses Werten um so gro6er ist, je gro6er man
pillare wahlt. Dieses
Resultat ist auch
dadurch gestiitzt, da6
Kapillaren von gro6en
Radien den Eintritt der 0
20
40
Taf. IX. Turbulenzbe w egung
mehr begunstigen als
enge, da bei ersteren
die kritische Geschwin-
digkeit sehr klein ist. Eine Krummung wird
deshalb bei ihnen zur
Turbulenz mehr bei-
tragen als bei engen. t age
a s be
e ge . Was die Abwei-
chungen selbst betrifft,
so ist zu ihrer Er-
klarung
anzunehmen,
da6 bei gekriimmten
Kapillaren nicht mehr
der ganze Druck zur
fjberwindung der Rei-
bungskrafte verwendet
wird, sondern nur ein
Teil desselben. Der
andere Teil dagegen
wird zur Uberwindung
der infolge der Krum-
mung auftretenden
Zentrifugalkrafte
ver-
braucht. Diese An-
nahme deckt sich auch
mit
den
Messungs-
resultaten, da6 namlich
zu ein und demselben
Drucke im Falle einer
Kriimmung ein kleine-
re8 Volumen geh6rt. g
mung auftretenden
Zentrifugalkrafte
ver-
braucht. Diese An-
nahme deckt sich auch
mit
den
Messungs-
resultaten, da6 namlich
zu ein und demselben
Drucke im Falle einer
Kriimmung ein kleine-
re8 Volumen geh6rt. 638
G. Lec
Da die kritische Geschwin
der durch die Kapillare strome
war es von Interesse, Versuc
zufiihren, deren Dichte von der
schieden ist. Zu diesem Zwecke nahm ich
Anordnungen fur Quecksilber si
ich hierfiir folgende in Fig. 12
I I
I I
I
I I
I1
( 1
I I
; I
I I
I ;
1 1
I (
I i
1
I
strichen in G, zu durchstromen
die Differenz zwischen den Mano
den Druck, der mit Hilfe von
;.,;,
1; -J
1
1
I I
I I
I /
I I
t;. * ' I
Fig. 12. 10 638
G L 638 G. Lecher. G. Lecher. Da die kritische Geschwindigkeit auch von der Dichte
der durch die Kapillare stromenden Fliissigkeit abhangt, so
war es von Interesse, Versuche mit Fliissigkeiten durch-
zufiihren, deren Dichte von der des Wassers wesentlich ver-
schieden ist. Zu diesem Zwecke nahm ich Quecksilber. Da die friiheren
Anordnungen fur Quecksilber sich wenig eigneten, verwandte
ich hierfiir folgende in Fig. 12 dargestellte Anordnung. 1; 1y war die Kapil-
lare, M, und M, zwei
Manometerrohre. Das
Glasgefa GI war kali-
~ I
briert und konnte eben-
I I
' I
so wie G, gehoben und
I I
I 1
1
1
I I
I1
I '
1 1
gesenkt werden. Bei
( 1
I I
I '
I I
den Versuchen wurde
/ I
die Zeit
mit einer
; I
I I
I ;
1 1
I (
I i
1 ;
I
Stoppuhr
gemessen,
I I
I /
die dae Quecksilber
\.---,'
brauchte, um ein be-
zwischen zwei Teil-
strichen in G, zu durchstromen. Der zugehorige Druck war
die Differenz zwischen den Manometern Nl und N2. Um in Nl
den Druck, der mit Hilfe von G, eingestellt war, moglichst
;.,;,
1; -J
1
1
,,
I I
I I
I /
I I
t;. * ' I
\
\
I
/
Fig. 12. stimmtes Volumen ~ I
I I
' I
I I
I 1
1
1
I I
I1
I '
1 1
( 1
I I
I '
I I
/ I
; I
I I
I ;
1 1
I (
I i
1 ;
I
I I
I /
\.---,'
;.,;
1; -J
1
1
,,
I I
I I
I /
I I
t;. * ' I
\
\
I
/
Fig. 12. 10
0
20
Taf. X. Durchmesser: 0,0918 cm Lange: 157,O cm Kriimmungsdurchmesser: 4,s cm. Taf. X. Durchmesser: 0,0918 cm Lange: 157,O cm Kriimmungsdurchmesser: 4,s cm. konstant zu erhalten, nahm ich den Durchmesser von G sehr
grob. Ich brauchle daher nur den Enddruck in G, zu be- konstant zu erhalten, nahm ich den Durchmesser von G sehr
grob. Ich brauchle daher nur den Enddruck in G, zu be- konstant zu erhalten, nahm ich den Durchmesser von G sehr
grob. Ich brauchle daher nur den Enddruck in G, zu be- Untersuchung der Turbulenz usw. 639 obachten. 1’ war ein Thermometer zur Bestimmung der Tempe-
ratur des durchstromenden Quecksilbers. Die Resultate sind in den Tafeln X-XIV
wiedergegeben. l) E. Gru neisen, Wissenschaftliche Abhandlungen derPhys.Techn.
Keichsanstalt 4, Heft 2. G. Lecher. Betrachten wir zunachst Tafel X, so finden wir die friiheren
Resultate bestatigt. Kurve 1 entspricht der geraden Rohre, 11
2
,,
zwei Windungen,
71
3
7 7
sechs
,)
1)
5
17
acht
19 Wir haben wieder die lineare Proportionalitat zwischen
Abweichung und Windungszahl. Bei Knrve 2 ist der Knick
noch vorhanden, wahrend bei den anderen ein allmahlicher Taf. XI. Durchmesser: 0,103 cm, LELnEe: 157,5 cm. Kruinmungedurchmesser: 2,5 cm,
Durchmesser: 0,111 em, Lange: 157,6 cm, Krummungsdurchmesser: 2,6 em,
Windunpzrhl: 14. Taf. XI. Durchmesser: 0,103 cm, LELnEe: 157,5 cm. Kruinmungedurchmesser: 2,5 cm Taf. XI. Durchmesser: 0,103 cm, LELnEe: 157,5 cm. Kruinmungedurchmesser: 2,5 cm, Durchmesser: 0,111 em, Lange: 157,6 cm, Krummungsdurchmesser: 2,6 em,
Windunpzrhl: 14. Durchmesser: 0,111 em, Lange: 157,6 cm, Krummungsdurchmesser: 2,6 em,
Windunpzrhl: 14. Durchmesser: 0,111 em, Lange: 157,6 cm, Krummungsdurchmesser: 2,6 em,
Windunpzrhl: 14. 640
G Lechnet 640 G. Lechnet. Ubergang stattfindet. Die kritische Geschwindigkeit ist auch
hier zu kleineren Werten verschoben. Die Tafeln XI-XIV
stellen die in den Vorversuchen benutzten Kapillaren dar. Bei Taf. XIII. Durchmeseer: 0,116 cm, Lange: 157,7 cm, Krummungedurchmeaser: 7,5 cm
Winduugszahl: 5. 20
10
0
10
20
30
Taf. XIV. Durchmesser: 0,111 cm, Lange: 157,4 cm, Rrummungsdurchmesser: 7,5 cm,
Windungszahl: 5. di
i d di
d
d
K
ill
h
d
K Taf. XIII. Durchmeseer: 0,116 cm, Lange: 157,7 cm, Krummungedurchmeaser: 7,5 cm
Winduugszahl: 5. Taf. XIII. Durchmeseer: 0,116 cm, Lange: 157,7 cm, Krummungedurchmeaser: 7,5 cm
Winduugszahl: 5. Durchmeseer: 0,116 cm, Lange: 157,7 cm, Krummungedurchmeaser: 7,5 cm
Winduugszahl: 5. 20
10
0
10
20
30
Taf. XIV. Durchmesser: 0,111 cm, Lange: 157,4 cm, Rrummungsdurchmesser: 7,5 cm,
Windungszahl: 5. 20
10
0
10
20
30
Taf. XIV. Durchmesser: 0,111 cm, Lange: 157,4 cm, Rrummungsdurchmesser: 7,5 cm,
Windungszahl: 5. Durchmesser: 0,111 cm, Lange: 157,4 cm, Rrummungsdurchmesser: 7,5 cm,
Windungszahl: 5. diesen sind die der geraden Kapillare entsprechenden Kurven
nicht beobachtet, sondern aus bekannten Dimensionen gezeichnet
worden. Vergleichen wir die Abweichungen in gleichen Druck-
intervallen fur Wasser und Quecksilber, so sehen wir, daB sie diesen sind die der geraden Kapillare entsprechenden Kurven
nicht beobachtet, sondern aus bekannten Dimensionen gezeichnet
worden. Vergleichen wir die Abweichungen in gleichen Druck-
intervallen fur Wasser und Quecksilber, so sehen wir, daB sie 64 1 Untersucitung der Turbulenr usw. fur Wasser geringer sind, eine Tatsache, auf die bereits G r u n -
ei s e n l) hinweist. Zueammenfaeeung der Reeultate. Die Versuche haben demnach ergeben, daI3 bei gewundenen
Rohren der EinBnI3 der Zentrifugalkraft die Turbulenz ver-
griiI3ert und zwar nimmt sie mit der Anzahl der Windungen
zu. Das Reynoldssche Kriterium fur die kritische Geschwindig-
keit gilt im allgemeinen nicht mehr. Die kritische Ge-
schwindigkeit wird zu kleineren Werten verschoben und zwar
ist die Verschiebung um so groBer, je gro6er der Kapillaren-
radius ist. Von einer verhaltnismaI3ig sehr kleinen Windungs-
zahl an existiert iiberhaupt ein strenger Ubergang zur Tur-
bulenzbewegung nicht mehr, sondern es findet ein allmahliches
Ubergehen statt. Die Beobachtungen mit farbigen Fliissig-
keiten zeigen, daf3 die Turbulenz von den letzten Windungen
mit zunehmender Geschwindigkeit nach vorne schreitet. Es ist
also die Turbulenz auf der ganzen Rohrenlange keine gleich-
miiSige, sondern sie nimmt mit Vorriicken der Fliissigkeit zu. g
g
Wghrend bei einer geraden Reihe mit glatten Wanden zu
einer bestimmten Geschwindigkeit immer eine bestimmte Tur-
bulenz gehort, die durch den Widerstand, den die Rohre dem
Durchgang der Flussigkeit bietet , gemessen wird, ist dieser
Widerst,and bei gewundenen Rohren groI3er. 1st Q die in der
Seknnde durchgeflossene Fliissigkeitsmenge, P der Druck, so ist P
Q=-,
W wo der Widerstand CY zunachst nur so lange konstant ist, als
das Poiseuillesche Gesetz gilt. Bei Steigerung der Ge-
schwindigkeit wird man wieder zu einem konstanten, aber
grof3eren Widerstand gefuhrt, wenn man setzt. Hier nimmt Qo mit der Windungszahl ab, wahrend
W = d Qld P, sowohl von der Windungsanzahl wie von der Ge- setzt. Hier nimmt Qo mit der Windungszahl ab, wahrend
W = d Qld P, sowohl von der Windungsanzahl wie von der Ge- 642 G. Lecher. Untersuchung usw. schwindigkeit unabhangig ist. dann haben wir wieder wie beim Poiseuilleschen Gesetz:
SchlieSlich wird Q,, = 0, und Diese Gerade scheint eine Grenzlinie zu sein, unter welche
die Volumendrnckkurve nicht zu gehen scheint. Diese Gerade scheint eine Grenzlinie zu sein, unter welche
die Volumendrnckkurve nicht zu gehen scheint. Zum Schlusse mochte ich es nicht unterlassen, Hrn. Ge-
heimen Hofrat Prof. Dr. W. Wien fUr die Anregung zu dieser
Arbeit, sowie fur das stetige Interesse, meinen ergebensten
Dank zum Ausdruck zu bringen. (Eingegangen 25. Juni 1913.) (Eingegangen 25. Juni 1913.) (Eingegangen 25. Juni 1913.)
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https://openalex.org/W2592012126
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https://pure.coventry.ac.uk/ws/files/12088473/Differential_Effects_of_Anxiety_and_Autism.pdf
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Differential effects of anxiety and autism on social scene scanning in males with fragile X syndrome
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Journal of neurodevelopmental disorders
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© The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Differential effects of anxiety and autism on
social scene scanning in males with fragile
X syndrome Hayley Crawford1,2*
, Joanna Moss2,3, Chris Oliver2 and Deborah Riby4 * Correspondence: hayley.crawford@coventry.ac.uk
1Centre for Research in Psychology, Behaviour and Achievement, Coventry
University, Coventry CV1 5FB, UK
2Cerebra Centre for Neurodevelopmental Disorders, School of Psychology,
University of Birmingham, Edgbaston B15 2TT, UK
Full list of author information is available at the end of the article Abstract Background: Existing literature draws links between social attention and socio-behavioural profiles in
neurodevelopmental disorders. Fragile X syndrome (FXS) is associated with a known socio-behavioural phenotype
of social anxiety and social communication difficulties alongside high social motivation. However, studies
investigating social attention in males with FXS are scarce. Using eye tracking, this study investigates social
attention and its relationship with both anxiety and autism symptomatology in males with FXS. Methods: We compared dwell times to the background, body, and face regions of naturalistic social scenes in
11 males with FXS (Mage = 26.29) and 11 typically developing (TD) children who were matched on gender and
receptive language ability (Mage = 6.28). Using informant-report measures, we then investigated the relationships
between social scene scanning and anxiety, and social scene scanning and social communicative impairments. Results: Males with FXS did not differ to TD children on overall dwell time to the background, body, or face
regions of the naturalistic social scenes. Whilst males with FXS displayed developmentally ‘typical’ social attention,
increased looking at faces was associated with both heightened anxiety and fewer social communication
impairments in this group. Conclusions: These results offer novel insights into the mechanisms associated with social attention in FXS and
provide evidence to suggest that anxiety and autism symptomatology, which are both heightened in FXS, have
differential effects on social attention. Keywords: Eye tracking, Fragile X syndrome, Autism spectrum disorder, Anxiety, Social attention Keywords: Eye tracking, Fragile X syndrome, Autism spectrum disorder, Anxiety, Social attention the protein FMRP. As FXS is an X-linked disorder, males
are more severely affected than females. The phenotype
associated with FXS encompasses mild to profound
intellectual disability alongside physical, cognitive, and
behavioural manifestations [2]. Differential effects of anxiety and autism
on social scene scanning in males with
fragile X syndrome Crawford, H, Moss, J, Oliver, C & Riby, D Original citation:
Crawford, H, Moss, J, Oliver, C & Riby, D 2017, 'Differential effects of anxiety and
autism on social scene scanning in males with fragile X syndrome' Journal of
Neurodevelopmental Disorders, vol 9, 9
http://dx.doi.org/10.1186/s11689-017-9189-6 Original citation:
Crawford, H, Moss, J, Oliver, C & Riby, D 2017, 'Differential effects of anxiety and
autism on social scene scanning in males with fragile X syndrome' Journal of
Neurodevelopmental Disorders, vol 9, 9
http://dx.doi.org/10.1186/s11689-017-9189-6 DOI
10.1186/s11689-017-9189-6
ISSN
1866-1947
ESSN 1866-1955 This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which
permits unrestricted use, distribution, and reproduction in any medium, provided
you give appropriate credit to the original author(s) and the source, provide a link
to the Creative Commons license, and indicate if changes were made. The Creative
Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made
available in this article, unless otherwise stated. Copyright © and Moral Rights are retained by the author(s) and/ or other
copyright owners. A copy can be downloaded for personal non-commercial
research or study, without prior permission or charge. This item cannot be
reproduced or quoted extensively from without first obtaining permission in
writing from the copyright holder(s). The content must not be changed in any way
or sold commercially in any format or medium without the formal permission of
the copyright holders. Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9
DOI 10.1186/s11689-017-9189-6 Open Access Background Anxiety is also commonly reported in FXS with over
80% of males meeting criteria for one anxiety disorder
and 60% meeting criteria for multiple anxiety disorders. The most common types of anxiety disorder in FXS are
specific phobia, selective mutism, and social phobia. Approximately 60% of males with FXS display clinically
significant features of social phobia [7]. Despite social
communication impairments and social anxiety, individ-
uals with FXS are reported to show behaviours suggest-
ive of a willingness to interact with others; thus, they
appear socially motivated [8–10]. There is a need to utilise ecologically valid social scene
stimuli to understand the social attention of males with
FXS. Furthermore, given the socio-behavioural profile of
the disorder, preliminary insight into the role of anxiety
and autistic features is important to understand the poten-
tial mechanisms underlying social attention in this group. In typical development, it is known that socially anxious
individuals fixate longer on the eye region of faces than
those without social anxiety [23]. Anxiety has previously
been related to social attention in people with WS, but in
a different way, with high levels of anxiety being associated
with reduced fixation on faces and eye regions of threaten-
ing facial expressions [24]. In FXS, some studies have re-
ported that reduced fixation to the eye region of isolated
emotionally expressive faces is not associated with social
anxiety [20] or autism symptomatology [19, 21], whereas
other studies have reported a positive correlation between
self-reported social anxiety and time spent looking at the
eye region of faces [25]. Studying FXS, a genetic syndrome
with heightened risk of autism and anxiety, offers novel
insight into the association between these behavioural
characteristics and social attention, which may inform
understanding of other neurodevelopmental disorders
associated with a similar socio-behavioural profile, e.g. ASD and Cornelia de Lange syndrome [26]. pp
y
Relevant to the features of FXS described above, existing
literature within the field of developmental disorders has
drawn links between socio-behavioural characteristics and
social attention. Research has primarily identified atypic-
ally reduced social attention in ASD (behaviourally associ-
ated with social withdrawal) and atypically prolonged
social attention in Williams syndrome (WS; behaviourally
associated with hyper-sociability) [11–14]. Specifically, this
research has demonstrated that people with ASD spend
less time than typically developing (TD) individuals view-
ing people and faces in static pictures of social interaction. Background Fragile X syndrome (FXS) is the most common cause of
inherited intellectual disability affecting approximately 1
in 2500 males and 1 in 4000–6000 females [1]. FXS is
caused by excessive cytosine-guanine-guanine (CGG)
repeats on the Fragile X Mental Retardation 1 (FMR1)
gene located on the Xq27.3 site. Individuals with the
FXS premutation have 45–200 repeats whereas individ-
uals with the full mutation have in excess of 200 repeats. The excessive CGG repeats cause the FMR1 gene to
become methylated, resulting in reduced production of FXS is associated with a socio-behavioural phenotype
that includes being motivated to interact with others
and demonstrating interest in the social world. However,
these features co-occur with heightened anxieties and
social communication impairments [2, 3]. The social
communication
impairment
associated
with
FXS
is
reflected
in
the
heightened
prevalence
of
autism
spectrum disorders (ASD). Although prevalence figures
often vary across studies, a recent meta-analysis has in-
dicated that approximately 30% of males with FXS meet
criteria for ASD [4]. This is in comparison to 1% of the * Correspondence: hayley.crawford@coventry.ac.uk
1Centre for Research in Psychology, Behaviour and Achievement, Coventry
University, Coventry CV1 5FB, UK
2Cerebra Centre for Neurodevelopmental Disorders, School of Psychology,
University of Birmingham, Edgbaston B15 2TT, UK
Full list of author information is available at the end of the article Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9 Page 2 of 10 Page 2 of 10 general population [5]. However, it is increasingly recog-
nised that subtle differences exist between individuals
with FXS and those with idiopathic ASD, as those with
FXS often display a milder profile of autism symptom-
atology. A recent review of existing literature highlights
several studies indicating less severe social impairments
in individuals with FXS and comorbid ASD compared to
individuals with idiopathic ASD, particularly on mea-
sures of social responsiveness [6]. scenes reported that a largely female sample of people
with FXS spent a ‘typical’ amount of time looking at so-
cial information, but that they also looked away quicker
than TD participants, indicating active social avoidance
[22]. The issue that 12 out of the 14 FXS participants in
that study were female is important due to the striking
differences in the severity and prevalence of the FXS
phenotype between males and females. Therefore, it is
problematic to generalise findings from studies using
largely female samples to males with FXS who are often
more severely affected. Background Attention to social stimuli in this group has also been
linked to social behaviour, with reduced social attention
being associated with more severe autism symptomatology
and consequently more social communication difficulties
[15–17]. Much research has focussed on the association
between social behaviour and social attention in ASD. However, little is known about the way in which behav-
ioural characteristics interact with social attention in
males with FXS despite the known social profile associated
with this group, and the heightened risk of autism. g
y
Whilst existing eye-tracking studies in FXS have offered
rich information regarding the extent of eye gaze aversion,
the current study makes a significant contribution to
investigating the influence of anxiety and autism symp-
tomatology on social attention in males with FXS using
naturalistic social scenes that reflect the complexities of
our social world. This study aims to (1) compare and
contrast social attention in males with FXS to TD children
matched on gender and receptive language ability, (2) in-
vestigate the relationship between social attention and
anxiety in males with FXS, and (3) investigate the relation-
ship between social communication impairment and so-
cial attention in males with FXS. Studies that have been conducted in FXS have identi-
fied atypical social attention, in the form of reduced
looking to the eye region of static isolated faces, com-
pared to TD individuals [18–20] and individuals with
ASD [20, 21]. However, every one of these studies used
isolated face images displaying different emotional ex-
pressions. Whilst this offers rich information regarding
looking patterns to facial features in FXS, it is known
from the literature on both typical development and
ASD that such stimuli lack ecological validity as there is
no ‘competition’ between social and non-social attention
capture (e.g. see discussions by [16]). One study that has
investigated social attention to more naturalistic social Participants Participants were 11 males with FXS aged between 14
and 43 years (Mage = 26.29; 9.06). All participants had a Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9 Page 3 of 10 Page 3 of 10 confirmed diagnosis from a professional (paediatrician,
general practitioner, or clinical geneticist). Participants
with FXS were recruited through the Cerebra Centre for
Neurodevelopmental Disorders participant database at
the University of Birmingham. the camera and displayed natural facial expressions. Spe-
cifically, the emotional valence of the actors in the social
scenes was mostly neutral, interspersed with a few images
where actors were displaying a happy facial expression. The scenery was naturalistic for the activities that actors
were engaged in, e.g. classroom, restaurant. Participants
also saw five filler photographs of landscapes with no
actor, which were interspersed throughout the eye-
tracking task so as to avoid a uniform pattern of solely
social scenes being displayed. As filler trials contained no
social stimuli, eye movements during these trials were not
analysed. Stimuli were 640 × 480 pixels. y
g
Participants with FXS were group-matched to 11 male
TD children on receptive language ability (t (20) = −1.208,
p = .242) using the raw scores from the British Picture
Vocabulary Scale (BPVS; [27]). As previous literature
indicates that
receptive language is commensurate
with nonverbal mental age in adolescents with FXS
[28], receptive language was used as a proxy indicator
of general intellectual ability. TD children were recruited
through the Infant and Child Laboratory participant data-
base, also at the University of Birmingham. None of the
TD children scored above 15 on the Social Communica-
tion Questionnaire (SCQ; [29]), the score suggested by the
authors to be indicative of ASD. All of the TD children
scored within the normal range on the Spence Child Anx-
iety Scale—Parent version (SCAS-P; [30]), defined as the
mean + 1 standard deviation, using the national normal
data from TD boys aged 6–11 years [31]. The same criter-
ion was used to rule out anxiety in children under the age
of 6 years in the current study. Table 1 presents the final
participant characteristics. Stimuli were presented on a 24-in. widescreen LED
monitor at a screen resolution of 1680 × 1050. Participants Partici-
pants’ eye movements were recorded using an EyeLink
1000 Tower Mount system, which runs with a spatial
accuracy of .5–1 visual angle (°), a spatial resolution of
.01°, and a temporal resolution of 500 Hz. The right eye of
each participant was tracked. The eye-tracking camera
was linked to a host PC separate to the one displaying the
stimuli. EyeLink software (SR research, Ontario, Canada)
was used to control the camera and collect data. Measures The participants' primary caregivers completed the SCQ
[29] and the SCAS-P [30] to measure social communica-
tion impairments and anxiety, respectively, and for the
purposes of investigating associations between these
behavioural characteristics and social attention in the
present study. The SCAS-P assesses the following six
domains of anxiety: physical injury fears, obsessive-
compulsive disorder, separation anxiety, social phobia,
panic/agoraphobia, and generalised anxiety, and has
been shown to differentiate those with and without an
anxiety disorder. Internal consistencies of the total scale
and subscales range from .83 to .92 in an anxiety-
disordered group and .81 to .90 in typical controls. The
SCAS-P total score correlates significantly with the
Child Behavior Checklist [32] internalising subscale,
indicating convergent validity [31]. Caregivers completed
these measures either whilst their child was participating
in the study or at home, returning it to the researchers All participants had normal or corrected to normal
vision. All participants aged 16 years and over provided
informed written consent, and parents of children aged
under 16 provided written consent before taking part in the
study, in line with the ethical approval granted from the
Science, Technology, Engineering and Mathematics Ethical
Review Committee at the University of Birmingham. Procedure Participants were tested individually at the University of
Birmingham in a dimly lit room with windows blacked
out to avoid luminance changes. Participants were seated
approximately .6 m from the screen with their chin rest-
ing on a chinrest and their forehead against a headrest. The chinrest and desk height were adjusted so that eye
gaze was central to the display screen. A 5-point calibra-
tion was performed prior to the experiment during
which participants followed the location of an animated
blue dolphin positioned at the edges of the display area. The calibration procedure was repeated until successful,
and all participants included in the analysis achieved a
full 5-point calibration. Following calibration, the parti-
cipants were told that they would view a series of
pictures and that they could look wherever they wished
whilst these were displayed. Each image was then
presented for 5 s. Between each trial, a fixation cross
appeared at the centre of the screen for 1 s. (
g
)
A 3 (AOI: background, body, face) × 2 (group: FXS,
TD) ANOVA was conducted, which revealed a signifi-
cant main effect of AOI (F (2, 40) = 38.153, p < .001,
n2 = .656) but no significant main effect of group (F (1,
20) = .009, p = .923, n2 < .001), and no significant inter-
action (F (2, 40) = 1.066, p = .354, n2 = .051). Bonferroni
post hoc tests indicated that the main effect of AOI was
driven by longer dwell time on the background than the
body and the face regions of the actors in the scenes (both
p < .001). Dwell times on the face and body region of
actors were statistically comparable (p = .081). However,
Wilcoxon signed rank tests, which were conducted be-
cause body AOI data were not normally distributed, re-
vealed longer dwell time on the face compared to the
body region of actors (Z = −2.029, p = .042). y
g
p
Correlations were conducted to assess the association
between dwell time on each AOI and social communica-
tion difficulties, as measured by the SCQ, and social
phobia and total anxiety scores, as measured by the
SCAS-P for each participant group. Table 2 shows the
descriptive statistics for these measures by group. Stimuli and apparatus The stimuli used were identical to those used by Riby
and Hancock [11]. Stimuli consisted of 20 colour photo-
graphs of naturalistic social scenes including human
actors engaged in natural activities. Example scenes
included a bride and groom on their wedding day, a
woman on the phone, a group of friends talking to one
another, and a teacher in a classroom. Actors in the
photographs were not directing their attention towards Table 1 Participant characteristics and alpha level for comparison between FXS and TD participants
FXS (n = 11)
TD (n =11)
t
df
p
Chronological age (years)
Mean (SD)
26.29 (9.06)
6.28 (1.31)
−7.256
20
<.001
Range
14.12–43.01
4.60–8.94
Receptive language ability (raw score)
Mean (SD)
87.00 (27.21)
74.18 (22.32)
−1.208
20
.241
Range
87–135
47–114
Gender (% male)
100
100
Comparison between participants on chronological age, receptive language ability as measured by the British Picture Vocabulary Scale, and gender Table 1 Participant characteristics and alpha level for comparison between FXS and TD participants
FXS (n = 11)
TD (n =11)
t Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9 Page 4 of 10 used where data are normally distributed. The alpha
level for significance was .05. on completion. All participants lived at home with the
caregiver completing the questionnaire measures. The
Autism Diagnostic Observation Schedule (ADOS; [33])
was administered to all participants with FXS for diag-
nostic purposes (module 2: n = 2; module 3: n = 5; mod-
ule 4: n = 4). The BPVS [27] was administered to all
participants to assess receptive language ability. Procedure A
significant negative correlation between SCQ score and
dwell time to the background was revealed for the TD
group (rs (7) = −.792, p = .011), indicating that those indi-
viduals with fewer social communication difficulties
spent more time looking at the background. No other
significant correlations were revealed for the TD partici-
pant group (all p > .05; Table 3). For participants with
FXS, moderate-strong positive correlations were revealed
between dwell time on the face AOI and social phobia (rp
(8) = .687, p = .028; Fig. 2), and between dwell time on the
face AOI and total anxiety score (rp (8) = .742, p = .014;
Fig. 3). A significant negative correlation was revealed be-
tween dwell time on the face AOI and SCQ score (rp (7)
= −.720, p = .029; Fig. 4). This did not remain significant
after controlling for receptive language ability (rp (5) =
−.704, p = .077). Taken together, this indicates that
those FXS participants with higher anxiety scores, and
fewer social communication difficulties, exhibited lon-
ger dwell times on faces. Results There was no difference in the overall amount of time
participants spent viewing stimuli, indicating comparable
task engagement across the groups (FXS mean per
image: 4202.46 ms; TD mean per image: 4237.88 ms;
t (20) = .148, p = .884). The remaining analyses concern
dwell time in milliseconds for each AOI (see Fig. 1). Data analysis Areas of interest (AOI) were designated to the face, body,
and background using the Data Viewer programme (SR
Research). Face and body AOI were created using the
FreeHand Interest Area Shape to select the outline of each
actor’s face and body. The background AOI was created
using the Rectangular Interest Area Shape, to cover the
entire image, and then subtracting fixation data from the
face and body AOI prior to analysis. Data are presented as
the total time, in milliseconds, that fixations were within
each AOI. A trial was deemed invalid, and therefore ex-
cluded, if a participant did not look at the picture pre-
sented for any of the trial time. If any participant
produced more than 40% invalid trials, their data were
excluded from analyses. In the current study, one par-
ticipant produced one invalid trial only. Therefore, no
participants were excluded due to insufficient data. All
data were subjected to the Shapiro-Wilk test for nor-
mality. Where data were not normally distributed, non-
parametric tests were used for statistical analyses. For
the between-group comparisons, where results from
non-parametric tests did not differ from results from
the equivalent parametric tests, the results from the
parametric tests are reported. For within-group correla-
tions, Spearman’s correlations are used where data are
not normally distributed and Pearson’s correlations are As participant groups were not matched on chrono-
logical age, correlations were conducted to assess the
relationship between chronological age and dwell time,
especially due to the large age range of the FXS group. Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9 Page 5 of 10 Fig. 1 Dwell time on AOIs; dwell time in milliseconds on background, body, and face AOI for the FXS and TD participant groups, when overall
engagement with the stimuli did not differ across groups Fig. 1 Dwell time on AOIs; dwell time in milliseconds on background, body, and face AOI for the FXS and TD participant groups, when overall
engagement with the stimuli did not differ across groups These revealed no significant association between chrono-
logical age and dwell time on any AOI for either partici-
pant group (all p > .05). Although participant groups were
matched on receptive language ability, correlations were
conducted to assess the relationship between receptive
language and dwell time in the event that our group-
matching comparison was underpowered. Data analysis These re-
vealed no significant association between receptive
language and dwell time on any AOI for either partici-
pant group (all p > .05). Discussion In the present study, we examined and compared visual
attention to naturalistic social scenes in males with FXS
versus TD individuals. In addition, we investigated the
relationship between social attention, anxiety, and social
communication difficulties. The results demonstrated
statistically comparable dwell time on background, body,
and face regions of the social scenes across the two
participant groups. The results also demonstrated an
association between increased looking at faces with Table 2 Descriptive statistics and alpha level for the ADOS, SCQ, and SCAS-P measures
Measure
FXS
TD
t
df
p
ADOS
Mean raw total score (SD)
8.64 (5.12)
NA
Range
2–22
% meeting cut-off for ASD
72.73
% meeting cut-off for autism
18.18
Social Communication Questionnairea
Mean raw total score (SD)
17.57 (6.27)
2.89 (2.37)
−6.569
16
<.001
Range
6–27
0–6
% meeting cut-off for ASD
77.7
0
% meeting cut-off for autism
22.22
0
Spence Child Anxiety Scaleb
Mean raw Social Phobia score (SD)c
4.33 (4.53)
2.63 (2.26)
−.967
16
.348
Range
0–14.4
0–6
Mean raw total score (SD)d
19.54 (16.95)
9.38 (5.32)
−1.625
16
.124
Range
1–49
1–20
aSCQ was not completed for two TD participants and two FXS participants
bSCAS-P was not completed for three TD participants and one FXS participant
cThe maximum Social Phobia score on the SCAS-P is 18. Normative data obtained from Nauta et al. [31] indicate a mean score of 7.3 for anxiety-disordered and a
mean score of 4.3 for typically developing boys aged 6–11 years
dThe maximum total score on the SCAS-P is 114. Normative data obtained from Nauta et al. [31] indicate a mean total score of 31.4 for anxiety-disordered and
16.0 for typically developing boys aged 6–11 years Crawford et al. Discussion Journal of Neurodevelopmental Disorders (2017) 9:9 Page 6 of 10 Table 3 Correlations between behavioural characteristics and social attention, and between participant characteristics and
social attention Table 3 Correlations between behavioural characteristics and social attention, and between participant characteristics and
social attention
Fragile X syndrome
Typically developing
Face
rp (p)
Body
rp (p)
Background
rp (p)
Face
rp (p)
Body
rs (p)
Background
rs (p)
Social phobia
.687
(.028)
−.311
(.981)
−.161
(.657)
−.059
(.890)
−.024
(.955)
−.539
(.168)
Total anxiety score
.742
(.014)
−.153
(.673)
−.250
(.486)
−.265
(.525)
.120
(.776)
−.663
(.073)
Total SCQ score
−.720
(.029)
.077
(.845)
.099
(.800)
−.660
(.053)
.017
(.965)
−.792
(.011)
Chronological age
.593
(.055)
−.105
(.758)
.165
(.627)
.166
(.627)
−.082
(.811)
.191
(.574)
Receptive language
.383
(.246)
.073
(.831)
.422
(.196)
−.178
(.601)
.178
(.601)
.483
(.132)
Correlation matrix for correlations between dwell time on face, body, and background AOI with (1) social phobia, as measured by the SCAS-P, (2) total anxiety
score on the SCAS-P, (3) social communication impairment, as measured by the SCQ, (4) chronological age, and (5) receptive language raw score, as measured by
the BPVS Table 3 Correlations between behavioural characteristics and social attention, and between participant characteristics and between behavioural characteristics and social attention, and between participant characteristics and Correlation matrix for correlations between dwell time on face, body, and background AOI with (1) social phobia, as measured by the SCAS-P, (2) total anxiety
score on the SCAS-P, (3) social communication impairment, as measured by the SCQ, (4) chronological age, and (5) receptive language raw score, as measured by
the BPVS for the results presented here, documenting that these
individuals do not show reduced social attention in the
same way as those with ASD. Existing literature suggests
that individuals with FXS demonstrate less severe im-
pairments in social responsiveness compared to individ-
uals with ASD, even when matched on overall autism
severity [6, 34]. These different profiles go some way to
explaining why reduced social attention may be expected
in individuals with ASD but not in those with FXS. increased anxiety and fewer social communication diffi-
culties in individuals with FXS. Together, these results
suggest that whilst social attention to naturalistic social
scenes may be developmentally ‘typical’ in males with
FXS, anxiety and autism symptomatology are differen-
tially related to social attention in this population. Discussion Existing studies that have indicated atypical social
attention in males with FXS have focussed on attention
to the eye region of static faces. However, the current
study revealed that social attention to naturalistic social
scenes appears developmentally ‘typical’ in males with
FXS. A number of important advances have indicated
reduced social attention in individuals with ASD, which
is associated with social withdrawal [11–14]. The milder
profile of social communication difficulties, and subtle
but important differences in the social impairment
reported in individuals with FXS [2, 3, 6], may account Although there were no significant differences be-
tween the FXS and TD groups in relation to overall
looking time, increased looking to faces was correlated
with fewer social communication difficulties in individ-
uals with FXS. This is a finding that is often reported in
the ASD literature [15–17], and one that suggests autism
symptomatology may play a role in the viewing of natur-
alistic social scenes. Interestingly, in our previous work Fig. 2 Relationship between face AOI and social anxiety; a scatterplot depicting the relationship between dwell time on the face AOI
in milliseconds, and the SCAS-P social phobia score for participants with FXS. The analyses indicate a significant positive correlation
(rp (8) = .687, p = .028) Fig. 2 Relationship between face AOI and social anxiety; a scatterplot depicting the relationship between dwell time on the face AOI
in milliseconds, and the SCAS-P social phobia score for participants with FXS. The analyses indicate a significant positive correlation
(rp (8) = .687, p = .028) Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9 Page 7 of 10 Fig. 3 Relationship between face AOI and anxiety; a scatterplot depicting the relationship between dwell time on the face AOI in milliseconds,
and the SCAS-P total score for participants with FXS. The analyses indicate a significant positive correlation (rp (8) = .742, p = .014) Fig. 3 Relationship between face AOI and anxiety; a scatterplot depicting the relationship between dwell time on the face AOI in milliseconds,
and the SCAS-P total score for participants with FXS. The analyses indicate a significant positive correlation (rp (8) = .742, p = .014) region of faces than those without social anxiety [23]. This potential explanation is supported by our previous
eye-tracking study, which revealed a positive relationship
between social dwell time on videos of actors approaching
the viewer, and anxiety, in males with FXS [35]. Discussion The
results of the current study are also interesting in light of
existing behavioural observation research that highlighted
a pattern of results in which more eye contact was asso-
ciated with increased cortisol reactivity, a physiological
indicator of stress, in individuals with FXS [36]. It is
important to note that although the mean anxiety scores
for participants with FXS did not differ from normative
data from TD children, within-syndrome variability was
large. Participants with FXS were therefore more likely to
achieve scores on the SCAS-P indicative of more severe
anxiety than children with an anxiety disorder (see [31]
for normative data). directly comparing individuals with FXS and ASD, we
reported that atypical eye gaze in FXS was not a product
of autistic symptomatology [21]. Together, these results
suggest that social attention to naturalistic scenes ap-
pears developmentally typical but may be influenced by
autism symptomatology, whereas eye gaze aversion is a
FXS-specific impairment that is unlikely to be a product
of autism symptomatology in the same way. The current study reported a relationship between
heightened looking at faces and anxiety. A potential
mechanism underlying this explanation is that individ-
uals experiencing anxiety, and social anxiety in particu-
lar, may view faces as a more threatening aspect of a
social scene. Therefore, heightened looking to threaten-
ing stimuli may reflect hyper-vigilance for threatening
stimuli, supporting previous literature indicating that
socially anxious TD individuals fixate longer on the eye Fig. 4 Relationship between face AOI and autism symptomatology; a scatterplot depicting the relationship between dwell time on the face AOI
in milliseconds and the SCQ total score for participants with FXS. The analyses indicate a significant negative correlation (rp (7) = −.720, p = .029) Fig. 4 Relationship between face AOI and autism symptomatology; a scatterplot depicting the relationship between dwell time on the face AOI
in milliseconds and the SCQ total score for participants with FXS. The analyses indicate a significant negative correlation (rp (7) = −.720, p = .029) Page 8 of 10 Page 8 of 10 Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9 The differential relationships reported here, between
social attention and both anxiety and autism symptom-
atology, are particularly interesting when existing litera-
ture on WS is considered. Discussion Less time spent looking at the
eye region of faces has been related to higher levels of
autism symptomatology in individuals with WS [37], a
similar relationship to that reported in the current study
where less looking at faces was associated with higher
levels of autism symptomatology. Additionally, increased
levels of generalised anxiety have been associated with
reduced fixation on faces and eyes for individuals with
WS [24], which is the opposite pattern of results to that
reported in the current FXS sample where increased levels
of anxiety were associated with increased dwell time on
faces. One possible explanation for these cross-syndrome
differences in the relationship between social attention
and anxiety may be related to the different profiles of
anxiety associated with these two genetic syndromes. Al-
though both FXS and WS are associated with high levels
of specific phobia, FXS is also typically associated with so-
cial anxiety [7] whilst WS is associated with generalised
anxiety disorder [38]. Such cross-syndrome insights allow
us to advance our understanding of syndrome-specific
mechanisms that might underlie social attention patterns. more flexibly at mouths (especially when talking) and
hands (especially when picking up an object) [39]. The
development of social attention across childhood and
adolescence has focussed on specific skills such as facial
expression recognition, which seems to improve with
age [40, 41]. Less is known about the effect of age and
social experience on social attention in a passive viewing
task. It is important to note that the sample size and age
range in the current study is similar to that of other eye-
tracking studies investigating social attention in FXS
[18–20, 42]. However, further research in this area is
required to clarify the nature of social attention to na-
turalistic social stimuli in males with FXS, and to di-
sentangle the effects of developmental level and other
behavioural characteristics, such as social communica-
tion impairments and anxiety, on social attention. Furthermore, although IQ measures were not adminis-
tered for the present study due to methodological im-
practicality of administering multiple different IQ tests
to account for the wide range of ages and abilities of
participants, the two participant groups were matched
on receptive language. Receptive language has been
reported to be commensurate with nonverbal mental
age in adolescents with FXS [28]. It is possible that the
statistical test to confirm that groups were matched was
underpowered. Discussion To that end, receptive language ability
was taken into account with our statistical tests, and cor-
relations between receptive language and social attention
were not significant. Finally, although genetic reports
were not available for the current study, future research
could investigate the relationship between genetic fac-
tors and social attention. Interestingly, our previous
work has demonstrated a relationship between genetic
variation and visual scanning of emotional faces [43]. Overall looking time indicated good levels of task en-
gagement by both groups, highlighting the opportunities
afforded by
using
eye
tracking
to
investigate
the
mechanisms subserving clinically relevant behaviours
in males with FXS. It is essential to apply caution when interpreting the
results of the present study due to the small sample
sizes. However, moderate to strong correlations between
social attention, anxiety, and social communication im-
pairments were revealed even with these small samples,
highlighting the potential utility of further investigations
in this area. The scatterplots (Figs. 2 and 3) indicate
further that the significant correlations are unlikely to
be driven by outliers. Whilst the between-group com-
parisons may have been statistically underpowered,
the alpha levels are well above the significance cut-off
(group × AOI interaction: p = .354; between-group
comparisons: p = .923). Therefore, it seems unlikely that
these results would differ with additional participants. p
p
In addition, the wide age range of the FXS group
should be considered when interpreting the results due
to the possibility of age-related differences in social
attention and behavioural characteristics. Group match-
ing on chronological versus mental age is a common
issue in intellectual disability research, and we, therefore,
suggest our results indicate developmentally ‘typical’
social attention in FXS. The extent to which social atten-
tion in the FXS group would compare to individuals of
the same chronological age is beyond the scope of this
study. However, correlations to investigate the relation-
ship between chronological age and social attention were
not significant. Existing literature has reported inte-
resting differences in social attention as a function of
chronological age, with children aged 3 months looking
more at eyes, and older children aged 30 months looking Funding The research reported here was supported by a grant from the Economic
and Social Research Council (Grant Number: ES/I901825/1) and by Cerebra. 11. Riby DM, Hancock PJB. Viewing it differently: social scene perception in
Williams syndrome and autism. Neuropsychologia. 2008;46:2855–60. 12. Riby DM, Hancock PJB. Looking at movies and cartoons: eye-tracking
evidence from Williams syndrome and autism. J Intellect Disabil Res. 2009;53:169–81. Competing interests Competing interests
The authors declare that they have no competing interests. 18. Dalton KM, Holsen L, Abbeduto L, Davidson RJ. Brain function and gaze
fixation during facial-emotion processing in fragile X and autism. Autism
Res. 2008;1:231–9. Availability of data and materials The data that support the findings of this study are not available due
to them containing information that could compromise research
participant consent. 13. Riby DM, Doherty-Sneddon G, Bruce V. Exploring face perception in
disorders of development: evidence from Williams syndrome and autism. J Neuropsychol. 2008;2:47–64. Abbreviations children in South Thames: The Special Needs and Autism Project (SNAP). Lancet. 2006;368:210–5. children in South Thames: The Special Needs and Autism Project (SNAP). Lancet. 2006;368:210–5. ADOS: Autism Diagnostic Observation Schedule; ANOVA: Analysis of variance;
AOI: Area of interest; ASD: Autism spectrum disorder; BPVS: British Picture
Vocabulary Scale; CGG: Cytosine-guanine-guanine; FMR1: Fragile X Mental
Retardation 1 gene; FMRP: Fragile X Mental Retardation Protein; FXS: Fragile
X syndrome; SCAS-P: Spence Child Anxiety Questionnaire—Parent Version;
SCQ: Social Communication Questionnaire; TD: Typically developing;
WS: Williams syndrome 6. Abbeduto L, McDuffie A, Thurman AJ. The fragile X syndrome-autism
comorbidity: what do we really know? Front Genet. 2014;5:355. 7. Cordeiro L, Ballinger E, Hagerman R, Hessl D. Clinical assessment of DSM-IV
anxiety disorders in fragile X syndrome: prevalence and characterization. J Neurodev Disord. 2011;3:57–67. 8. Roberts JE, Weisenfeld LAH, Hatton DD, Heath M, Kaufmann WE. Social
approach and autistic behavior in children with fragile X syndrome. J Autism Dev Disord. 2007;37:1748–60. Conclusions The present study documents differential effects of anx-
iety and autism on social attention in males with FXS. To our knowledge, this is the first study to investigate
visual attention to naturalistic social scenes in a sample
of males with FXS. This offers insights into the potential
mechanisms subserving social attention in this popula-
tion and how this might differ to other genetically de-
fined neurodevelopmental disorders. The research paves
the way for future investigations of the relationship
between clinically relevant, socio-behavioural pheno-
types, and social attention, in theories of social attention
in neurodevelopmental disorders. Page 9 of 10 Page 9 of 10 Crawford et al. Journal of Neurodevelopmental Disorders (2017) 9:9 Authors’ contributions 14. Riby DM, Hancock PJB. Do faces capture the attention of individuals with
Williams syndrome or autism? Evidence from tracking eye movements. J Autism Dev Disord. 2009;39:421–31. HC participated in the study design and coordination, performed the
statistical analyses, participated in the interpretation of the data, and drafted
the manuscript. JM participated in the study coordination, interpretation of
the data, and helped to draft the manuscript. CO participated in the study
coordination, interpretation of the data, and helped to draft the manuscript. DR conceived of the study, participated in its design and coordination,
participated in the interpretation of the data, and helped to draft the
manuscript. All authors read and approved the final manuscript. 15. Klin A, Jones W, Schultz R, Volkmar F, Cohen D. Visual fixation patterns during
viewing of naturalistic social situations as predictors of social competence in
individuals with autism. Arch Gen Psychiatry. 2002;59:809–16. 16. Speer LL, Cook AE, McMahon WM, Clark E. Face processing in children with
autism effects of stimulus contents and type. Autism. 2007;11:265–77. 17. Kliemann D, Dziobeck I, Hatri A, Steimke R, Heekeren HR. Atypical reflexive
gaze patterns on emotional faces in autism spectrum disorders. J Neurosci. 2010;30:12281–7. Acknowledgements 9. Kau ASM, Tierney E, Bukelis I, Stump MH, Kates WR, Trescher WH, Kaufmann
WE. Social behavior profile in young males with fragile X syndrome:
characteristics and specificity. Am J Med Genet A. 2004;126:9–17. g
The research reported here was supported by a grant from the Economic
and Social Research Council (Grant Number: ES/I901825/1) and by Cerebra. The authors would like to thank all of the participants and their families and
Professor Gaia Scerif for her contribution to the interpretation of the data. 10. Kaufmann WE, Cortell R, Kau ASM, Bukelis I, Tierney E, Gray RM, Cox C,
Capone GT, Stanard P. Autism spectrum disorder in fragile X syndrome:
communication, social interaction, and specific behaviors. Am J Med Genet
A. 2004;129:225–34. Ethics approval and consent to participate 20. Holsen LM, Dalton KM, Johnstone T, Davidson RJ. Prefrontal social cognition
network dysfunction underlying face encoding and social anxiety in fragile
X syndrome. Neuroimage. 2008;43:592–604. Ethical approval for the current study was obtained from the School of
Psychology Ethical Review Board at the University of Birmingham. y
gy
y
g
Participants aged 16 and above provided written consent to participate. y
gy
y
g
Participants aged 16 and above provided written consent to participate. P
f hild
d b l
6
id d
i
b h lf 21. Crawford H, Moss J, Anderson GM, Oliver C, McCleery JP. Implicit
discrimination of basic facial expressions of positive/negative emotion in
fragile X syndrome and autism spectrum disorder. Am J Intellect Dev
Disabil. 2015;120:328–45. Parents of children aged below 16 years provided written consent on behal
of their children. Parents of children aged below 16 years provided written consent on behalf
of their children. Received: 1 September 2016 Accepted: 10 February 2017 25. Shaw TA, Porter MA. Emotion recognition and visual-scan paths in fragile
X syndrome. J Autism Dev Disord. 2013;43:1119–39. 25. Shaw TA, Porter MA. Emotion recognition and visual-scan paths in fragile
X syndrome. J Autism Dev Disord. 2013;43:1119–39. Consent for publication
Not applicable. 19. Farzin F, Rivera SM, Hessl D. Brief report: visual processing of faces in
individuals with fragile X syndrome: an eye tracking study. J Autism Dev
Disord. 2009;39:946–52. Author details
1 22. Williams TA, Porter MA, Langdon R. Viewing social scenes: a visual scan-path
study comparing fragile X syndrome and Williams syndrome. J Autism Dev
Disord. 2013;43:1880–94. 22. Williams TA, Porter MA, Langdon R. Viewing social scenes: a visual scan-path
study comparing fragile X syndrome and Williams syndrome. J Autism Dev
Disord. 2013;43:1880–94. 1Centre for Research in Psychology, Behaviour and Achievement, Coventry
University, Coventry CV1 5FB, UK. 2Cerebra Centre for Neurodevelopmental
Disorders, School of Psychology, University of Birmingham, Edgbaston B15
2TT, UK. 3Institute of Cognitive Neuroscience, University College London, 17
Queen Square, London WC1N 3AR, UK. 4Department of Psychology, Durham
University, Durham DH1 3LE, UK. 23. Weiser MJ, Pauli P, Alpers GW, Muhlberger A. Is eye to eye contact really
threatening and avoided in social anxiety? An eye-tracking and
psychophysiology study. J Anxiety Disord. 2009;23:93–103. 24. Kirk HE, Hocking DR, Riby DM, Cornish KM. Linking social behaviour and
anxiety to attention and emotional faces in Williams syndrome. Res Dev
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1–12. References • We accept pre-submission inquiries
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https://jneuroinflammation.biomedcentral.com/counter/pdf/10.1186/s12974-021-02178-z
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Divanillyl sulfone suppresses NLRP3 inflammasome activation via inducing mitophagy to ameliorate chronic neuropathic pain in mice
|
Journal of neuroinflammation
| 2,021
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cc-by
| 9,328
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Shao et al. Journal of Neuroinflammation
(2021) 18:142
https://doi.org/10.1186/s12974-021-02178-z
RESEARCH
Open Access
Divanillyl sulfone suppresses NLRP3
inflammasome activation via inducing
mitophagy to ameliorate chronic
neuropathic pain in mice
Shuai Shao†, Cheng-Bo Xu†, Cheng-Juan Chen, Gao-Na Shi, Qing-Lan Guo, Yu Zhou, Ya-Zi Wei, Lei Wu,
Jian-Gong Shi* and Tian-Tai Zhang*
Abstract
Background: Chronic neuropathic pain is a frequent sequel to peripheral nerve injury and maladaptive nervous
system function. Divanillyl sulfone (DS), a novel structural derivative of 4,4′-dihydroxydibenzyl sulfoxide from a traditional
Chinese medicine Gastrodia elata with anti-nociceptive effects, significantly alleviated neuropathic pain following
intrathecal injection. Here, we aimed to investigate the underlying mechanisms of DS against neuropathic pain.
Methods: A chronic constrictive injury (CCI) mouse model of neuropathic pain induced by sciatic nerve ligation was
performed to evaluate the effect of DS by measuring the limb withdrawal using Von Frey filament test.
Immunofluorescence staining was used to assess the cell localizations and expressions of Iba-1, ASC, NLRP3, and ROS, the
formation of autolysosome. The levels of NLRP3-related proteins (caspase-1, NLRP3, and IL-1β), mitophagy-related proteins
(LC3, Beclin-1, and p62), and apoptosis-related proteins (Bcl-XL and Bax) were detected by Western blotting. The
apoptosis of BV-2 cell and caspase activity were evaluated by flow cytometry.
Results: DS significantly alleviated the neuropathic pain by increasing the mechanical withdrawal threshold and
inhibiting the activation of NLRP3 in CCI-induced model mice. Our findings indicated that DS promoted the mitophagy
by increasing the LC3II and Beclin 1 and decreasing the levels of p62 protein in BV-2 cell. This is accompanied by the
inhibition of NLRP3 activation, which was shown as inhibited the expression of NLRP3 in lysates as well as the secretion
of mature caspase-1 p10 and IL-1β p17 in supernatants in cultured BV-2 microglia. In addition, DS could promote
mitophagy-induced improvement of dysfunctional mitochondria by clearing intracellular ROS and restoring mitochondrial
membrane potential.
Conclusion: Together, our findings demonstrated that DS ameliorate chronic neuropathic pain in mice by suppressing
NLRP3 inflammasome activation induced by mitophagy in microglia. DS may be a promising therapeutic agent for
chronic neuropathic pain.
Keywords: Chronic neuropathic pain, Microglia, Mitophagy, NLRP3 inflammasome, Divanillyl sulfone
* Correspondence: shijg@imm.ac.cn; ttzhang@imm.ac.cn
†
Shuai Shao and Cheng-Bo Xu contributed equally to this work.
State Key Laboratory of Bioactive Substances and Functions of Natural
Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences
& Peking Union Medical College, Beijing 100050, China
© The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data.
Shao et al. Journal of Neuroinflammation
(2021) 18:142
Background
Neuralgia is a type of chronic pain that manifests as
spontaneous pain, hyperalgesia, and allodynia [1, 2]. It is
caused by injury or disease in the somatosensory nervous system that includes the central nerves, spinal cord,
posterior root of the spinal cord, and peripheral nerves.
Pre-clinical studies show that the basis of neuropathic
pain is the plasticity of nerve cells [3, 4]. In addition,
some non-neuronal cells of the central nervous system
(CNS), especially microglia, have also been implicated in
triggering neuropathic pain [5–8].
Microglia is a kind of primary innate immune cells in
the CNS, and is activated by various pathological stimuli.
The activated microglia interacts with the astroglia or
neurons to induce neuroinflammation and facilitate
transmission of pain signals [9–11]. Chronic neuropathic
pain is characterized by infiltration of immune cells into
the dorsal root ganglia (DRG), and the activation of
microglia in spinal cord and brain, eventually leading to
a neuroinflammatory response [12]. Pro-inflammatory
factor of interleukin-1β (IL-1β) plays an important role
in the microglial inflammatory signaling mediated
neuropathic pain [13]. Multiple mechanisms participate
in the central neuronal excitation mediated by microglial
inflammation in peripheral nerve injury (PNI)-induced
neuropathic pain. In microglia, the activation of toll-like
receptor 2 (TLR2) and/or TLR4 can promote nuclear
factor-κB (NF-κB) signal to induce IL-1β transcription
[14], triggering receptor expressed on myeloid cells 2
(TREM2) and via transcription factors interferon regulatory factor 1/5/8 (IRF1/5/8) [15]. In addition, P2X purinoceptor 7 (P2X7), P2Y purinoceptor 12 (P2Y12), and
CX3C-chemokine receptor 1 (CX3CR1) on microglial
cells also lead to IL-1β secretion via p38 MAPKs as well
[16]. The important thing is that nucleotide-binding
oligomerization domain (NOD), leucine-rich repeat, and
pyrin domains-containing protein (NLRP)-type inflammasomes promote pro-IL-1β processing and mature IL1β secretion. Of NLR family, NLR family pyrin domaincontaining 3 (NLRP3) is the most extensively studied
and well-characterized inflammasome sensor molecule.
Meanwhile, NLRP3 inflammasome can also be activated
by TLRs receptor and P2X7. IL-1β acts as mediators
between microglia and neurons and assumes roles as
neuromodulator when it acts on spinal dorsal horn
(SDH) neurons to increase the strength of synaptic
connectivity and excitatory synaptic transmission in
the process of neuropathic pain [17, 18]. Thereby, the
NLRP3 inflammasome is the most recognized contributor and plays an irreplaceable role to the transmission of pain signals [19, 20].
NLRP3 inflammasome is a multi-protein complex
consisting of pattern recognition receptors (PRRs) that
recognize pathogen-associated molecular patterns (PAMPs)
Page 2 of 18
and danger-associated molecular patterns (DAMPs) during
the course of natural immune response, which then activates caspase-1 and promotes the maturation and secretion
of pro-inflammatory cytokines like IL-1β and interleukin18 (IL-18) [16, 21]. The NLRP3 inflammasome/IL-1 pathway shows outstanding advantages in the process of neuralgia signal transduction. The IL-1β secreted from the
microglia binds to the IL-1 receptor (IL-1R) expressed on
SDH neurons, which promotes N-methyl-D-aspartate
receptor (NMDAR) phosphorylation and reverses γaminobutyrate (GABA) and/or glycine-mediated synaptic
inhibition, thereby enhancing transmission of excitatory signals [11, 22, 23]. IL-1R has two isoforms of IL-1R1 and IL1R2. In contrast to IL-1R1, IL-1R2 is a decoy receptor and
negative regulator of the IL-1 pathway, just like IL-1R antagonist (IL-1Ra). IL-1Ra, one of the members of IL-1 family acting as a natural IL-1 inhibitor, could bind to both IL1R1 and IL-1R2 to prevent uncontrolled activation of IL-1
receptors by competing IL-1β or IL-1α for binding [24]. Although IL-1Ra or IL-1β neutralizing antibodies are promising analgesics [25–27], complete blockade of IL-1β/IL-1R1
will have an immunosuppressive effect that may increase
the risk of infections [17]. Therefore, selective inhibition of
IL-1β secretion by activated NLRP3 inflammasome is a better strategy to alleviate neuropathic pain, since the noncanonical pathway of NLRP3 activation and other inflammasomes can still ensure IL-1β secretion for normal
physiological functions [28]. To this end, direct inhibitors
of NLRP3 inflammasome or activation pathway blockers
are increasingly gaining attention for their potential analgesic effects.
The NLRP3 inflammasome can be activated by K+ efflux, Reactive oxygen species (ROS) releasing, and lysosomal disruption [29, 30]. Mitochondrial damage is the
primary trigger of excessive ROS production and lysosomal dysfunction, which might induce obvious activation of NLRP3 inflammasome [31]. However, mitophagy
may block the activation of NLRP3 inflammasome and
subsequent of pain signal transmission [32, 33]. Autophagy is an adaptive response of eukaryotic cells to stressful stimuli wherein damaged cellular components are
recycled via formation of autophagosomes. Selective
elimination of damaged mitochondria through mycophagy in the microglia is crucial for neuron survival and
transmission of pain signals [34]. Furthermore, mitophagy can inhibit NLRP3 inflammasome activation and
reduce the secretion of IL-1β, most likely by preventing
mitochondrial ROS production and reversing mitochondrial membrane depolarization [35]. Therefore, NLRP3
inflammasome inhibitors associated with mitophagy induction is worth investigating as analgesics against
neuropathic pain.
Gastrodia elata Blume is a traditional Chinese medicine used for the treatment of headache, migraine, and
Shao et al. Journal of Neuroinflammation
(2021) 18:142
other neuropathic pain, from which gastrodin was isolated as the main active constituents. Divanillyl sulfone
(DS) is a derivative of 4,4′-dihydroxydibenzyl sulfoxide,
which also was reported as the active constitute of Gastrodia elata Blume [36]. In the preliminary evaluation,
DS showed potential pharmacological activity against
neuropathic pain. In this study, we established somatic
and neuropathic pain models to evaluate the antinociceptive effects of DS and explored the underlying
mechanisms involving NLRP3 inflammasome activation
in the microglia.
Materials and methods
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of Materia Medica, Chinese Academy of Medical Sciences & Peking Union Medical College.
Establishment of somatic pain model and behavioral
assessment
Acetic acid-induced somatic pain model was established
to preliminarily evaluate the analgesic effect of DS. The
ICR mice were given a single intraperitoneal injection of
DS (1, 3, or 10 mg/kg), normal saline (10 mL/kg), or gastrodin (positive control; 80 mg/kg), followed by 1%
acetic acid (10 mL/kg, i.p.) 30 min later. The numbers of
writhing and stretching in mice were counted over a
period of 15 min after acetic acid injection.
Drugs and reagents
DS was synthesized and gastrodin was extracted and
purified by the Institute of Materia Medica, Chinese
Academy of Medical Sciences and Peking Union Medical
College, and the purity was validated as > 95% using
high-performance liquid chromatography. Stock solution
of both reagents were prepared in dimethyl sulfoxide
(DMSO) and subsequently diluted in sterile 0.9% saline.
The cell culture reagents were purchased from Invitrogen Corporation (Thermo Fisher Scientific, Carlsbad,
CA, USA). Antibodies for Western blotting and immunofluorescence were purchased from Abcam (Cambridge, UK) and Cell Signaling Technology (Beverly,
MA, USA). Alexa 546-conjugated goat anti-rabbit and
Alexa 488-conjugated goat anti-mouse secondary antibodies were from Life Technologies (Thermo Fisher Scientific, Carlsbad, CA, USA). Goat serum, Mito-Tracker
Green, Lyso-Tracker Red, and Rh123 were purchased
from Beyotime Biotechnology (Shanghai, China). Nigericin, 3-methyladenine (3-MA), and MCC950 were purchased from MedChemExpress (Monmouth Junction,
NJ); lipopolysaccharide (LPS) and tritonX-100 from
Sigma-Aldrich (St. Louis, MO); and recombinant IL-1Ra
from PeproTech (Rocky Hill, NJ, USA). CellROX® Deep
Red Reagent was purchased from Invitrogen (Carlsbad,
CA, USA), annexin-V/7aad staining kit from BD Biosciences (Franklin Lakes, NJ, USA), and FAM-FLICA® caspase assay kit from Immunochemistry Technologies
(Bloomington, MN, USA).
Experimental animals
Male ICR mice and C57BL/6 mice (weighing 18–20 g)
were obtained from Beijing Huafukang Experimental
Animal Institute (Beijing, China). The mice were housed
5–6 per cage at room temperature (22 ± 2 °C) in specific
pathogen-free conditions under a 12/12-h reversed lightdark cycle, with food and water provided ad libitum.
The mice were acclimatized for 3–4 days prior to the experiments, and randomly divided into the different
groups. All procedures were approved by the Experimental Animal Care and Use Committee of the Institute
Establishment of neuropathic pain model and behavioral
analysis
Chronic neuropathic pain following peripheral nerve injury was simulated via chronic constrictive injury (CCI)
of the unilateral sciatic nerve. Briefly, the C57BL/6 mice
were anesthetized with isoflurane, and randomly divided
into the sham-operated, untreated CCI model, DStreated (1, 3, and 10 mg/kg) and gastrodin (80 mg/kg)
groups (n = 8 mice per group). The left sciatic nerve
trunk was exposed by blunt dissection at mid-thigh level,
and 4 ligatures (4-0 chromic catgut) were tied loosely
around the nerve with 1 mm spacing. In the shamoperated mice, the sciatic nerve was only exposed but
not ligated. On the ninth day after surgery, the mice
were given a single intrathecal injection of the suitable
dose of DS or saline. Briefly, the mice were anesthetized
with isoflurane (4% for induction and 1% for maintenance), and a 100 μL micro-injector was inserted from
the intervertebral space between the L5 and L6 discs
into the spinal subarachnoid space. After confirming
proper intrathecal injection via tail flicking, 100 μL normal saline or drug was microinjected followed by a 100
μL normal saline flush.
The sensitivity of mechanical nociception was measured by the Von Frey withdrawal test (Von Frey filaments, IITC Life Science Inc, California, USA) after 30
min, 1 h, and 2 h of intrathecal injection over a period
of 4 days. The animals were acclimatized in boxes set on
an elevated metal mesh floor for at least 30 min. Pressure values were pressed vertically on the sole of the
hind paws with increasing force till the animal withdraw
the hind limb. The procedure was repeated 3 times for
an average data, and the value of paw withdrawal threshold was recorded. All behavioral analyses were performed by an investigator blinded to the experimental
grouping.
The half-effective dose (ED50) of DS was determined
by Von Frey withdrawal test on CCI-induced neuropathic pain model mice. Model mice were treated with a
serious dose of DS (1, 3, 10, 30, 100 mg/mg) to test the
Shao et al. Journal of Neuroinflammation
(2021) 18:142
paw withdrawal threshold at 0.5 h, 1 h, and 2 h after administration. The values of peak time of paw withdrawal
threshold were selected to calculate the ED50 of DS on
CCI-induced model mice.
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according to the manufacturer’s instructions. The optical
density (OD) at 450 nm was obtained by an ELISA plate
reader (Synergy H1, BioTek, USA).
Immunofluorescence
BV-2 cells culture and treatment
BV-2 cells were cultured in Dulbecco’s modified eagle’s
medium (DMEM) supplemented with 10% fetal bovine
serum (FBS) at 37 °C under 5% CO2 and 95% humidity.
The cells were pre-stimulated with LPS (100 ng/mL) for
3.5 h, and then with 5 μM nigericin for 30 min, 6 h, 12
h, and 24 h as appropriate. In addition, the cells were
treated with varying concentrations of DS (0.3, 3, and 30
μM) or 3-MA (5 mM) for 1 h and 30 min respectively
prior to nigericin.
Extraction and separation of cell supernatant protein
Cell supernatant protein was extracted by the standard
methanol/chloroform method. The cell supernatants
were layered with 1/4 volume of chloroform, and the
same volume of methanol was added. After evenly mixing the solutions on a vortex shaker, the mixture was
centrifuged at 12,000 rpm for 5 min at room
temperature. The upper aqueous phase (methanol) was
carefully removed, and the intermediate protein layer
was aspirated and extracted once with methanol as described above.
BV-2 cells were fixed with 4% paraformaldehyde for 30
min at room temperature, and permeabilized with 0.2%
triton X-100 in phosphate buffered saline (PBS) containing 10% goat serum for 30 min. The cells were then incubated overnight with anti-NLRP3 (1:200) and antiASC (1:200) primary antibodies at 4 °C, washed with
PBS, and probed with donkey anti-goat Alexa Fluor 488and goat anti-rabbit Alexa Fluor 546-conjugated secondary antibodies (1:200) for 1 h at 37 °C. The nuclei were
counterstained with DAPI (1 μg/mL), washed thrice with
PBS, and observed under the Leica TCS SP8 confocal
microscope (Leica Microsystems GmbH, Mannheim,
Germany). Spinal cord tissues from the CCI mice were
also stained with anti-NLRP3 and anti-IBA-1 antibodies
as described above.
Mitochondrial and lysosomal imaging
BV-2 cells were seeded in laser confocal plate (Nest,
Jiangsu, China), and incubated with 75 nM Lyso-Tracker
Red and 150 nM Mito-Tracker Green at 37 °C for 1 h.
The nuclei were counterstained with DAPI (1 μg/mL),
washed thrice with PBS, and observed under the Leica
TCS SP8 confocal microscope.
Western blotting analysis
Proteins were quantified by BCA Protein Assay Kit
(Thermo Fisher Scientific, Carlsbad, CA, USA). Equal
amount of proteins per sample were separated by 8%
and 15% sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE), and the bands were transferred
to a polyvinylidene fluoride (PVDF) membrane (Millipore Corp., Bedford, MA, USA). After blocking with 5%
bovine serum albumin (BSA) in tris-based saline-Tween
20 (TBST) at room temperature for 1 h, the blots were
incubated overnight with primary antibodies against
IBA-1, NLRP3, pro-caspase-1, caspase-1, pro-IL-1β, IL1β, LC3II/I, Beclin 1, protein 62 (p62), and β-tubulin (all
diluted 1:1000) at 4 °C. Following incubation with horseradish peroxidase (HRP)-conjugated goat anti-rabbit and
goat anti-mouse secondary antibodies, the blots were developed using enhanced chemiluminescence reagents
(Perkinelmer, USA). The positive bands were visualized
with Tanon 2000 Imaging System (Beijing, China) and
their intensities were quantified using ImageJ Software
(NIH, USA).
Enzyme-linked immunosorbent assay
The level of IL-1β in the supernatant from cultured BV2 cells was measured by enzyme-linked immunosorbent
assay (ELISA) kit (Cat. No. 432606, BioLegend)
Mitochondrial membrane potential and reactive oxygen
species measurement
Mitochondrial membrane potential (MMP) was measured using the cationic fluorescent probe Rh123 which
rapidly translocated from the mitochondrial membrane
to the matrix following membrane depolarization. The
reactive oxygen species (ROS) levels were detected using
CellROX Deep Red, which emits a strong fluorescence
signal under oxidizing conditions. The suitably treated
cells were incubated with 10 μM Rh123 or 5 μM CellROX Deep Red at room temperature for 30 min, and 1
μg/mL DAPI was added 10 min before the end of staining. After washing with PBS, the cells were observed
under the Leica TCS SP8 confocal microscope to determine the fluorescence intensities of the respective
probes.
Flow cytometry
BV-2 cells were cultured and prepared to detect by flow
cytometric staining with propidium iodide (PI)-PerCP
and caspase-1-FITC (FAM-YVAD-FMK, Immunochemistry Technologies) for NLRP3 inflammasome activation;
PI-PerCP and caspase-3/7-FITC (FAM-DEVD-FMK, Immunochemistry Technologies), and 7aad-PerCP and
Annexin-V-APC for apoptosis (BD Biosciences). Briefly,
Shao et al. Journal of Neuroinflammation
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the cultured cells at 37 °C were stimulated by LPS (100
ng/mL) for 3.5 h, incubation with or without 3-MA (5
mM) for another 30 min, and then incubation with DS
(0.3, 3, and 30 μM for apoptosis measurement; 30 μM
for NLRP3 inflammasome activation measurement) for 1
h. After stimulating with nigericin (5 μM), the harvested
cells were washed twice with ice-cold PBS, and stained
with 7aad or PI for 5 min at room temperature,
Annexin-V for 15 min at room temperature, or FAMYVAD-FMK (caspase-1) and FAM-DEVD-FMK (caspase-3/7) for 1 h at 37 °C, respectively. The samples
were acquired in a FACS BD verse cytometer (BD Biosciences), and data were analyzed using FlowJo software
(Version 10.0; Three Star).
compared by two-factor analysis of variance (ANOVA)
followed by Tukey’s post hoc test. The percentage of analgesia was calculated using the formula: (post-DS
threshold in ipsilateral paw − baseline threshold in ipsilateral paw) / (baseline threshold in contralateral paw −
baseline threshold in ipsilateral paw) × 100. Analysis of
ED50 was performed with GraphPad best projected by
the non-linear least-squares method in which data is
normalized according to the maximal possible effect.
The other parameters were analyzed using one-way
ANOVA followed by an appropriate post hoc test, and P
< 0.05 was considered statistically significant. Statistical
analysis was performed using GraphPad Prism 8.01 software (GraphPad Software Inc., CA, USA).
Statistical analysis
Results
Data were presented as the mean ± SEM of at least 3 independent experiments. The paw withdrawal threshold
(PWT (g)) was measured with Von Frey test and
DS attenuated somatic pain in vivo
DS, 4,4′-[Sulfonyl bis(methylene)] bis(2-methoxyphenol)
(Fig. 1a), is obtained by acetic acid/hydrogen peroxide
Fig. 1 DS attenuated pain hypersensitivity of somatic pain in vivo. a The chemical structure of DS. DS significantly decreased the writhing times
(b) and increased the rate of analgesia (c) in acetic acid-induced mice. Data are expressed as mean ± SEM (n = 9 mice in each group). Statistical
significance was determined by one-way ANOVA followed by Tukey’s post hoc analysis where **P < 0.01, ***P < 0.001 vs. saline group
Shao et al. Journal of Neuroinflammation
(2021) 18:142
Page 6 of 18
oxidation of 4,4′-[sulfinyl bis(methylene)] diphenol. We
established a mouse model of somatic pain by injecting
ICR mice with low concentration of acetic acid (1%),
and found that intraperitoneal administration of DS significantly reduced the number of writhing behavior compared to the placebo in a dose-dependent manner. In
addition, the analgesic effect of 1, 3, and 10 mg/kg DS
were respectively 21.00%, 72.48%, and 74.53% compared
to 48.48% observed with 80 mg/kg gastrodin (Fig. 1b, c).
antagonist (IL-1Ra). As shown in Fig. 3d, e, intrathecal
injection of MCC950 and IL-1Ra significantly increased
the mechanical withdrawal threshold, and the analgesic
effect was stable for four consecutive days after administration. Taken together, IL-1β secreted by the activated
NLRP3 inflammasome relays pain signals by binding to
the IL-1R expressed on neurons, and the analgesic effect
of DS may be related to blocking NLRP3 inflammasome
activation and IL-1β/IL-1R signaling in the spinal cord.
DS alleviated CCI-induced neuropathic pain in vivo
DS inhibited NLRP3 inflammasome activation by
promoting autophagic flux formation
A mouse model of chronic neuropathic pain was established by sciatic nerve ligation, and the effect of DS on
mechanical allodynia was evaluated in terms of paw
withdrawal. Sciatic nerve ligation decreased the paw
withdrawal threshold of the ipsilateral but not the
contralateral paw, and the threshold reached its lowest
point on the seventh day post-surgery and maintained at
this value for the rest of testing period, indicating that
the neuropathic pain model was successfully induced
(Fig. 2a). However, intrathecal injection of DS increased
paw withdrawal threshold in the ipsilateral paw in a
dose-dependent manner compared to the placebotreated mice, without affecting the contralateral paw.
The analgesic effect of DS peaked within 30 min of injection in a dose-dependent manner, whereas 80 mg/kg
gastrodin achieved the optimal effect 1 h after intrathecal injection (Fig. 2b). The analgesic effects of both
drugs were stable over four consecutive days post-DS injection (Fig. 2c). In addition, further dose-response analyses showed that DS alleviated allodynia in ipsilateral
paw in a dose-dependent manner, with a ED50 values of
5.29 mg/kg at 0.5 h after administration DS (Fig. 2d, Figure S1).
DS inhibited NLRP3 inflammasome activation in the
spinal microglia in vivo
The glial area in the ipsilateral enlarged lumbar spinal
cord expressed high levels of the microglial activation
marker Iba-1 after sciatic nerve ligation, whereas the
contralateral spinal cord was not affected. This clearly
indicated spinal microglial activation in the CCI pain
model (Fig. 3a). In addition, the activated Iba-1+ microglia co-localized with the NLRP3 protein, indicating that
neuropathic pain induced by microglial activation is
likely related to the activation of NLRP3 inflammasome
(Fig. 3a). DS not only inhibited the co-localization of
NLRP3 and IBA-1 in spinal microglia but also decreased
the in situ expression of IBA-1, NLRP3 protein, activated
caspase-1 p10, and mature IL-1β p17 (Fig. 3b, c).
To further explore the role of NLRP3 inflammasome
in neuropathic pain, we respectively treated the CCI
model mice with MCC950, a specific inhibitor of the
NLRP3 inflammasome, and the recombinant IL-1R
The in vitro model of NLRP3 inflammasome activation
was established by co-stimulating BV-2 microglia with
LPS and nigericin. The cells were first exposed to LPS to
upregulate the NLRP3 inflammasome components,
followed by DS and finally nigericin. DS treatment significantly reduced the expression of NLRP3 in cell
lysates (LYS), as well as maturation of caspase-1 and IL1β in the cultured supernatants (SN), in response to LPS
and nigericin (Fig. 4a, b). Similarly, DS also inhibited the
nigericin-induced secretion of IL-1β in a dosedependent manner (Fig. 4c). These findings were similar
to that observed in the spinal cord tissues of DS-treated
CCI mice. Autophagy flux is a chain process from autophagosome formation to ubiquitin degradation through
fusion with lysosomes. Among them, mitophagy play an
important role in the phagocytosis of damaged mitochondria. Given the inhibitory role of mitophagy in
NLRP3 activation, we next determined whether the
therapeutic effects of DS were mediated via mitophagyinduced NLRP3 inflammasome inhibition. Microtubuleassociated light chain protein 3 (LC3) is a necessary
autophagy marker for the formation of autophagy membrane. In addition, p62 protein is also responsible for the
process of autophagy by interacting with LC3 to bring
damaged mitochondria and other autophagosomes into
autolysosomes for degradation and self-degradation. The
results indicated that DS upregulated the expression of
LC3II and Beclin 1, increased the ratio of LC3II/LC3I,
and decreased the expression of p62 protein and the
level of IL-1β in the cultured supernatants (Fig. 4d–f).
These data suggested that DS likely promoted mitophagy
in the microglia. To better understand the mechanism of
increased mitophagy and negative regulation of NLRP3
inflammasome by DS, we also measured the expression
of autophagy-associated protein and NLRP3 in the presence of autophagy inhibitor 3-MA. The findings indicated that 3-MA not only blocked the effect of DS on
autophagy-related proteins, but also restored NLRP3 activation by increasing the level of IL-1β (Fig. 4d–f). Furthermore, mito-tracker and lyso-tracker were used to
trace the formation of autolysosomes during mitophagy
in BV-2 microglia. The results indicated that
Shao et al. Journal of Neuroinflammation
(2021) 18:142
Page 7 of 18
Fig. 2 DS treatment improved sciatic nerve ligation-induced chronic neuropathic pain. Neuropathic pain mice were induced by ligation of sciatic
nerve, the mechanical withdrawal threshold within 14 days after surgery (a) and intrathecal injection of vehicle (0.9% normal saline) or DS (1, 3,
10 mg/kg) 9 days after surgery (b) were measured by Von Frey Monofilament in both contralateral and ipsilateral paws. c The analgesic effects of
both drugs over four consecutive days post-injection. d Dose-response analysis of DS on paw withdrawal threshold 0.5 h after administration, and
ED50 was calculated with GraphPad Prism 8 with normalized to maximal possible effect. Data are expressed as means ± SEM (n = 8 mice in each
group). Statistical significance was determined by two-way ANOVA followed by Tukey’s post hoc analysis where *P < 0.05, **P < 0.01, ***P < 0.001
vs. CCI + Saline group, ***P < 0.001 vs. Sham-ipsilateral paw group
mitochondria damaged by LPS and nigericin were transferred to lysosome for degradation in the process of DSinduced mitophagy, which was also inhibited by the
autophagy inhibitor 3-MA (Fig. 4g). These findings
suggested that DS promoted the fusion of mitochondria
and lysosomes.
To further verify whether DS inhibited the activation
of NLRP3 inflammasome through mitophagy, we analyzed the expression levels of individual components of
NLRP3 inflammasome in the presence of autophagy inhibitor 3-MA. Our findings showed that DS inhibited
the expression of NLRP3 in LYS as well as the secretion
of mature caspase-1 p10 and IL-1β p17 in supernatants
in the presence of LPS and nigericin, and which could
be completely neutralized by 3-MA (Fig. 5a). In addition,
our results also indicated that LPS and nigericin induced
an obvious overexpression of NLRP3 and ASC in cultured BV-2 microglia, which could be blocked by DS
treatment (Fig. 5b). However, 3-MA could reverse the
inhibitory effect of DS on the overexpression of NLRP3
and ASC. Furthermore, LPS and nigericin stimulated
caspase-1 activation and the conversion from procaspase-1 to caspase-1, which appeared as an increase in
the population of double-positive cells stained with
Caspase-1 and Propidium Iodide (PI) (Fig. 5c, d). Meanwhile, DS obviously inhibited the caspase-1 activity in
BV-2 microglia, and this effect could be neutralized by
3-MA (Fig. 5c, d). Taken together, mitochondrial damage induced by LPS and nigericin triggered NLRP3
inflammasome activation. However, DS inhibited
Shao et al. Journal of Neuroinflammation
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Page 8 of 18
Fig. 3 DS showed analgesic effect by inhibiting NLRP3 inflammasome activation of spinal microglia in vivo. a The immunofluorescence of the
spinal lumbar enlargement of CCI pain mice showed the co-localization of IBA-1 staining (red) and NLRP3 staining (green) in the ipsilateral glial
area, and the contralateral side was not affected. b, c Western blotting analysis of microglia activation marker IBA-1 and NLRP3 inflammasome
components in spinal lumbar enlargement tissue showed that DS inhibited the expression of IBA-1, NLRP3 protein, activated caspase-1 p10, and
mature IL-1β p17 in a dose-dependent manner. Data are expressed as means ± SEM (n = 3 in each group). Statistical significance was
determined by one-way ANOVA followed by Tukey’s post hoc analysis where ##P < 0.01, ###P < 0.011 vs. Sham + Saline group; *P < 0.05, **P <
0.01, ***P < 0.001 vs. CCI + Saline group. NLRP3 inflammasome inhibitor MCC950 (d) and IL-1R antagonist (e) were injected intrathecally into CCI
pain mice and the paw withdrawal threshold of their ipsilateral and contralateral paws were measured at 1h post intrathecal injection. Inhibiting
the assembly and activation of NLRP3 inflammasome or block the binding of IL-1β to IL-1R can effectively increase the paw withdrawal threshold
of CCI mice. Data are expressed as means ± SEM (n = 8 in each group). Statistical significance was determined by two-way ANOVA followed by
Tukey’s post hoc analysis where **P < 0.01, ***P < 0.001 vs. CCI + Saline group
Shao et al. Journal of Neuroinflammation
Fig. 4 (See legend on next page.)
(2021) 18:142
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Shao et al. Journal of Neuroinflammation
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Page 10 of 18
(See figure on previous page.)
Fig. 4 DS inhibited NLRP3 inflammasome activation and promoted mitophagy in microglia in vitro. BV-2 microglia were first pre-stimulated by
LPS (100 ng/ml) for 3.5 h, then treated for 1h with indicated concentrations of DS followed by stimulation with nigericin (5 μM) for 30 min. a, b
Immunoblot analyses of caspase-1 p10, IL-1β p17 in culture supernatants (SN) and NLRP3, pro-caspase-1, pro-IL-1β in lysates (LYS) were shown. c
The level of IL-1β in supernatants was analyzed by ELISA method. After pre-stimulated with LPS, adding autophagy inhibitor 3-MA (5 mM) before
DS and incubated for 0.5 h, and finally stimulated with nigericin for 12 h. d, e Immunoblot analyses of NLRP3, LC3II/I, Beclin 1 and p62 in LYS and
c ELISA analysis of IL-1β in SN. Data are expressed as means ± SEM (n = 3 in each group). Statistical significance was determined by one-way
ANOVA followed by Tukey’s post hoc analysis where ##P < 0.01, ###P < 0.001 vs. control; *P < 0.05, **P < 0.01, ***P < 0.001 vs. LPS + Nigericin
group; $P < 0.05, $$P < 0.01, vs. LPS + Nigericin + 30 μM DS group. e Mitochondria and lysosome were respectively labeled with the mito-tracker
(green) and lyso-tracker (red), images were captured using Leica TCS SP8 confocal microscope
formation of NLRP3 inflammasome complex in BV-2
microglia, which was manifested by a decrease in both
caspase-1 activity and IL-1β secretion, by inducing mitophagy and promoting clearance of defective mitochondria.
DS decreased ROS production and inhibited apoptosis in
microglia by inducing mitophagy
Although our findings indicate that mitophagy induced
by DS inhibited the activation of NLRP3 inflammasome
in microglia, the underlying mechanism is still unclear.
As an important signal to promote the activation of
inflammasome, ROS may be involved in the negative
regulation of NLRP3 by mitophagy. Therefore, in order
to explore whether the analgesic effect of DS was related
to autophagic clearance of ROS to inhibit NLRP3
inflammasome activation, the changes of mitochondrial
function in microglia with the treatment of DS were
assessed. The effect of DS on mitochondrial function
Fig. 5 DS negatively regulated the formation of NLRP3 inflammasome complex through mitophagy in BV-2 microglia. BV-2 microglia were first
pre-stimulated by LPS (100 ng/ml) for 3.5 h, then treated for 1h with indicated concentrations of DS and 3-MA (5 mM) for 30 min or not followed
by stimulation with nigericin (5 μM) for 6 h, 12 h, and 24 h, which was labeled with a triangle at nigericin (5 μM) treatment. a Immunoblot
analyses of caspase-1 p10, IL-1β p17 in culture supernatants (SN) and NLRP3, pro-caspase-1, pro-IL-1β in lysates (LYS) were shown. b
Immunofluorescence staining show the expression of NLRP3 (green) and ASC (Red) in BV-2 microglia after stimulation with nigericin for 12 h. c, d
Caspase-1 activity was detected by flow cytometry in BV-2 microglia treated with DS for 12 h using caspase-1/PI double-labeled staining method.
Data are expressed as means ± SEM (n = 3 in each group). Statistical significance was determined by one-way ANOVA followed by Tukey’s post
hoc analysis where ###P < 0.001 vs. control group; ***P < 0.001 vs. LPS + Nigericin group; $$$P < 0.001 vs. LPS + Nigericin + 30 μM DS group
Shao et al. Journal of Neuroinflammation
(2021) 18:142
was investigated by measuring ROS production and MMP
using specific fluorescent probes. As shown in Fig. 6a,
NLRP3 inflammasome activation in response to LPS and
nigericin significantly increased the fluorescence intensities of both Rh123 and CellROX Deep Red, indicating a
high level of mitochondrial membrane depolarization and
ROS production respectively. DS dampened the fluorescence intensities of both probes, which was suggestive of
MMP restoration and reduction in intracellular ROS
levels. Furthermore, 3-MA could counteract the protective
effects of DS, indicating that DS promoted ROS clearance
in the microglia through mitophagy.
In addition, damaged mitochondria release DAMPs
through apoptosis, resulting in a vicious circle of NLRP3
inflammasome activation and mitochondrial dysfunction,
and irreversible tissue damage. Therefore, we analyzed
the effect of DS on apoptosis to elucidate the potential
mechanism underlying NLRP3 inflammasome inactivation. Bax and Bcl-XL are two important proteins involved in the process of apoptosis program. Our
research found that DS upregulated the expression of
anti-apoptotic Bcl-XL and inhibited the expression of
pro-apoptotic Bax in the stimulation of LPS and nigericin which were responsible for formation of NLRP3
inflammasome complex. However, 3-MA could reverse
these changes (Fig. 6b, c). Elevated caspase-3/7 activity is
an important indicator in the process of apoptosis program. In our study, LPS and nigericin increased the activity of caspase-3/7 and percentage of apoptotic cells in
cultured BV-2 microglia. However, DS could block the
apoptosis (Fig. 7a, b) and caspase-3/7 activity (Fig. 7c, d)
in a time and concentration-dependent manner, which
was completely obviated by 3-MA. Taken together, DS
promoted mitophagy induced ROS clearance and inhibited apoptosis in activated microglia, which may be responsible for inhibition of NLRP3 inflammasome
complex.
DS ameliorated neuropathic pain through mitophagymediated NLRP3 inflammasome inhibition
To further explore the possible mechanism DS exerting
analgesic effect, autophagy inhibitor 3-MA was applied
in our research trying to clarify the regulation of mitophagy on NLRP3 inflammasome. On day nine of the
CCI pain model, 3-MA was administrated by intrathecal
injection 30 min before the administration DS, and the
bilateral paw withdrawal threshold of each group of CCI
mice were measured at 30 min, 1 h, and 2 h after administration DS. The results showed that DS could obviously
increase the pain threshold of CCI mice and reach the
peak of analgesia 30 min after administration DS. However, the autophagy inhibitor 3-MA could block the analgesic effect of DS (Fig. 8a). After four consecutive days
of same administration, it was found that the analgesic
Page 11 of 18
effect of DS was relatively stable and no obvious tolerance occurred (Fig. 8b). In addition, four consecutive
days of 3-MA treatment not only reversed the effect of
DS, it even lowered the pain threshold than that of the
model group (Fig. 8b), which suggested that mitophagy
played an important role in the occurrence and development of neuralgia, and DS might exert an analgesic effect by inducing mitophagy.
Further analysis by Western blot found that the inhibitory effect of DS on the activation of NLRP3 inflammasome in the spinal cord tissue of CCI mice was
countered by 3-MA (Fig. 8c, d), indicating that mitophagy played a negative regulatory role on the activation
of NLRP3 inflammasome in CCI-induced pain model.
These data indicated that DS may inhibit the activation
of NLRP3 inflammasome signaling via inducing mitophagy in CCI-induced neuropathic mice, thereby reducing the pain signal conduction caused by the binding of
IL-1β to IL-1R on the spinal dorsal horn neurons, therefore raising the pain threshold.
Discussion
Microglia account for 5–10% of all cells in the CNS and
play an important role in innate immune responses.
However, aberrantly activated microglia can trigger neuroinflammation and tissue damage [18, 37]. Peripheral
and central nerve damage in animal models of neuropathic pain are accompanied by the upregulation of inflammatory
factors,
chemokines,
brain-derived
neurotrophic factor (BDNF), toll-like receptors (TLRs),
and purinergic receptor in the microglia [38, 39]. Thus,
aberrant phenotypic and functional changes in microglia
accompany the initiation and development of neuropathic pain, which involve NLRP3 inflammasome activation [14, 40]. PNI induces a release of PAMPs and
DAMPs in glial region of the spinal cord, which are recognized by the microglia. PAMPs activate the priming
signal of NLRP3 inflammasome, and DAMPs act as the
second signal that promote neuroinflammation and facilitate transmission of pain signals from the primary
center to the superior center [11, 14, 20, 21]. Blocking
NLRP3 inflammasome activation in spinal cord microglia could suppress PNI-induced pain hypersensitivity
[41, 42]. Mitophagy is a conserved defense mechanism
in eukaryotic cells, and has been implicated in the inhibition of NLRP3 inflammasome activation and neuropathic pain [29, 43, 44]. However, the exact mechanistic
basis is not completely known. In this study, we assessed
the analgesic properties of DS, derivative from an active
constitute of the traditional Chinese medicine Gastrodia,
and established the functional link between mitophagymediated inhibition of NLRP3 inflammasome activation
and alleviation of neuropathic pain.
Shao et al. Journal of Neuroinflammation
(2021) 18:142
Page 12 of 18
Fig. 6 DS promoted autophagic clearance of mitochondrial ROS and protected MMP through mitophagy in microglia. BV-2 microglia were first
pre-stimulated by LPS (100 ng/ml) for 3.5 h, then treated for 1 h with indicated concentrations of DS and 3-MA (5 mM) for 30 min or not
followed by stimulation with nigericin (5 μM) for 12 h. a Immunofluorescence staining Rh123 (green) and CellROX Deep Red (Red) indicate
mitochondrial membrane depolarization and ROS production in BV-2 microglia. b, c Immunoblot analyses the expression of apoptosis associated
proteins of Bcl-XL and Bax in lysates. Data are expressed as means ± SEM (n = 3 in each group). Statistical significance was determined by oneway ANOVA followed by Tukey’s post hoc analysis where ##P < 0.01 vs. control group; *P < 0.05, **P < 0.01 vs. LPS + Nigericin group; $P < 0.05 vs.
LPS + Nigericin + 30 μM DS group
Shao et al. Journal of Neuroinflammation
(2021) 18:142
Page 13 of 18
Fig. 7 DS inhibited apoptosis and caspase-3/7 activity through mitophagy in BV-2 microglia. BV-2 microglia were first pre-stimulated by LPS (100 ng/
ml) for 3.5 h, then treated for 1 h with indicated concentrations of DS and 3-MA (5 mM) for 30 min or not followed by stimulation with nigericin (5
μM) for 12 h. Apoptosis was detected by flow cytometry in BV-2 microglia treated with indicated concentrations of DS for 6, 12, and 24 h using
Annexin V-FITC/7aad (a, b) and caspase-3/7/PI (c, d) double-labeled staining method. Data are expressed as means ± SEM (n = 3 in each group).
Statistical significance was determined by one-way ANOVA followed by Tukey’s post hoc analysis where #P < 0.05, ##P < 0.01, ###P < 0.001 vs. control
group; *P < 0.05, **P < 0.01, ***P < 0.001 vs. LPS + Nigericin group; $P < 0.05, $$P < 0.01, $$$P < 0.001 vs. LPS + Nigericin + 30 μM DS group
Shao et al. Journal of Neuroinflammation
(2021) 18:142
Page 14 of 18
Fig. 8 DS ameliorated neuropathic pain through mitophagy-mediated NLRP3 inflammasome inhibition. a Paw withdrawal threshold was
measured by Von Frey test in both contralateral and ipsilateral paws, after administrating DS (10 mg/kg), DS (10 mg/kg) + 3-MA (2.5 mg/kg), and
vehicle (0.9% normal saline) 9 days in CCI-induced model mice, respectively. b The analgesic effects of both DS (10 mg/kg) and DS (10 mg/kg) +
3-MA (2.5 mg/kg) treatment over four consecutive days post-injection. Data are expressed as means ± SEM (n = 7 mice in each group). Statistical
significance was determined by two-way ANOVA followed by Tukey’s post hoc analysis where **P < 0.01 vs. CCI + Saline group, #P < 0.05, ##P <
0.01, ###P < 0.001 vs. CCI + 10 mg/kg DS group. c, d Western blotting analysis of NLRP3 inflammasome components in spinal lumbar
enlargement tissue. Data are expressed as means ± SEM (n = 3 in each group). Statistical significance was determined by one-way ANOVA
followed by Tukey’s post hoc analysis where #P < 0.05, ##P < 0.01 vs. Sham + Saline group; *P < 0.05 vs. CCI + Saline group; $P < 0.05 vs. CCI + 10
mg/kg DS group
Microglia acts as a kind of typical brain-resident macrophages to phagocytose the damaged debris in CNS.
During the chronic neuropathic pain injury, microglia is
activated and polarized into pro-inflammatory phenotype and chronic neuroinflammation [45]. In the CCI
pain model as well, sciatic nerve ligation increased IBA1-positive microglia in the spinal lumbar area; this is accompanied by a gradual decrease in the mechanical pain
threshold on the ligated side. It has been reported that
activated microglia co-localized with NLRP3 protein, indicating NLRP3 inflammasome activation in the microglia [10, 25]. The central sensitization and pain
development caused by microglial activation are related
to the activation of NLRP3 inflammasome. For example,
the NLRP3 inflammasome inhibitor MCC950 could increase the pain threshold of CCI mice. In addition, the
NLRP3 inflammasome effector IL-1β is an important
pro-inflammatory factor that promotes pain signal transduction [18, 26, 46]. IL-1Ra inhibited the IL-1β/IL-1R
signaling and increased the pain threshold of CCI mice,
further underscoring the role of NLRP3 inflammasome
in neuralgia. It was found that DS significantly alleviated
the neuropathic pain by increasing mechanical withdrawal threshold in CCI-induced neuropathic pain mice.
Meanwhile, DS effectively inhibited the activation of
NLRP3 inflammasome in LPS and nigericin-stimulated
Shao et al. Journal of Neuroinflammation
(2021) 18:142
BV-2 microglia cells by suppressing caspase-1 activation
and IL-1β secretion. Given that DS affects the expression
of NLRP3 inflammasome-associated proteins in activated BV-2 cells and CCI-induced neuropathic pain
model mice, as well as DS or NLRP3 inflammasome inhibitor MCC950 and IL-1Ra all can ameliorate the
neuropathic pain by increasing the mechanical withdrawal threshold, it is suggested that DS reduce the
nociception likely via NLRP3 inflammasome mechanism.
Thus, our work hints that focus on inhibiting NLRP3
inflammasome activation might be a new therapeutic
strategy for chronic neuropathic pain.
Increasing evidence suggests that damaged mitochondria involved in the progress of disease with stress, ROS
production, and NLRP3 inflammasome activation, including chronic neuropathic pain. An important role of
mitophagy is to selectively remove excess or damaged
mitochondria. Following ROS-induced depolarization,
the damaged mitochondria are engulfed by the
Page 15 of 18
autophagosomes that fuse with the lysosomes, eventually
reducing intracellular ROS levels and inhibiting NLRP3
inflammasome activation [47, 48]. During mitophagy,
the endoplasmic reticulum membrane wraps the damaged mitochondria to form autophagosomes, and the
subsequent modification of the LC3-I protein to LC3II protein promotes their fusion with lysosomes [49,
50]. The autophagic flux is also driven by degradation
of the ubiquitin-binding protein p62 [51], and the dissociation of Beclin-1 from the anti-apoptotic Bcl-2 or
Bcl-XL [52]. Beclin-1 cleavage by caspases on the
other hand inhibits autophagy and triggers the apoptotic cascade by promoting cytochrome C release
from mitochondria [53, 54]. In this study, we found
that DS alleviated the mitochondrial damage and ROS
generation induced by mitochondrial membrane
depolarization in LPS and nigericin-stimulated microglia by promoting mitophagy. Therefore, our research
further confirmed that mitophagy contributed to the
Fig. 9 Proposed analgesic mechanism of DS for mitophagy-induced NLRP3 inflammasome inhibition in spinal microglia
Shao et al. Journal of Neuroinflammation
(2021) 18:142
process of mitochondrial protection and ROS clearance in excessive activated microglia.
Mitophagy blockade is often accompanied by severe
mitochondrial damage and ROS production, and the
subsequent activation of NLRP3 inflammasome [55, 56].
Therefore, the autophagic flux is a potential therapeutic
target in NLRP3 inflammasome-related diseases.
Chronic neuropathic pain is characterized by mitochondrial dysfunction and accumulation of ROS in the glial
area of the spinal cord, which act as DAMPs for the
NLRP3 inflammasome activation. Notably, autophagy increases mechanical pain threshold in neuropathic pain
models, likely by inhibiting NLRP3 inflammasome activation [40, 57]. However, the mechanism underlying the
regulatory role of mitophagy-mediated NLRP3 inflammasome on chronic neuropathic pain remain poorly
understood. Here, our research indicated that DS induced an obvious mitophagy and ROS reduction in cultured microglia. To determine the role of mitophagy on
NLRP3 inflammasome activation, the mitophagy/autophagy inhibitor 3-MA was used to investigate the
regulation for NLRP3 inflammasome under DS treatment. The results showed that 3-MA neutralized DSinduced mitophagy in the activated microglial cells,
which hindered degradation of damaged mitochondria
and removal of ROS. Moreover, DS-mediated inhibition of NLRP3 inflammasome activation and mature
IL-1β secretion from the microglia were also blocked
by 3-MA. In vivo experiment further also verified that
3-MA could prevent the analgesic effect of DS in
CCI-induced neuropathic pain model mice. Therefore,
these data indicated that DS-induced mitophagy is accompanied by inactivation of NLRP3 inflammasome.
Briefly, the current findings suggested that the effect
of DS on chronic neuropathic pain may be associated
with mitophagy induction, which mediates the NLRP3
inflammasome inactivation and neuroinflammatory
inhibition.
Conclusion
In summary, we reported that DS effectively improved
the chronic neuropathic pain in CCI-induced neuropathic pain model mice. The underlying mechanisms
have been investigated that DS promoted rapid clearance
of ROS released by dysfunctional mitochondria through
mitophagy, and further suppressed the NLRP3 inflammasome activation and neuroinflammation (Fig. 9). Our
work has revealed the negative regulation of mitophagy
to NLRP3 inflammasome in neuropathic pain, which
suggested that NLRP3 inflammasome may be a promising therapeutic strategy for chronic neuropathic pain.
The findings also provide a potential candidate for treatment of chronic neuropathic pain.
Page 16 of 18
Abbreviations
DS: Divanillyl sulfone; IL-1β: Interleukin-1β; IL-18: Interleukin-18; IL1R: Interleukin-1 receptor; IL-1Ra: Interleukin-1 receptor antagonist;
NLRP3: NLR family pyrin domain-containing 3; CNS: Central nervous system;
DRG: Dorsal root ganglia; PRRs: Pattern recognition receptors;
PAMPs: Pathogen-associated molecular patterns; DAMPs: Danger-associated
molecular patterns; SDH: Spinal dorsal horn; NMDAR: N-methyl-D-aspartate
receptor; GABA: γ-Aminobutyrate; LPS: Lipopolysaccharide; 3-MA: 3Methyladenine; CCI: Chronic constrictive injury; SN: Supernatants;
LYS: Lysates; PBS: Phosphate buffer saline; MMP: Mitochondrial membrane
potential; ROS: Reactive oxygen species; LC3: Microtubule-associated light
chain protein 3; p62: Protein 62
Supplementary Information
The online version contains supplementary material available at https://doi.
org/10.1186/s12974-021-02178-z.
Additional file 1 .
Acknowledgements
Not applicable.
Authors’ contributions
SS and TTZ designed the research study and wrote the paper. XCB, GQL, and
SJG isolated and synthesize the compound. SS, CCJ, SGN and ZY performed
the experiment. WYZ and WL analyzed the data. The authors read and
approved the final manuscript.
Funding
This work was supported by the National Natural Science Foundation of
China (No. 81973338), the National Key R&D Program of China
(2020YFA0908004), Drug Innovation Major Project of China, China (No.
2018ZX09711001-011-005), and CAMS Innovation Fund for Medical Science,
China (No. 2017-I2M-3-011).
Availability of data and materials
The datasets during and/or analyzed during the current study are available
from the corresponding author on reasonable request.
Declarations
Ethics approval and consent to participate
Not applicable.
All animals were treated in accordance with the International Guidelines for
animal research. All experimental procedures involving animals were
approved by the Experimental Animal Care and Use Committee of the
Institute of Materia Medica, Chinese Academy of Medical Sciences & Peking
Union Medical College.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Received: 8 February 2021 Accepted: 19 May 2021
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HIBCH mutations can cause Leigh-like disease with combined deficiency of multiple mitochondrial respiratory chain enzymes and pyruvate dehydrogenase
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* Correspondence: shamima.rahman@ucl.ac.uk
4Metabolic Unit, Great Ormond Street Hospital, London, UK
6Mitochondrial Research Group, Clinical and Molecular Genetics Unit, UCL
Institute of Child Health, 30 Guilford Street, London WC1N 1EH, UK
Full list of author information is available at the end of the article © 2013 Ferdinandusse et al.; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the
Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use,
distribution, and reproduction in any medium, provided the original work is properly cited. Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 HIBCH mutations can cause Leigh-like disease with
combined deficiency of multiple mitochondrial
respiratory chain enzymes and pyruvate
dehydrogenase Sacha Ferdinandusse1, Hans R Waterham1, Simon JR Heales2,5,6, Garry K Brown7, Iain P Hargreaves5,
Jan-Willem Taanman8, Roxana Gunny3, Lara Abulhoul4, Ronald JA Wanders1, Peter T Clayton6, James V Leonard6
and Shamima Rahman4,6* RESEARCH Open Access HIBCH mutations can cause Leigh-like disease with
combined deficiency of multiple mitochondrial
respiratory chain enzymes and pyruvate
dehydrogenase Patient 2 A younger sister of Patient 1 is currently well at 9 years
of age but the third child in the family, Patient 2, was a
boy born at term after a normal pregnancy, with a birth
weight of 2.9 kg. He presented on day 1 of life with
poor sucking and feeding difficulties. Feeding problems
continued and were associated with poor weight gain,
necessitating nasogastric tube feeding from 2 months. Echocardiogram and ophthalmological examination were
normal at 4 months. He subsequently developed infantile
spasms, and hypsarrhythmia was observed on the electro-
encephalogram (EEG) at 7 months. The infantile spasms
responded dramatically to high dose prednisolone therapy. He also had a progressive dystonic disorder and persistent
vomiting despite fundoplication (performed at 10 months),
associated with abdominal pain, extreme irritability, sleep
disturbance and breath-holding episodes leading to severe
oxygen desaturation. Venous blood lactate was elevated
at 4 mmol/l on one occasion but normal at other times
(Table 1). CSF lactate was mildly elevated on two occasions
at 2.1 and 2.6 mmol/l. The most significant biochemical ab-
normality was persistent elevation of hydroxy-C4-carnitine
(0.77 – 1.25 μmol/L, reference range <0.4; Figure 1b),
an investigation which was not available when Patient 1
was alive. Normal biochemical investigations included
very long chain fatty acids, transferrin electrophoresis,
purines, creatine kinase, cholesterol and triglycerides, CSF
neurotransmitters, urinary glycosaminoglycans and white
cell enzyme assays for lysosomal storage disorders. Muscle biopsy showed mildly increased lipid deposition
within muscle fibres but no ragged-red or COX-negative
fibres. MRI brain at 11 months showed abnormal signal
within the dentate nuclei and the globi pallidi, with a
generalised lack of white matter (see Figure 2a and legend
for details of imaging appearances). Relentless progres-
sion led to death at 2 years 8 months. Neurological features of cerebral organic acidurias
(disorders of degradation of the carbon skeleton of
amino acids) can be clinically and radiologically indis-
tinguishable from mitochondrial encephalomyopathies
caused by primary RC deficiencies; seizures, neurological
regression and bilateral symmetrical basal ganglia lesions
may occur in both groups of disorders [7-10]. 3-Hydroxy-
isobutyryl-CoA hydrolase (HIBCH) is a mitochondrial
enzyme that catalyses the fifth step of valine catabolism,
the conversion of 3-hydroxy-isobutyryl-CoA to 3-hydroxy-
isobutyrate (Figure 1a). HIBCH deficiency has previously
been reported in only two patients [11,12]. We now
describe two new genetically confirmed cases (siblings),
one of whom presented with combined defects of multiple
RC enzymes and the pyruvate dehydrogenase complex
(PDHc). Background vomiting. From 8 months he developed myoclonic jerks
and from 10 months recurrent generalised seizures. Cerebrospinal fluid (CSF) lactate was mildly elevated at
2.2 mmol/l (reference range <2 mmol/l) at 8 months, with
a normal venous blood lactate of 1.7 mmol/l (reference
range < 1.8 mmol/l). A repeat CSF lactate was 3.5 mmol/l. Histological examination of an open muscle biopsy per-
formed at 17 months revealed a mild increase in neutral
lipid droplets, but no ragged-red or cytochrome oxidase
(COX)-negative fibres. His clinical course was marked by
persistent vomiting and retching, despite the fundoplica-
tion, and extreme irritability and sleep disturbance. MRI
brain showed altered signal and atrophy in the globi pallidi
and relative sparing of the thalami. Leukoencephalopathy
and some generalised atrophy were also observed. He died
at 3 years of age. g
Mitochondrial disorders affect approximately 1 in 5000
births, and are clinically, biochemically and genetically
heterogeneous [1]. Combined deficiency of multiple
respiratory chain (RC) enzymes is one of the most frequent
findings in children with suspected mitochondrial disease,
representing approximately 30% of cases in whom a
biochemical abnormality is identified. Approximately
50% of patients with multiple RC deficiencies have
impaired replication or maintenance of the mitochon-
drial DNA (mtDNA), leading to progressive depletion
of mtDNA [2] or accumulation of multiple mtDNA
deletions. The remaining ~50% of cases have heteroge-
neous underlying causes, including mitochondrial or
nuclear-encoded defects of mitochondrial protein syn-
thesis [3] and the multiple mitochondrial dysfunctions
syndrome, in which the activity of PDHc is also impaired
[4-6]. Defects in mtDNA repair, maintenance or trans-
lation result in combined deficiency of complexes I, III
and IV (i.e. complexes that contain mtDNA-encoded
subunits) whereas the multiple mitochondrial dysfunc-
tions syndrome usually affects complexes containing
iron-sulphur (Fe-S) clusters (complexes I, II and III) as
well as PDHc. Abstract Background: Deficiency of 3-hydroxy-isobutyryl-CoA hydrolase (HIBCH) caused by HIBCH mutations is a rare cerebral
organic aciduria caused by disturbance of valine catabolism. Multiple mitochondrial respiratory chain (RC) enzyme
deficiencies can arise from a number of mechanisms, including defective maintenance or expression of mitochondrial
DNA. Impaired biosynthesis of iron-sulphur clusters and lipoic acid can lead to pyruvate dehydrogenase complex
(PDHc) deficiency in addition to multiple RC deficiencies, known as the multiple mitochondrial dysfunctions syndrome. Methods: Two brothers born to distantly related Pakistani parents presenting in early infancy with a progressive
neurodegenerative disorder, associated with basal ganglia changes on brain magnetic resonance imaging, were
investigated for suspected Leigh-like mitochondrial disease. The index case had deficiencies of multiple RC enzymes
and PDHc in skeletal muscle and fibroblasts respectively, but these were normal in his younger brother. The observation
of persistently elevated hydroxy-C4-carnitine levels in the younger brother led to suspicion of HIBCH deficiency, which
was investigated by biochemical assay in cultured skin fibroblasts and molecular genetic analysis. Results: Specific spectrophotometric enzyme assay revealed HIBCH activity to be below detectable limits in cultured
skin fibroblasts from both brothers. Direct Sanger sequence analysis demonstrated a novel homozygous pathogenic
missense mutation c.950G>A; p.Gly317Glu in the HIBCH gene, which segregated with infantile-onset neurodegeneration
within the family. Conclusions: HIBCH deficiency, a disorder of valine catabolism, is a novel cause of the multiple mitochondrial
dysfunctions syndrome, and should be considered in the differential diagnosis of patients presenting with multiple RC
deficiencies and/or pyruvate dehydrogenase deficiency. Keywords: Mitochondrial disease, Multiple respiratory chain enzyme deficiencies, Pyruvate dehydrogenase deficiency,
3-hydroxy-isobutyryl-CoA hydrolase, HIBCH, Acylcarnitines, Multiple mitochondrial dysfunctions syndrome, Valine
catabolism, Organic aciduria Page 2 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Patient 2 This potentially represents a new disease mech-
anism mimicking the multiple mitochondrial dysfunctions
syndrome, namely degradation of multiple enzymes result-
ing from accumulation of a toxic metabolite methacrylyl-
CoA that is postulated to reduce mitochondrial enzyme
activities by reacting with exposed thiol groups. Patient 1 The index case was the first child of healthy distantly
related Pakistani parents. He was born at term weighing
3.2 kg. There were no neonatal problems, but from
3 months he had developmental regression, with loss of
smile and progressive hypotonia. At 8 months Nissen
fundoplication was performed because of persistent Page 3 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Figure 1 HIBCH deficiency leads to accumulation of hydroxy-C4-carnitine. (a) Valine degradation pathway. 3-Hydroxy-isobutyrylCoA hydrolase
(HIBCH) catalyses the fifth step of valine catabolism. HIBCH deficiency leads to accumulation of 3-hydroxy-isobutyryl carnitine, which is detected as
hydroxy-C4-carnitine by tandem mass spectrometry. (b) Plasma acylcarnitine analysis by tandem mass spectrometry. Left panel: normal acylcarnitine
profile; Right panel: acylcarnitine profile from Patient 2 with accumulating hydroxy-C4-carnitine indicated by arrow. Figure 1 HIBCH deficiency leads to accumulation of hydroxy-C4-carnitine. (a) Valine degradation pathway. 3-Hydroxy-isobutyrylCoA hydrolase
(HIBCH) catalyses the fifth step of valine catabolism. HIBCH deficiency leads to accumulation of 3-hydroxy-isobutyryl carnitine, which is detected as
hydroxy-C4-carnitine by tandem mass spectrometry. (b) Plasma acylcarnitine analysis by tandem mass spectrometry. Left panel: normal acylcarnitine
profile; Right panel: acylcarnitine profile from Patient 2 with accumulating hydroxy-C4-carnitine indicated by arrow. The family history is notable in that a maternal uncle
of Patients 1 and 2 (whose own parents were first cousins)
had a progressive neurological disorder from the age of
14 years, eventually leading to death at 46 years. His sister,
the maternal aunt of Patients 1 and 2, had a neuromuscu-
lar condition from birth, but normal cognition, and died
at 47 years. opmental delay and ataxia and subsequent neurological
regression, and his case history has been reported previ-
ously [12]. We now present additional biochemical data
from this case, including muscle glutathione levels, and
compare his neuro-imaging features to those of Patient 2
(Figure 2b). In all three cases, the following diagnostic investigations
were performed after informed parental consent. Clinical
and biochemical details of these 3 patients, and a fourth
patient previously reported in the literature (Brown et al. [11]) are summarised in Table 1. Patient 3 Patient 3 is the first child of healthy unrelated white
European parents. He presented at 4 months with devel- iency
Patient 2
Patient 3 (previously reported
in Loupatty et al. 2007 [12])
Patient reported by
Brown et al. 1982 [11]
Male
Male
Male
Birth
4 months
Birth
on
Poor feeding
Head bobbing
Dysmorphic features
2 years 8 months
Alive at 8 years
3 months
Distantly related parents; younger
sibling of Patient 1
Unrelated parents
First cousin Egyptian parents
Poor feeding
Poor feeding
Poor feeding
++
+
++
++
++
NS
hs;
10 months
Infantile spasms
From 9 months - transient absences
and episodes of eye rolling
NS
+
+
NS
No
+
NS
ep
oea, vision
hy), hearing
Recurrent episodes of
screaming, breath-holding, poor
sleep, central apnoea, visual im-
pairment, microcephaly
Cerebellar ataxia - truncal ataxia,
dysmetria and intention tremor
Facial dysmorphism, tetralogy of Fallot,
multiple vertebral anomalies, agenesis
of cingulate gyrus and corpus callosum
(PM findings)
hy in the
ncephalo-
ised atrophy
Abnormal signal within the dentate
nuclei and the globi pallidi, with a
generalised lack of white matter
(Figure 2a)
Signal abnormalities in globi
pallidi and midbrain and
asymmetric involvement of
cerebral peduncles (Figure 2b)
ND
4.0, 1.6, 1.2
1.7
NS
2.1, 2.6
1.3
NS
0.77-1.25
0.45-1.73
ND
se activity)
0.211
0.089
ND
0.056
0.096
ND
0.016
0.013
ND
ND
7.9
ND
ND
29.5
ND ND
ND
~20% of controls
us c.219_220insTTGAATAG;
are outside the reference
http://www.ojrd.com/content/8/1/188 p
j Page 6 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Figure 2 Magnetic resonance imaging of the brain in HIBCH deficiency. (a) Patient 2 at 9 months: axial T2 weighted image (left panel)
shows bilateral symmetrical signal hyperintensity within the globi pallidi (arrows) accompanied by signal hyperintensity on diffusion weighted
image (middle panel) and low signal on ADC map (right panel) in keeping with restricted diffusion which is beginning to pseudonormalise on
ADC map. The features are those of a subacute neurometabolic insult. In addition there is some generalised non-specific lack of cerebral volume
with prominence of the cerebral sulci and delay in myelin maturation. (b) Patient 3 at 11 months: axial T2 (far left) shows bilateral symmetrical
signal hyperintensity and swelling in the globi pallidi (arrows) with restricted diffusion (diffusion weighted image middle panel, ADC map right
panel) consistent with cytotoxic oedema. The imaging pattern is suggestive of an acute neurometabolic insult. Figure 2 Magnetic resonance imaging of the brain in HIBCH deficiency. (a) Patient 2 at 9 months: axial T2 weighted image (left panel)
shows bilateral symmetrical signal hyperintensity within the globi pallidi (arrows) accompanied by signal hyperintensity on diffusion weighted
image (middle panel) and low signal on ADC map (right panel) in keeping with restricted diffusion which is beginning to pseudonormalise on
ADC map. The features are those of a subacute neurometabolic insult. In addition there is some generalised non-specific lack of cerebral volume
with prominence of the cerebral sulci and delay in myelin maturation. (b) Patient 3 at 11 months: axial T2 (far left) shows bilateral symmetrical
signal hyperintensity and swelling in the globi pallidi (arrows) with restricted diffusion (diffusion weighted image middle panel, ADC map right
panel) consistent with cytotoxic oedema. The imaging pattern is suggestive of an acute neurometabolic insult. Biochemical analyses electrochemical high performance liquid chromatog-
raphy using a previously reported method [17]. Previously reported spectrophotometric assay methods
were used to determine the activities of RC enzyme
complexes I, II + III and IV in frozen skeletal muscle
homogenates [13] and complex IV in cultured skin fi-
broblasts [14]. Quantitative immunocytochemistry was
used to investigate relative expression of complex IV
subunit 1 (MTCO1) in patient and control fibroblasts,
which were cultured in the presence of 5 μM MitoTracker®
Red CM-H2-XRos (Molecular Probes Inc., Oregon) to
label mitochondria red, followed by green immunostaining
with an anti-MTCO1 monoclonal antibody (Clone 1D6E
1A8, Abcam) as described [15]. Densitometric analysis of
images captured using a Zeiss Axiophot epifluorescence
microscope was performed as reported previously [15]
and statistical analysis was performed using Student’s
t test. PDHc activity was measured in cultured skin
fibroblasts using a radiochemical method [16]. HIBCH
activity was determined by spectrophotometric enzymatic
assay using the physiological substrate S-3-hydroxyiso-
butyryl-CoA, as previously described [12]. Glutathione
in frozen skeletal muscle homogenates was assayed by Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Discussion Two brothers with a progressive neurodegenerative
disorder are reported. Patient 1 had combined mitochon-
drial enzyme defects involving PDHc and multiple RC
enzymes (complexes I, II + III and IV, Table 1) whereas
these were normal in Patient 2. However, the remarkably
similar clinical features in both brothers implied that
they had the same underlying condition. The presence
of persistently elevated plasma hydroxy-C4-carnitine in
Patient 2 (Figure 1b, Table 1) suggested the possibility
of HIBCH deficiency, which was confirmed by enzyme
assay in cultured skin fibroblasts and molecular genetic
analysis. Fibroblast HIBCH activity was below detectable
limits in both patients (Table 1), and sequence analysis
revealed a homozygous missense mutation c.950G>A
(p.Gly317Glu) in the HIBCH gene (Figure 4). The causal
nature of this mutation is indicated by the fact that this
mutation 1) concerns a highly conserved amino acid; 2)
is predicted in silico to be deleterious and probably
damaging; 3) is the only putative mutation in the coding
region of the HIBCH gene encoding HIBCH, an enzyme
which was fully deficient in the patients; and 4) has not
been observed previously in genome databases, including
200 ethnically matched control alleles. Finally, the Biochemical analyses Patient 1 had combined mitochondrial enzyme defects
involving PDHc and multiple RC enzymes: residual enzyme
activities in skeletal muscle were 65%, 25% and 71% of the
lowest control for complexes I, II + III and IV respectively,
whilst fibroblast PDHc activity was 43% of the lowest
control (Table 1). RC and PDHc activities were normal
in Patient 2, whilst Patient 3 had mild reduction of com-
plexes I and IV in skeletal muscle (Table 1). Quantitative
immunocytochemistry confirmed significantly decreased
expression of complex IV subunit I in cultured skin fibro-
blasts from Patient 3 (Figure 3); mean cellular MTCOI
expression in Patient 3 fibroblasts was 66% compared
to controls (p < 0.001). The presence of persistently elevated
plasma hydroxy-C4-carnitine in Patients 2 and 3 suggested
the possibility of HIBCH deficiency, which was confirmed
by enzyme assay; fibroblast HIBCH activity was below
detectable limits in all three patients (Table 1). Molecular analysis of Patient 3 has previously been
reported [12]. Results codons downstream). and c.136A>G;p.Thr46Ala. The
reported Minor Allele Frequencies for the two polymor-
phisms are for c.2T>C: T = 0.3988 (European American)
and C = 0.4557 (African American); and for c.136A>G:
A = 0.2407 (European American) and A = 0.3443 (African
American). Molecular genetic analysis Genomic DNA was extracted from cultured skin fibro-
blasts using standard methods. Exons and flanking in-
tronic sequences of the HIBCH gene were sequenced after
amplification by PCR from genomic DNA using intronic
primers with -21 M13 (5'-TGTAAAACGACGGCCAGT-3')
or M13-Rev (5'-CAGGAAACAGCTATGACC-3') extensions
(Additional file 1: Table S1). PCR fragments were sequenced
with -21 M13 and M13-Rev sequence primers using BigDye
Terminator cycle sequencing kits (Applied Biosystems,
Foster City, CA, USA). Sequence data were compared to
the reference HIBCH sequence (GenBank accession num-
ber, NM_014362.2) with nucleotide numbering starting at
the first adenine of the translation initiation codon ATG. All diagnostic investigations were performed after
obtaining informed parental consent. This study was
approved by the National Research Ethics Committee
London Bloomsbury, UK. Page 7 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 codons downstream). and c.136A>G;p.Thr46Ala. The
reported Minor Allele Frequencies for the two polymor-
phisms are for c.2T>C: T = 0.3988 (European American)
and C = 0.4557 (African American); and for c.136A>G:
A = 0.2407 (European American) and A = 0.3443 (African
American). Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Molecular genetic analysis Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Figure 4 Homozygous HIBCH mutation in patients 1 and 2. Sequence electropherograms of HIBCH gene. Top panel: Control; Second (from
top) panel: Patient 1; Third panel: Patient 2; Fourth panel: Mother; Fifth panel: Father. Both patients are homozygous for the c.950G>A mutation,
whilst the parents are heterozygous. Figure 4 Homozygous HIBCH mutation in patients 1 and 2. Sequence electropherograms of HIBCH gene. Top panel: Control; Second (from
top) panel: Patient 1; Third panel: Patient 2; Fourth panel: Mother; Fifth panel: Father. Both patients are homozygous for the c.950G>A mutation,
whilst the parents are heterozygous. Figure 4 Homozygous HIBCH mutation in patients 1 and 2. Sequence electropherograms of HIBCH gene. Top panel: Control; Second (from
top) panel: Patient 1; Third panel: Patient 2; Fourth panel: Mother; Fifth panel: Father. Both patients are homozygous for the c.950G>A mutation,
whilst the parents are heterozygous. subthalamic regions were also involved in Patient 3. The
predilection for the basal ganglia in HIBCH deficiency is
intriguing, and the pathomechanism(s) underlying the
basal ganglia lesions, and in particular the selective
involvement of the globi pallidi and subthalamic nuclei,
are not clear. It is possible that the lesions arise from
localised cerebral energy failure and subsequent neuronal
cell death, as in other mitochondrial diseases including
Leigh syndrome (subacute necrotizing encephalomy-
elopathy) and Kearns-Sayre syndrome [7,8]. Alternatively,
the underlying pathological mechanisms and the imaging
changes may more closely resemble those seen in other
organic acidurias, such as glutaric aciduria type I and
methylmalonic and propionic acidurias, which remain
poorly understood [9,10]. However one hypothesis suggests
that one mechanism involves reaction of acrylyl-CoA
and glutaconyl-CoA with thiol groups [18] and gluta-
thione depletion has been noted in methylmalonic acid-
aemia (MMA) [19]. It is also interesting to note that
there is some evidence for secondary RC defects as a
possible mechanism of basal ganglia damage in these
organic acidaemias [20,21], and one study demonstrated mutation segregated with the Leigh-like disease in this
family and was heterozygous in the unaffected parents
and the maternal aunt and uncle who had a different
neurological phenotype. Although we performed extensive
metabolic investigations in Patient 1 which did not reveal
any other metabolic disturbances, we cannot completely
exclude the small possibility that a second autosomal
recessive disorder may have been present, which could
have accounted for the more severe biochemical defects
observed in this patient. Molecular genetic analysis Sequence analysis revealed a novel homozygous missense
mutation c.950G>A;p.Gly317Glu in the HIBCH gene on
chromosome 2q32.3 in both Patients 1 and 2 (Figure 4). The mutation is absent in the dbSNP and 1000 genomes
databases (which includes 200 Pakistani alleles), affects an
amino acid residue highly conserved among different spe-
cies and is predicted by the SIFT software as deleterious
and by the Polyphen-2 software as probably damaging. Parents and the maternal aunt and uncle were all het-
erozygous for the c.950G>A mutation. Patients 1 and 2
were also homozygous for two known single nucleotide
polymorphisms within the HIBCH gene: c.2T>C;p.Met1? (disruption main translation initiation codon; initiation 5 Figure 3 Cytochrome oxidase immunocytochemistry in cultured skin fibroblasts. Expression of complex IV subunit 1 (MTCO1) in control
and Patient 3 fibroblasts. Cells were cultured in the presence of 5 μM MitoTracker® Red CM-H2-XRos to label mitochondria red, followed by green
immunostaining with anti-MTCO1 antibodies and blue nuclear counterstaining with DAPI. (a) Pseudo-coloured fluorescent micrographs. (b) Relative
cellular expression levels of MTCO1 in Control (blue bars) and Patient (red bars) cells. The mean grey levels were measured for both the green and red
images of 3631 control and 2184 patient cells, and the ratio of the two signals was calculated for each cell. The histogram reveals the frequency of cells
with a particular MTCO1/MitoTracker ratio at intervals of 0.025. The total number of cells per culture is 100%. Figure 3 Cytochrome oxidase immunocytochemistry in cultured skin fibroblasts. Expression of complex IV subunit 1 (MTCO1) in control
and Patient 3 fibroblasts. Cells were cultured in the presence of 5 μM MitoTracker® Red CM-H2-XRos to label mitochondria red, followed by green
immunostaining with anti-MTCO1 antibodies and blue nuclear counterstaining with DAPI. (a) Pseudo-coloured fluorescent micrographs. (b) Relative
cellular expression levels of MTCO1 in Control (blue bars) and Patient (red bars) cells. The mean grey levels were measured for both the green and red
images of 3631 control and 2184 patient cells, and the ratio of the two signals was calculated for each cell. The histogram reveals the frequency of cells
with a particular MTCO1/MitoTracker ratio at intervals of 0.025. The total number of cells per culture is 100%. Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Page 8 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Ferdinandusse et al. Molecular genetic analysis Increased oxidation of six complex I cysteine residues
was demonstrated in glutathione-depleted mouse brains,
an oxidative stress model of murine PD [35]. Methacrylyl-
CoA acid could further disrupt enzymatic reactions taking
place in mitochondria by irreversibly binding cofactors
such as CoA and lipoic acid. Lack of CoA would be
expected to inhibit the Krebs cycle, whilst lipoate is an
essential component of PDHc. competitive inhibition of PDHc by propionyl-CoA, as
well as inhibition of complex III and the α-ketoglutarate
dehydrogenase complex [22]. Most cases of multiple RC deficiencies reported in
the literature are caused by defects of maintenance or
translation of the mtDNA. The former group includes
defects of nuclear genes involved in replication of the
mtDNA and defects of nucleoside salvage necessary to
provide dNTP building blocks for mtDNA synthesis
[23]. In the previously reported Patient 3, mtDNA copy
number was normal in skeletal muscle (Table 1) and
cultured myoblasts and skin fibroblasts (data not shown),
excluding the possibility of mtDNA depletion as the cause
of the mild RC defects observed in this patient. Disorders
of mitochondrial translation may be primary mtDNA
defects, such as deletions of mtDNA or point mutations
involving the mitochondrial transfer RNA genes, or
nuclear gene defects [3]. In a small number of cases,
a combined deficiency of multiple RC enzymes associated
with PDHc deficiency has been reported, the so-called
multiple mitochondrial dysfunctions syndrome. Recently,
mutations in two Fe-S cluster assembly proteins were
shown to cause multiple mitochondrial enzyme defects
including PDHc deficiency. Mutations in NFU1, required
late in the maturation of Fe-S clusters, caused a syndrome
of fatal infantile encephalopathy and/or pulmonary hyper-
tension in Spanish and Mexican families with combined
defects of PDHc, complex II, lipoic acid synthase and
the glycine cleavage system [5,6]. Patients with mutations
in BOLA3, which is also needed for Fe-S and lipoic acid
biosynthesis, have a similar biochemical phenotype [6,24],
but the precise pattern of RC deficiencies in these defects
differs according to the specific Fe-S cluster synthesis
pathway that is impaired [6]. y
With respect to the pathological mechanism under-
lying HIBCH deficiency, methacrylyl-CoA, a proximal
metabolite in the valine degradation pathway (Figure 1a),
could well play a causative role. Cysteine and cysteamine
conjugates of methacrylyl-CoA were shown to accumulate
in multiple tissues, particularly liver, kidney and brain, in
the first patient reported with HIBCH deficiency [11]. Molecular genetic analysis HIBCH deficiency has been reported in only two cases
previously including Patient 3 [11,12]. Table 1 summa-
rises the clinical and biochemical findings in all 4
cases. Consistent features of this condition appear to
be hypotonia, poor feeding and developmental regression
with seizures starting in infancy (Table 1) and symmetrical
involvement of the globi pallidi seen on brain MRI. Images
were no longer available from Patient 1 for review, but
acute changes suggestive of cytotoxic oedema, shown
by imaging changes of restricted diffusion with subsequent
evolution to mature scarring, were seen in Patient 2
and also in Patient 3 (previously reported in [12]). The Page 9 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 aconitase), since cysteine provides sulphide for Fe-S
clusters. The ability of thiol groups to undergo redox
reactions confers antioxidant properties to cysteine, most
importantly in the tripeptide glutathione (composed of
cysteine, glycine and glutamic acid) and also in mitochon-
drial thioredoxin. Thioredoxin contains two cysteine
residues in its active centre that undergo reversible
oxidation/reduction in response to mitochondrial redox
status [30]. Depletion of mitochondrial pools of cysteine,
glutathione and thioredoxin by methacrylyl-CoA could
lead to oxidative damage, with further impairment of RC
enzyme function. Indeed, we found mildly reduced muscle
glutathione in Patient 3, who also had mildly reduced
activities of RC complexes I and IV in muscle (Table 1),
and significantly decreased expression of complex IV
subunit I in fibroblasts measured by quantitative im-
munocytochemistry (Figure 3). These effects are likely
to vary according to the levels of oxidative stress, which
may explain the variable RC and PDHc defects seen in
the 3 patients with HIBCH deficiency (Table 1). We have
previously demonstrated reversibility of RC defects in
Patient 3, who had normal activities of complexes I-IV in
a biopsy performed 3 months after the abnormal biopsy
shown in Table 1 with mildly reduced complex I and
IV levels (Loupatty et al. 2007 [12]). A reduced plasma
concentration of glutathione has been found in both
mitochondrial disorders and organic acidaemias [31,32]. Complex I dysfunction was linked to Parkinson’s disease
(PD) following the observation of a high incidence of PD
in subjects who had recreationally misused 1-methyl-
4-phenyl-1,2,3,6-tetrahydropyridine (MPTP), a known
inhibitor of complex I [33] and glutathione depletion has
been noted to precede complex I deficiency in PD [34]. Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Molecular genetic analysis Cysteine is a non-essential amino acid bearing a thiol side
chain that is frequently involved in enzymatic reactions
and is susceptible to oxidation, leading to formation of the
disulphide cystine. Cystine plays an important structural
role in many proteins; disulphide bonds are important
in crosslinking proteins, serving to increase rigidity and
conferring resistance to proteolytic degradation. Methacry-
lyl-CoA could react with mitochondrial enzymes containing
essential cysteine residues, including PDHc and RC
enzymes [25-29], thereby reducing their activities. De-
pletion of cysteine also could lead to reduced activity of
mitochondrial enzymes containing Fe-S clusters (e.g. RC complexes I, II and III and the Krebs cycle enzyme Toxic damage to mitochondrial enzymes has previously
been demonstrated in ethylmalonic encephalopathy. In
affected patients mutations of the ETHE1 sulphur diox-
ygenase lead to accumulation of sulphide, which affects
the function of complex IV and the short chain acyl-CoA
dehydrogenase involved in mitochondrial fatty acid oxida-
tion [36,37]. By contrast, complex IV activity appears to
be only mildly reduced in HIBCH deficiency, with rela-
tively greater effects on complex I and PDHc observed in
Patient 1 in this study. These cases illustrate the clinical utility of acylcarnitine
analysis in the differential diagnosis of suspected mito-
chondrial disease. The older brother Patient 1 had died Page 10 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 Page 10 of 11 Ferdinandusse et al. Orphanet Journal of Rare Diseases 2013, 8:188
http://www.ojrd.com/content/8/1/188 before the introduction of blood acylcarnitine analysis
into routine metabolic clinical practice, but the persistently
elevated hydroxy-C4-carnitine levels in his younger brother
Patient 2 eventually led to the correct diagnosis of HIBCH
deficiency. Acylcarnitine analysis is a useful investigation
in other cases of suspected mitochondrial disease, since
it may help to direct diagnostic genetic investigations,
for example succinyl and propionyl carnitines may be
elevated in patients with succinyl-CoA ligase deficiency
caused by SUCLA2 or SUCLG1 mutations [38,39]. 3. Chrzanowska-Lightowlers ZM, Horvath R, Lightowlers RN: 175th ENMC
International Workshop: mitochondrial protein synthesis in health and
disease, 25-27th June 2010, Naarden, The Netherlands. Neuromuscul Disord
2011, 21:142–147. 4. Rouault TA: Biogenesis of iron-sulfur clusters in mammalian cells: new
insights and relevance to human disease. Dis Model Mech 2012, 5:155–164. 5. Conclusions 7. Rahman S, Blok RB, Dahl HH, Danks DM, Kirby DM, Chow CW, Christodoulou J,
Thorburn DR: Leigh syndrome: clinical features and biochemical and DNA
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Thorburn DR: Leigh syndrome: clinical features and biochemical and DNA
abnormalities. Ann Neurol 1996, 39:343–351. In conclusion, HIBCH deficiency should be considered
in the differential diagnosis for patients with multiple RC
defects, including those with associated PDHc deficiency. Moreover, the presence of hydroxy-C4-carnitine in the
acylcarnitine profile should alert the clinician to the possi-
bility of this condition. Our results stress the importance
of acylcarnitine analysis in patients with suspected mito-
chondrial disease. 8. Valanne L, Ketonen L, Majander A, Suomalainen A, Pihko H:
Neuroradiologic findings in children with mitochondrial disorders. AJNR Am J Neuroradiol 1998, 19:369–377. 8. Valanne L, Ketonen L, Majander A, Suomalainen A, Pihko H:
Neuroradiologic findings in children with mitochondrial disord
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Looking beyond the basal ganglia: the spectrum of MRI changes in
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Genet 2011, 89:486–495. The authors declare that they have no competing interests. The authors declare that they have no competing interests. 13. Hargreaves P, Rahman S, Guthrie P, Taanman JW, Leonard JV, Land JM,
Heales SJ: Diagnostic value of succinate ubiquinone reductase activity in
the identification of patients with mitochondrial DNA depletion. J Inherit
Metab Dis 2002, 25:7–16. Authors’ contributions SF performed biochemical studies, interpreted data and revised manuscript. HRW performed molecular genetic studies, interpreted data and revised
manuscript. SJRH, GB, IPH, J-WT, RG, LA, RJAW acquired and interpreted data. PTC and JVL interpreted data and revised manuscript. SR conceived study,
acquired and interpreted data, and wrote manuscript. All authors read and
approved the final manuscript. 14. Hayasaka K, Brown GK, Danks DM, Droste M, Kadenbach B: Cytochrome c
oxidase deficiency in subacute necrotizing encephalopathy (Leigh
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of Amsterdam, Amsterdam, The Netherlands. 2Chemical Pathology, Great
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London, UK. 5Neurometabolic Unit, National Hospital for Neurology, London,
UK. 6Mitochondrial Research Group, Clinical and Molecular Genetics Unit,
UCL Institute of Child Health, 30 Guilford Street, London WC1N 1EH, UK. 7Department of Biochemistry, University of Oxford, Oxford, UK. 8Department
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Cite this article as: Ferdinandusse et al.: HIBCH mutations can cause
Leigh-like disease with combined deficiency of multiple mitochondrial
respiratory chain enzymes and pyruvate dehydrogenase. Orphanet
Journal of Rare Diseases 2013 8:188. References doi:10.1186/1750-1172-8-188
Cite this article as: Ferdinandusse et al.: HIBCH mutations can cause
Leigh-like disease with combined deficiency of multiple mitochondrial
respiratory chain enzymes and pyruvate dehydrogenase. Orphanet
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https://www.qeios.com/read/0AFQCQ/pdf
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Migrating Partial Seizures in Infancy
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Definitions
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Qeios · Definition, February 2, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Migrating Partial Seizures in Infancy National Cancer Institute National Cancer Institute Qeios ID: 0AFQCQ · https://doi.org/10.32388/0AFQCQ Source National Cancer Institute. Migrating Partial Seizures in Infancy. NCI Thesaurus. Code
C125387. C125387. A very rare severe form of epilepsy with poor prognosis that usually begins within a few
weeks of birth. The seizure activity can appear in multiple locations in the brain or migrate
from one region to another during an episode. It results in severe developmental delay. Qeios ID: 0AFQCQ · https://doi.org/10.32388/0AFQCQ 1/1
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Therapeutic evaluation and analysis of complications of ethanol sclerotherapy for intramuscular vascular malformations: a single-center retrospective study
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Frontiers in surgery
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Therapeutic evaluation and
analysis of complications of
ethanol sclerotherapy for
intramuscular vascular
malformations: a single-center
retrospective study Cai-Jun Jin
1†, Qian Wang
2†, Min Wang
2, Yong Chen
2 and
Si-Ming Yuan
1,2* Cai-Jun Jin
1†, Qian Wang
2†, Min Wang
2, Yong Chen
2 and
Si-Ming Yuan
1,2* †These authors have contributed equally to this
work 1Department of Plastic Surgery, Jinling Hospital, Nanjing Medical University, Nanjing, China, 2Department
of Plastic Surgery, Jinling Hospital, Southern Medical University, Nanjing, China RECEIVED 08 August 2023
ACCEPTED 19 September 2023
PUBLISHED 24 October 2023
CITATION
Jin C-J, Wang Q, Wang M, Chen Y and
Yuan S-M (2023) Therapeutic evaluation and
analysis of complications of ethanol
sclerotherapy for intramuscular vascular
malformations: a single-center retrospective
study. Background: Intramuscular venous malformations (IMVMs) can cause pain and
contracture deformity, leading to dysfunction of limbs. Ethanol sclerotherapy is
one of the main treatments for IMVMs. This study aims to evaluate the efficacy
and the complications associated with intravascular ethanol sclerotherapy for
IMVMs and to provide a comprehensive summary of clinical experiences for
future reference. CITATION
Jin C-J, Wang Q, Wang M, Chen Y and
Yuan S-M (2023) Therapeutic evaluation and
analysis of complications of ethanol
sclerotherapy for intramuscular vascular
malformations: a single-center retrospective
study. Front. Surg. 10:1274313. Methods: A retrospective analysis was conducted on a cohort of 118 patients
diagnosed with IMVMs who were treated with ethanol sclerotherapy in our
center between 2006 and 2021. The plastic surgeons utilized a standardized
collection pro forma to record the clinical data. Furthermore, a follow-up period
ranging from 6 months to 5 years was implemented to assess the relief of
symptoms, the change of lesion size, and the recovery of functional outcomes. In addition, an analysis of long-term complications was conducted. doi: 10.3389/fsurg.2023.1274313 COPYRIGHT
© 2023 Jin, Wang, Wang, Chen and Yuan. This
is an open-access article distributed under the
terms of the Creative Commons Attribution
License (CC BY). The use, distribution or
reproduction in other forums is permitted,
provided the original author(s) and the
copyright owner(s) are credited and that the
original publication in this journal is cited, in
accordance with accepted academic practice. No use, distribution or reproduction is
permitted which does not comply with these
terms. Results: The clinical symptoms of the patients in this group included pain, swelling,
and limited movement. On average, 5.61 mL (range 2–14 mL) of ethanol was used
during the sclerotherapy procedure. TYPE Original Research
PUBLISHED 24 October 2023
DOI 10.3389/fsurg.2023.1274313 intramuscular venous malformations, ethanol, sclerotherapy, safety, efficacy Therapeutic evaluation and
analysis of complications of
ethanol sclerotherapy for
intramuscular vascular
malformations: a single-center
retrospective study The intraoperative and early postoperative
complications were successfully relieved by means of timely intervention, as
observed during the follow-up period. Based on the MRI results, the sizes of the
lesions in 19% of the cases were significantly decreased, while a slight decrease
was observed in 39% of the cases. During the follow-up period, it was found
that only eight out of the 118 patients included in this study experienced long-
term complications related to sclerotherapy. Conclusions: Although ethanol sclerotherapy has proven to be an effective first-
line treatment for IMVMs, it is associated with a variety of adverse reactions and
short-
and
long-term
complications. Surgeons
are
required
to
perform
operations prudently and provide timely medical intervention for postoperative
complications. intramuscular venous malformations, ethanol, sclerotherapy, safety, efficacy Frontiers in Surgery 01 frontiersin.org 10.3389/fsurg.2023.1274313 10.3389/fsurg.2023.1274313 Jin et al. Complication analysis After a sclerotherapy treatment, vital signs and blood supply to
the skin around the injection point were closely monitored, and
complications were recorded, such as blood supply disorder,
ulceration, infection, nerve injury, superficial vein thrombosis,
muscle contracture, and joint deformity. Study design and patients This study was reviewed and approved by the Medical Ethics
Committee of Jinling Hospital. The study complies with the
Declaration of Helsinki. Informed consent for the treatment and
the publication of images was obtained from all the patients. The
participants included in this study were individuals diagnosed
with IMVMs who were treated with ethanol sclerotherapy in our
center between January 2006 and December 2021. The sample
consisted of 77 female and 41 male patients, aged 4–59 years
with an average age of 23.17. At admission, all the patients underwent an MRI examination. For patients with several treatments, an MRI examination was
performed after three consecutive treatment sessions. The patients
who received fewer than three treatment sessions would be
scheduled for an MRI examination prior to their last follow-up. The changes in the size of the lesion were evaluated by measuring
the maximum diameter observed using MRI before and after
treatment with the following categorization: (1) no significant
changes if less than 10%; (2) moderate reduction between 10%
and 50%; and (3) marked reduction if higher than 50%. The inclusion criteria are as follows: (1) patients diagnosed with
IMVM by MRI; (2) patients with signs or symptoms; (3) patients
who had undergone ethanol sclerotherapy; and (4) patients with
pre- and post-treatment data, followed up for more than 6 months. The exclusion criteria are as follows: (1) digital subtraction
angiography or MRI revealing arteriovenous malformations, capillary
malformations, lymphatic malformations, or combined vascular
malformations; (2) patients who received foam sclerotherapy,
intralesional copper wire retention or surgical resection and other
treatments; and (3) patients with incomplete clinical data. Introduction intravenous
anesthesia
or
local
infiltration
anesthesia
was
administered according to the pain tolerance of the patients. Prior
to
the
sclerotherapy
procedure,
all
patients
were
administered 0.3 mg/kg of methylprednisolone intravenously to
reduce the risk of complications such as cough and chest
tightness. Based on the findings of the preoperative MRI and
further imaging examinations, the lesion’s precise location was
identified
and
subsequently
accessed
through
percutaneous
puncture using a 22-gauge scalp needle attached to a 10-mL
syringe. The accuracy of needle positioning in the venous pouch
was ascertained based on the venous blood reflux without
obvious arterial pulsation through the needle. Some small lesions
were punctured under ultrasound assistance. The treatment
consisted of multifocal and repeated injections. The total amount
of ethanol used in each treatment did not exceed 0.2 mL/kg. Throughout the injection process, vital signs and blood supply to
the skin around the injection point were closely monitored. The
treatment procedure was repeated after 2–3 months. Following
the third treatment, an MRI scan was requested to evaluate the
therapeutic effectiveness of the intervention and inform the
determination of the subsequent treatment plan. As the most common congenital vascular anomalies, venous
malformations (VMs) could occur in many tissues or organs,
including the skin and muscles, with approximately 40% of cases
occurring in skeletal muscles. At birth, patients with intramuscular
venous malformations (IMVMs) typically exhibit few symptoms
and indications. As the patients grow, or encounter trauma,
puberty, pregnancy, or other factors, the lesion can progressively
enlarge, resulting in worsening of symptoms, such as pain,
swelling, and even motor limitation. Therefore, timely treatment is
needed for IMVM patients to alleviate the symptoms and control
the size of the lesions. At present, there are various therapies for
the management of IMVMs, including conservative treatment,
sclerotherapy, operations, laser treatment, and cryoablation, among
which sclerotherapy is the most commonly used. There are also
many kinds of sclerosants available. Ethanol is the most widely
used sclerosant in our center due to its high efficacy and potent
destructive properties. Meanwhile, some scholars expressed that
future studies should be directed toward investigating the anatomic
location and the depth of the malformations. Unfortunately, there
is a lack of systematic research pertaining to the utilization of
ethanol sclerotherapy for IMVM. In this study, a retrospective
analysis was conducted to evaluate the therapeutic effectiveness
and complications associated with ethanol sclerotherapy in IMVMs. Frontiers in Surgery Outcome assessment and follow-up The patients in this group were followed up for a period of
6 months to 5 years, with an average of 41 months. We followed
up with patients at the outpatient clinic. Those who could not be
followed up through personal visits at the clinic were evaluated
by a validated phone questionnaire. The details of the follow-up
included the therapeutic effects of absolute ethanol sclerotherapy
on relieving clinical symptoms such as pain and swelling. To
assess the outcome in a more scientific and objective manner, the
degree of symptom relief was divided into three categories:
improvement, no change, and deterioration. frontiersin.org Treatment Following
admission,
all
patients
underwent
routine
examination
to
exclude
surgery
contraindications. General Complications were categorized based on the timing of their
occurrence: (1) intraoperative complications: complications that Frontiers in Surgery 02 frontiersin.org frontiersin.org Jin et al. 10.3389/fsurg.2023.1274313 occurred immediately during the operation, including cough, chest
tightness,
and
allergic
reactions;
(2)
early
postoperative
complications: occurring within 1 month after sclerotherapy but
could be cured by conservative treatment, including ulceration,
infection, superficial vein embolization, and hematuria; (3) late
postoperative complications: occurring beyond 1 month after
sclerotherapy, including muscle contracture, joint deformity, and
peripheral nerve injury. TABLE 1 Characteristics of patients. N
Percent (%)
Average
Range
Sex
Male
41
35
Female
77
65
Age of presentation
28.53
12–56
Age of onset
18.84
11–42
Length of stay
1.89
1–5
Location of IMVM
Calf
27
23
Thigh
32
27
Upper extremities
22
19
Trunk
8
7
Head and neck
11
9
Foot
18
15
Symptoms
Pain
109
92
Swelling
62
53
Motion limitation
39
33
Morphology of lesions
Focal mass type
64
54
Focal infiltration type
32
27
Diffuse infiltration type
22
19
Number of lesions
1
77
65
2
25
21
>2
16
14 Sclerotherapy treatment The cohort of 118 patients underwent a total of 378 treatment
sessions (1–10 times per patient), with an average of 3.20 sessions
per patient. In each session, 2–16 mL of absolute ethanol was
injected, with an average of 5.61 mL and a maximum dosage of
0.2 mL/kg per patient. All patients were routinely examined using MRI at the first
admission to evaluate the range and location of the lesions. Based on the imaging findings, IMVM was categorized into three
types: (1) Focal mass type (n = 64): the lesions were localized
with well-defined margins. (2) Focal infiltration type (n = 32): the
lesions were diffused in one muscle. (3) Diffuse infiltration type
(n = 22): the lesions were extensive in more than one muscle
with margins ill-defined. Patient characteristics A total of 118 patients with IMVM were enrolled in this study. IMVM lesions can be located all over the body, such as in the lower
leg (n = 27), thigh (n = 32), upper limb (n = 22), trunk (n = 8), face
(n = 11), and foot (n = 18). Meanwhile, 90 patients experienced
pain, with 19 patients exhibiting symptoms of persistent pain, 39
patients reporting limited movement, and 62 patients presenting
with swelling. The relevant demographic data, lesion location,
symptoms, and imaging findings are shown in Table 1. Statistical analysis Statistical analysis was performed using IBM’s SPSS Statistics
25.0 for Windows. The measurement data conforming to the
normal distribution were expressed as mean ± standard deviation
(X ± SD), and a t-test was performed for comparisons between
the two groups. Fisher’s exact test was used for categorical data. Multiple groups were compared using the Kruskal–Wallis rank-
sum
test. A
P-value < 0.05
was
considered
to
indicate
a
statistically significant difference. Complication analysis challenging
to
entirely
eliminate
the
lesions
with
surgical
intervention. In addition, it may lead to serious postoperative
complications such as bleeding and muscle and nerve injury. Sclerotherapy is the most commonly used treatment for IMVM. This treatment involves injecting sclerosing agents or chemicals
into
the
malformed
veins,
contacting
with
the
vascular
endothelium,
which
will
result
in
aseptic
inflammation,
thrombosis, and fibrosis (3). Compared with surgical resection,
sclerotherapy alleviates the burden and shortens hospital stay. Therefore, sclerotherapy should be preferred for IMVM patients
with focal or diffuse lesions. The incidence of complications related to sclerotherapy is shown
in Table 3, including the following: (1) intraoperative complications:
cough (47/118) and chest tightness (13/118); (2) early postoperative
complications: skin ulceration (15/118), superficial vein embolization
(2/118), hematuria (39/118), and infection (3/118); and (3) late
postoperative complications: muscle contracture (5/118), joint
deformity (2/118), and peripheral nerve injury (3/118). The above
complications were relieved after symptomatic treatment. Life-
threatening
complications
such
as
hemolysis,
heart
failure,
pulmonary embolism, and allergic reactions were not observed. A wide variety of sclerosants are available, such as absolute
ethanol, monoethanolamine oleate, bleomycin, sodium tetradecyl
sulfate (STS), and polidocanol (4). According to the form, they
can be also classified into liquid sclerosants and foam sclerosants. Ethanol is considered to be the most effective and destructive
liquid sclerosant for treating lesions (5). In contrast, foam
sclerosants such as STS and polidocanol are less destructive for
tissues and thus needs more treatment sessions. In this study, all
the subjects were treated using ethanol. Out of all the patients
studied, 109 patients experienced pain, of which 63 (58%)
patients demonstrated improvement; 62 patients experienced
swelling, of which 34 (55%) patients had improved; and 39
patients had combined limitation of motion, of which 17 (44%)
patients had improved. Frontiers in Surgery Outcome assessment and follow-up bThe distribution of grade information in the “pain” group is statistically different, H = 13.130, P = 0.001. cThe data in this group are statistically different from that in the other two groups. Outcome assessment and follow-up The follow-up data of 118 patients are shown in Table 2. Among the 118 patients, 109 experienced pain, of which 63
(58%) cases had improved after ethanol sclerotherapy. A total of
62 patients were complicated with swelling, of which 34 (55%)
cases had improved. A total of 39 patients experienced motion
limitation, of which 17 (44%) cases had improved. Among them,
there was a statistically significant difference in the improvement
of pain among the three groups (H = 13.130, P = 0.001). In
addition, there was a statistically significant difference in the
swelling of patients not only between focal mass type and focal
infiltration type (P = 0.015) but also between focal mass type and
diffuse infiltration type (P = 0.009). Under MRI examinations, the
lesions of 22 patients (19%) showed a remarkable reduction in
size, as the typical cases shown in Figures 1–3. The lesions of 46
patients (39%) showed a moderate reduction in size, while that
of 50 patients (42%) showed no significant change. There were no statistically significant differences observed in
the levels of pain experienced by patients in each group. However,
there
was
a
statistically
significant
difference
in
swellings of patients not only between focal mass type and
focal infiltration type (P = 0.001) but also between focal mass
type and diffuse infiltration type (P ≈0.000), while there was
no statistically significant difference observed between focal
infiltration type and diffuse infiltration type (P > 0.05). The
difference
in
motion
limitation
was
statistically
significant
between not only focal mass type and focal infiltration type
(P ≈0.000) but also focal mass type diffuse infiltration type
(P = 0.000). Still, there was no statistically significant difference
between focal infiltration type and diffuse infiltration type
(P > 0.05). 03 Frontiers in Surgery frontiersin.org Jin et al. 10.3389/fsurg.2023.1274313 TABLE 2 Ethanol sclerotherapy and its outcomes. TABLE 2 Ethanol sclerotherapy and its outcomes. frontiersin.org Outcome assessment and follow-up Focal mass type (n = 64)
Focal infiltration type (n = 32)
Diffuse infiltration type (n = 22)
All
Overall sessions
222
86
70
378
Sclerosing sessions per patients
3.47
2.69
3.18
3.2 (1–10)a
Does of sclerosants
4.68 (2–8)a
5.97 (4–12)a
7.54 (6–14)a
5.61 (2–14)a
Clinical results
Painb (n = 109)
61
28
20
109
Improved
45
11
7
63
No change
14
17
12
43
Worsened
2
0
1
3
Swelling (n = 62)
22c
22
18
62
Improved
10
13
11
34
No change
12
9
7
28
Worsened
0
0
0
0
Motion limitation (n = 39)
7c
17
15
39
Improved
4
8
5
17
No change
2
8
8
18
Worsened
1
1
2
4
MRI results
Marked reduction
14
4
4
22
Moderate reduction
26
13
7
46
No significant change
24
15
11
50
aThe average (minimum–maximum). bThe distribution of grade information in the “pain” group is statistically different, H = 13.130, P = 0.001. cThe data in this group are statistically different from that in the other two groups. Focal mass type (n = 64)
Focal infiltration type (n = 32)
Diffuse infiltration type (n = 22)
All
Overall sessions
222
86
70
378
Sclerosing sessions per patients
3.47
2.69
3.18
3.2 (1–10)a
Does of sclerosants
4.68 (2–8)a
5.97 (4–12)a
7.54 (6–14)a
5.61 (2–14)a
Clinical results
Painb (n = 109)
61
28
20
109
Improved
45
11
7
63
No change
14
17
12
43
Worsened
2
0
1
3
Swelling (n = 62)
22c
22
18
62
Improved
10
13
11
34
No change
12
9
7
28
Worsened
0
0
0
0
Motion limitation (n = 39)
7c
17
15
39
Improved
4
8
5
17
No change
2
8
8
18
Worsened
1
1
2
4
MRI results
Marked reduction
14
4
4
22
Moderate reduction
26
13
7
46
No significant change
24
15
11
50
aThe average (minimum–maximum). bThe distribution of grade information in the “pain” group is statistically different, H = 13.130, P = 0.001. cThe data in this group are statistically different from that in the other two groups. g
(
)
bThe distribution of grade information in the “pain” group is statistically different, H = 13.130, P = 0.001. cThe data in this group are statistically different from that in the other two groups. Discussion IMVM is a congenital chronic refractory disease, and the
lesions are mostly located in the muscles of limbs, showing
progressive
growth
(1). Most
patients
experienced
varying
degrees of pain, swelling, or motion limitation. More critically,
the presence of limb contracture deformity can significantly
decline the patients’ quality of life. Although VM is a benign
lesion,
it
has
the
characteristics
of
destructibility
and
invasiveness, leading to the lack of muscle coherence, reduced
muscle contractility, and potential bone deformities. With regard to complications following ethanol sclerotherapy,
some researchers have confirmed that 0.25 mL/kg of ethanol is
considered to be the critical threshold that may cause adverse
reactions (6). In addition, the locations of IMVM lesions are
relatively deep, hence reducing the likelihood of skin necrosis
following ethanol sclerotherapy (7). The injection dose was Currently, the treatment of IMVM is controversial. Some
scholars believe that surgical resection should be the primary
therapy for focal mass type, by which the deformed venous
lesions can be completely removed (2). However, due to IMVMs
invasive nature and deep location within the muscles, it is 04 frontiersin.org Jin et al. 10.3389/fsurg.2023.1274313 FIGURE 1
Focal mass type IMVM in the right neck. (A) The appearance before treatment. (B) The MRI before treatment. (C) The appearance after two times of
treatment. (D) The MRI after treatment. The yellow ellipse indicated the lesion. The copyrights of the figure were held by corresponding author. FIGURE 1
Focal mass type IMVM in the right neck. (A) The appearance before treatment. (B) The MRI before treatment. (C) The appearance after two times of
treatment. (D) The MRI after treatment. The yellow ellipse indicated the lesion. The copyrights of the figure were held by corresponding author. which refluxed into the pulmonary capillaries and triggered
choking. However, it was relieved by preoperative administration
of hydrogenated prednisone and a brief period of intraoperative
rest. controlled to less than 0.2 mL/kg. Patients were required for follow-
up visits every 3 months, and the subsequent treatments were
mainly based on symptom improvement or imaging results. The
appropriate dose of ethanol for each injection and the multiple
injections at an interval of 3 months can effectively reduce the
occurrence of complications and achieve optimal efficacy step by
step. The
common
complications
of
ethanol
sclerotherapy
include intraoperative complaints of chest tightness and dyspnea. However, administering glucocorticoids prior to treatment can
effectively relieve these symptoms (8). Frontiers in Surgery frontiersin.org Discussion The complications were
categorized based on the timing of their occurrence into three
groups:
intraoperative
complications,
early
postoperative
complications, and late postoperative complications. In our study,
intraoperative complications occurred in 51 patients, including
47 cases of cough and 13 cases of chest tightness, of which nine
patients experienced both cough and chest tightness. No allergic
reactions were observed. The above patients probably developed
microthrombi in the blood vessels during ethanol sclerotherapy, Petechiae and local skin necrosis observed in 15 patients were
among the early postoperative complications in this study, of which
13 patients recovered completely after symptomatic treatment
manifesting as improved microcirculation and enhanced venous
return after regular dressing changes. Only two patients required
a second operation, specifically skin grafting, to repair the
secondary wound. The occurrence of localized skin petechiae and
necrosis were caused by the destructive effects of ethanol on both
the lesion and the return veins of the skin and subcutaneous
tissue
when
destroying
the
deformity,
which
is
a
special
phenomenon of sclerotherapy of IMVM. Among the two patients
with venous embolism, one case was superficial vein embolism,
which showed local skin petechiae and necrosis and was cured
after regular dressing changes, as shown in Figure 4. The other Frontiers in Surgery 05 frontiersin.org frontiersin.org Jin et al. 10.3389/fsurg.2023.1274313 FIGURE 2
Focal mass type IMVM in the right upper extremity. (A) The appearance before treatment. (B) The MRI before treatment. (C) The appearance after three
times of treatment. (D) The MRI after treatment. The yellow ellipse indicated the lesion. The copyrights of the figures were held by corresponding author. FIGURE 2
Focal mass type IMVM in the right upper extremity. (A) The appearance before treatment. (B) The MRI before treatment. (C) The appearance after three
times of treatment. (D) The MRI after treatment. The yellow ellipse indicated the lesion. The copyrights of the figures were held by corresponding author. case was a deep femoral vein embolism, characterized by swelling in
the affected lower limb, the course of this condition lasted for more
than 1 month, and the symptom gradually improved after
anticoagulation
treatment
and
wearing
elastic
stockings. Meanwhile, we observed that 39 patients had transient hematuria,
all of which were hemoglobinuria. Some scholars believe that
transient hematuria occurs after ethanol sclerotherapy due to the
physiological reaction of the chemical nature of ethanol in the
organism (9). frontiersin.org Frontiers in Surgery Discussion We have not observed severe hemolytic gross
hematuria requiring intravenous application of binding bead
protein. As far as coagulation is concerned, our previous studies
have found elevated fibrinogen degradation product and D–D in patients with ethanol sclerotherapy, and this elevation was often
associated with a good therapeutic outcome; however, no serious
disorders of coagulation were found (10). Among the late postoperative complications, a total of eight
patients were observed, and five of them experienced muscle
contracture, which was relieved in three patients after regular
stretching of the contracted muscles and the corresponding
rehabilitation treatment. However, two patients refused to receive
further treatment, resulting in a deformity of the corresponding
joint. Muscle contracture occurs due to muscle fibrosis during
ethanol sclerotherapy in IMVM, so patients should be treated at
the early stage of contracture to prevent further fibrosis and joint Frontiers in Surgery 06 frontiersin.org frontiersin.org Jin et al. 10.3389/fsurg.2023.1274313 FIGURE 3
Focal mass type IMVM in the left calf. (A) The appearance before treatment. (B) The MRI before treatment. The yellow ellipse indicated that the lesion was
located in the gastrocnemius muscle. (C) The appearance after three times of treatment. (D) The MRI after treatment. The yellow ellipse indicated the
lesion. The copyrights of the figures were held by corresponding author. FIGURE 3
Focal mass type IMVM in the left calf. (A) The appearance before treatment. (B) The MRI before treatment. The yellow ellipse indicated that the lesion was
located in the gastrocnemius muscle. (C) The appearance after three times of treatment. (D) The MRI after treatment. The yellow ellipse indicated the
lesion. The copyrights of the figures were held by corresponding author. FIGURE 3
Focal mass type IMVM in the left calf. (A) The appearance before treatment. (B) The MRI before treatment. The yellow ellipse indicated that the lesion was
located in the gastrocnemius muscle. (C) The appearance after three times of treatment. (D) The MRI after treatment. The yellow ellipse indicated the
lesion. The copyrights of the figures were held by corresponding author. To minimize the incidence rate of complications caused by
ethanol sclerotherapy, surgeons should be extremely careful
during the operation. Prior to the procedure, fully understanding
the anatomy of the puncture site is necessary to avoid unwanted
damage to the arteries and important nerves. During the
procedure, confirming the puncture site could avoid leakage of
sclerosant. Frontiers in Surgery frontiersin.org Discussion If the lesion is too small to confirm the puncture in
place,
fluoroscopy
or
ultrasound
could
assist. After
the deformity. If the muscle contracture is severe and the conservative
treatment fails, surgical intervention may be considered as a
viable option, including excision of the diseased muscle or a
Z-lengthening of the Achilles tendon, the Hoke technique, and
the Taylor Spatial Frame external fixation (11). Furthermore,
three patients with peripheral nerve injury showed numbness in
the innervated area. They were treated with neurotrophic therapy
and completely recovered after 4–6 months. deformity. If the muscle contracture is severe and the conservative
treatment fails, surgical intervention may be considered as a
viable option, including excision of the diseased muscle or a
Z-lengthening of the Achilles tendon, the Hoke technique, and
the Taylor Spatial Frame external fixation (11). Furthermore,
three patients with peripheral nerve injury showed numbness in
the innervated area. They were treated with neurotrophic therapy
and completely recovered after 4–6 months. Frontiers in Surgery 07 frontiersin.org 10.3389/fsurg.2023.1274313 Jin et al. 10.3389/fsurg.2023.1274313 injection of anhydrous ethanol, it is necessary to perform
fluoroscopy
or
ultrasound
procedures
due
to
the
highly
destructive nature of anhydrous ethanol. Particularly for VMs in
the facial or cervical part and deep tissue, operation under the
premise of visualization has been found to improve the accuracy
of
sclerotherapy
and
perhaps
reduce
the
occurrence
of
complications to a certain extent, which could improve the
efficacy of sclerotherapy. injection of anhydrous ethanol, it is necessary to perform
fluoroscopy
or
ultrasound
procedures
due
to
the
highly
destructive nature of anhydrous ethanol. Particularly for VMs in
the facial or cervical part and deep tissue, operation under the
premise of visualization has been found to improve the accuracy
of
sclerotherapy
and
perhaps
reduce
the
occurrence
of
complications to a certain extent, which could improve the
efficacy of sclerotherapy. TABLE 3 Complications. n
Percent (%)
Intraoperative complications
51
43
Cough
47
40
Chess tightness
13
11
Allergic reaction
0
0
Early postoperative complications
58
49
Skin ulceration
15
13
Vein embolism
2
2
Hematuria
39
33
Infection
3
3
Heart failure
0
0
Coagulation disorder
0
0
Late postoperative complications
8
7
Muscle contracture
5
4
Joint deformity
2
2
Peripheral nerve injury
3
3 TABLE 3 Complications. Ethics statement The studies involving humans were approved by the
Medical Ethics Committee of Jinling Hospital. The studies
were
conducted
in
accordance
with
the
local
legislation
and
institutional
requirements. Written
informed
consent
for
participation
in
this
study
was
provided
by
the
participants’ legal guardians/next of kin. Written informed
consent
was
obtained
from
the
individual(s)
for
the
publication of any potentially identifiable images or data
included in this article. Acknowledgments The authors thank the participating patients and their families. Conflict of interest The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Data availability statement The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. Funding Within safe doses, ethanol sclerotherapy effectively shrinks
lesions, reduces pain, relieves motion limitation, and improves
appearance, with minimal occurrence of severe complications. Overall, ethanol sclerotherapy for IMVM is safe and effective and
could be the preferred treatment for IMVMs. However, it is
crucial
for
surgeons
to
perform
operations
prudently
and
provide timely treatment for postoperative complications due to
the
potential
occurrence
of
multiple
short-
or
long-term
complications. The authors declare financial support was received for the
research, authorship, and/or publication of this article. This study was supported by the National Natural Science
Foundation of China (No. 81272989, awarded to S-MY) and the
“333 Project” of Jiangsu Province, China (No. BRA2020416,
awarded to S-MY). 6. Bisdorff A, Mazighi M, Saint-Maurice JP, Chapot R, Lukaszewicz AC, Houdart E.
Ethanol threshold doses for systemic complications during sclerotherapy of superficial
venous malformations: a retrospective study. Neuroradiology. (2011) 53(11):891–4.
doi: 10.1007/s00234-010-0803-5 Author contributions (14, 15). In some huge and extensive infiltrative types of IMVMs,
safe doses of sclerosants are often not enough for a good curative
effect. Scholars tried to employ intravascular laser therapy for
IMVM patients, in which the laser beams destroyed the lesion
and the residual lesion was then treated with sclerotherapy. This kind of combined treatment also reduces the dose of
sclerosants, thus decreasing the risks of complications or side
effects. (14, 15). In some huge and extensive infiltrative types of IMVMs,
safe doses of sclerosants are often not enough for a good curative
effect. Scholars tried to employ intravascular laser therapy for
IMVM patients, in which the laser beams destroyed the lesion
and the residual lesion was then treated with sclerotherapy. This kind of combined treatment also reduces the dose of
sclerosants, thus decreasing the risks of complications or side
effects. C-JJ: Conceptualization, Investigation, and Writing – original
draft. QW: Conceptualization, Data curation, and Writing – review
and editing. MW: Formal analysis, Project administration, and
Writing – review and editing. YC: Formal analysis, Project
administration,
and
Writing
–
review
and
editing. S-MY:
Conceptualization,
Data
curation,
Methodology,
Supervision,
Writing – review and editing. Publisher’s note All claims expressed in this article are solely those of the
authors and do not necessarily represent those of their affiliated
organizations, or those of the publisher, the editors and the
reviewers. Any product that may be evaluated in this article, or
claim that may be made by its manufacturer, is not guaranteed
or endorsed by the publisher. Discussion n
Percent (%)
Intraoperative complications
51
43
Cough
47
40
Chess tightness
13
11
Allergic reaction
0
0
Early postoperative complications
58
49
Skin ulceration
15
13
Vein embolism
2
2
Hematuria
39
33
Infection
3
3
Heart failure
0
0
Coagulation disorder
0
0
Late postoperative complications
8
7
Muscle contracture
5
4
Joint deformity
2
2
Peripheral nerve injury
3
3 To improve the effectiveness of ethanol sclerotherapy and
reduce complications, researchers have developed ethanol gels. Because ethanol gel has a higher viscosity than liquid ethanol,
it remains in the blood vessels for a longer period after
injection into the vessels, resulting in a longer contact time
with the lesion and a stronger effect on the local vessel wall. Thus, the ethanol dose and the occurrence of complications
could be reduced, and the quality of life of the patients may
be improved (12, 13). However, there are few clinical studies
related to the use of ethanol gel, and additional research is
required to confirm its effectiveness for clinical application in
treating
IMVM. Furthermore,
some
scholars
reported
simultaneous application of physical and chemical treatment
could effectively destroy the endothelium of malformed veins procedures, it is essential to closely monitor the vital signs of the
patient and conduct regular follow-ups for early detection and
early intervention of postoperative complications. Meanwhile, in
order to avoid damaging normal veins and ensure the accurate FIGURE 4
Diffuse infiltrative type IMVM in the left foot. (A) The immediate postoperative appearance. The local skin showed extensively damaged. (B) The MRI before
treatment, which indicated that the lesions were located in the plantaris muscle. (C) The appearance after 4 weeks of treatment. The local skin was intact
with no scarring. (D) The MRI after three times of treatment. The yellow ellipse indicated the lesion. The copyrights of the figures were held by
corresponding author. FIGURE 4
Diffuse infiltrative type IMVM in the left foot. (A) The immediate postoperative appearance. The local skin showed extensively damaged. (B) The MRI before
treatment, which indicated that the lesions were located in the plantaris muscle. (C) The appearance after 4 weeks of treatment. The local skin was intact
with no scarring. (D) The MRI after three times of treatment. The yellow ellipse indicated the lesion. The copyrights of the figures were held by
corresponding author. 08 Frontiers in Surgery frontiersin.org Jin et al. 10.3389/fsurg.2023.1274313 1. Wieck MM, Nowicki D, Schall KA, Zeinati C, Howell LK, Anselmo DM.
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02683555221080045 15. Fresa M, El Ezzi O, de Buys Roessingh A, Qanadli SD, Ney B, Mazzolai L. Ultrasound-guided
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Multi-objective particle swarm optimization with R2 indicator and adaptive method
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Complex & Intelligent Systems (2021) 7:2697–2710
https://doi.org/10.1007/s40747-021-00445-3 Complex & Intelligent Systems (2021) 7:2697–2710
https://doi.org/10.1007/s40747-021-00445-3 ORIGINAL ARTICLE ORIGINAL ARTICLE Abstract Multi-objective particle swarm optimization algorithms encounter significant challenges when tackling many-objective opti-
mization problems. This is mainly because of the imbalance between convergence and diversity that occurs when increasing
the selection pressure. In this paper, a novel adaptive MOPSO (ANMPSO) algorithm based on R2 contribution and adaptive
method is developed to improve the performance of MOPSO. First, a new global best solutions selection mechanism with R2
contribution is introduced to select leaders with better diversity and convergence. Second, to obtain a uniform distribution of
particles, an adaptive method is used to guide the flight of particles. Third, a re-initialization strategy is proposed to prevent
particles from trapping into local optima. Empirical studies on a large number (64 in total) of problem instances have dem-
onstrated that ANMPSO performs well in terms of inverted generational distance and hyper-volume metrics. Experimental
studies on the practical application have also revealed that ANMPSO could effectively solve problems in the real world. Keywords Many-objective optimization problems · Multi-objective particle swarm optimization · R2 contribution ·
Adaptive strategy Multi‑objective particle swarm optimization with R2 indicator
and adaptive method Qinghua Gu1,2 · Mengke Jiang1,2 · Song Jiang2,3 · Lu Chen1,2 Received: 6 November 2020 / Accepted: 10 June 2021 / Published online: 9 July 2021
© The Author(s) 2021 Introduction and car cab design with preference information [3]. Due
to the conflicting characteristics of these objectives, it is
difficult to find an optimal solution that fits all objectives. Therefore, it is obvious that the key to solve the MaOPs lies
in finding a set of trade-off solutions [4, 5]. Many-objective optimization problems (MaOPs) are widely
applied to many fields in the real world, such as water supply
portfolio planning [1], crash safety design of vehicles [2], i
gf
To tackle MaOPs, many nature-inspired heuristic algo-
rithms are proposed in recent years (NSGA-II [6], NSGA-III
[7], MOPSO [8], and MOEA/D [9]). However, the effective-
ness of these MOEAs deteriorate dramatically when dealing
with MaOPs. Therefore, a number of redesigned MOEAs
have sprung up, including RPD-NSGAII [10], NSGAII-SDR
[11], RVEA [12], SRA [13], MOMBI-II [14] and IEA [15]. In addition to the MOEAs mentioned above, multi-objec-
tive particle swarm optimization (MOPSO) attracts many
people because of their highly competitive performance. Moreover, according to the results from [16], MOPSO is
able to cover the full Pareto Front of the test functions and
converge fast. In addition, the swarm intelligence algorithms
like MOPSO are also useful in practical applications. For
example, a hybrid discrete artificial bee colony algorithm
is presented to solve a blocking lot-streaming flow shop
(BLSFS) scheduling problem. This algorithm adopts three
initialization strategies to improve the quality of the initial
population [17]. An evolutionary multi-objective robust if
To tackle MaOPs, many nature-inspired heuristic algo-
rithms are proposed in recent years (NSGA-II [6], NSGA-III
[7], MOPSO [8], and MOEA/D [9]). However, the effective-
ness of these MOEAs deteriorate dramatically when dealing
with MaOPs. Therefore, a number of redesigned MOEAs
have sprung up, including RPD-NSGAII [10], NSGAII-SDR
[11], RVEA [12], SRA [13], MOMBI-II [14] and IEA [15]. Mengke Jiang author contributed equally to this work. * Qinghua Gu
qinghuagu@126.com
Mengke Jiang
mengkejiang2020@163.com
Song Jiang
jiangsong925@163.com
Lu Chen
LukeChen1993@outlook.com
1
School of Management, Xi’an University of Architecture
and Technology, Xi’an 710055, Shaanxi, China
2
Xi’an Key Laboratory for Intelligent Industrial Perception,
Calculation and Decision, Xi’an University of Architecture
and Technology, Xi’an 710055, China
3
School of Resources Engineering, Xi’an University
of Architecture and Technology, Xi’an 710055, Shaanxi,
China Mengke Jiang author contributed equally to this work. Introduction * Qinghua Gu
qinghuagu@126.com
Mengke Jiang
mengkejiang2020@163.com
Song Jiang
jiangsong925@163.com
Lu Chen
LukeChen1993@outlook.com
1
School of Management, Xi’an University of Architecture
and Technology, Xi’an 710055, Shaanxi, China
2
Xi’an Key Laboratory for Intelligent Industrial Perception,
Calculation and Decision, Xi’an University of Architecture
and Technology, Xi’an 710055, China
3
School of Resources Engineering, Xi’an University
of Architecture and Technology, Xi’an 710055, Shaanxi,
China Mengke Jiang author contributed equally to this work. * Qinghua Gu
qinghuagu@126.com
Mengke Jiang
mengkejiang2020@163.com
Song Jiang
jiangsong925@163.com
Lu Chen
LukeChen1993@outlook.com
1
School of Management, Xi’an University of Architecture
and Technology, Xi’an 710055, Shaanxi, China
2
Xi’an Key Laboratory for Intelligent Industrial Perception,
Calculation and Decision, Xi’an University of Architecture
and Technology, Xi’an 710055, China
3
School of Resources Engineering, Xi’an University
of Architecture and Technology, Xi’an 710055, Shaanxi,
China Mengke Jiang author contributed equally to this work. In addition to the MOEAs mentioned above, multi-objec-
tive particle swarm optimization (MOPSO) attracts many
people because of their highly competitive performance. Moreover, according to the results from [16], MOPSO is
able to cover the full Pareto Front of the test functions and
converge fast. In addition, the swarm intelligence algorithms
like MOPSO are also useful in practical applications. For
example, a hybrid discrete artificial bee colony algorithm
is presented to solve a blocking lot-streaming flow shop
(BLSFS) scheduling problem. This algorithm adopts three
initialization strategies to improve the quality of the initial
population [17]. An evolutionary multi-objective robust 1
School of Management, Xi’an University of Architecture
and Technology, Xi’an 710055, Shaanxi, China 2
Xi’an Key Laboratory for Intelligent Industrial Perception,
Calculation and Decision, Xi’an University of Architecture
and Technology, Xi’an 710055, China 3
School of Resources Engineering, Xi’an University
of Architecture and Technology, Xi’an 710055, Shaanxi,
China Vol.:(0123456789)
1 3 Complex & Intelligent Systems (2021) 7:2697–2710 2698 mainly use the Pareto-based strategy. However, the disad-
vantage of these algorithms is that they may be unsuitable
for tackling MaOPs. The main reason is that the gbest with
poor performance impedes the convergence of the algorithm
unavoidably. In light of this dilemma, the indicator-based
strategy is suggested into MOPSOs, such as MOPSOhv [30],
R2-MOPSO [31], R2SMMOPSO [32], IDMOPSO [33],
and so on. The contributions of indicators are applied to
select gbest in these algorithms. It is reported that desirable
properties make the R2 indicator as a viable candidate to be
incorporated into an indicator-based algorithm. Introduction There is a
defect that some algorithms among them delete the external
archive, which may lead to insufficient diversity. Meanwhile,
the indicator of hyper-volume (HV) is likely to cause the
increase of computational complexity. scheduling algorithm is proposed to tackle the new model
of BLSFS [18]. The innovation of this algorithm is the sug-
gestion of two novel crossover operations. The experimental
studies have shown that the swarm intelligence algorithm is
effective in solving practical problems. f
However, the balance between convergence and diversity
is still a particular issue to be addressed about MOPSOs. The
convergence depends on the ability of particles to approach
the true Pareto Front. Many algorithms increase selection
pressure to improve convergence. Nevertheless, the diver-
sity of solutions may decrease if the focus is only put on
improving convergence. Thus, how to balance convergence
and diversity for MOPSOs is a challenge. Many MOPSOs
have been redesigned to deal with this problem. For exam-
ple, a competitive mechanism is suggested in CMOPSO to
improve diversity [19]. The domination-based strategy and
decomposition-based strategy are combined in D2MOPSO,
and it deletes the external archive [20]. A balanceable fit-
ness estimation (BFE) method is proposed to improve both
convergence and diversity in NMPSO, which updates the
external archive by calculating the convergence distance and
diversity distance [21]. The multi-group multi-objective col-
laborative optimization framework proposed by Zhan et al. optimizes each objective function through sub-populations
[22]. This algorithm sets up an archive maintenance mecha-
nism based on Pareto to solve MOPs [22]. A “belief space”
is developed to adjust the parameters of the velocity formula
[23]. The random immigrants’ strategy is first introduced into
MOPSOs to increase diversity and to prevent particles from
falling into local optima [24]. These algorithms are proposed
to balance convergence and diversity by improving diversity
or the searching ability, which can increase the robustness of
these algorithms. While, only increasing randomness cannot
bring a qualitative leap to the overall performance of algo-
rithms. Furthermore, it is difficult to ensure that convergence
does not decrease while increasing diversity. Generally, these variant MOPSOs achieve promising
results in solving problems with 2–3 objectives because
of the outstanding heritages of PSO. There are a few
approaches designed for MaOPs, these redesigned MOPSOs
may suffer from effectiveness deterioration on the balance
between convergence and diversity when solving MaOPs
with complex Pareto Front. 1 3 1 3 (2) where i, j = 1, 2, …, m. In MaOP, if a solution is not domi-
nated by any other solution, it can be referred to as a Pareto
Optimal Solution. The corresponding objective vector set of
the Pareto Set is called Pareto Front (PF). The balanceable fitness estimation (BFE) is proposed in
[21]. This method is mainly used to define the fitness value
of a particle by weights, which has a better performance
when updating the external archive and selecting the global
best solutions. Thus, this method is followed and combined
with the R2 contribution in this paper. The main formula is
as follows: Introduction The poor performance is mainly
induced by the traditional gbest selection mechanism. Mean-
while, a uniform distribution of solutions relies on the lead-
ers and the searching ability of particles. Therefore, it is cru-
cial to modify the flight of particles. Besides, most of them
ignore the fact that the fast convergence rate may become a
disadvantage of MOPSOs if it is not controlled effectively. f
Motivated by these problems, this paper introduces the R2
contribution and an adaptive strategy into the novel multi-
objective particle swarm (ANMPSO) to balance convergence
and diversity. Three improvements are mainly proposed in
this paper to respond to the current problems encountered by
MOPSOs: 1. The global best selection solutions mechanism that uses
the R2 contribution is introduced to select the gbest with
better convergence and diversity. In fact, since the global best solution (gbest) and per-
sonal best solution (pbest) guide the evolutionary search. The key of the balance between convergence and divergence
lies in the performance of two leaders. According to this,
some algorithms build a new mechanism of global best
solutions selection. A new parallel coordinates system is
proposed in [25]. This algorithm selects leaders by setting
a leader group. A hybrid framework of the solution distri-
bution entropy is adopted to select global best solutions in
AMOPSO [26]. In addition, an adaptive strategy is used to
update the flight parameters in this algorithm. The multi-
competition leader selection is developed in a modified
competitive mechanism multi-objective particle swarm [27]. The extreme solutions are proposed based on Pareto domi-
nance in f-MOPSO/Div algorithm [28]. A framework of the
grid-based ranking scheme is introduced to select leaders,
which is designed for MaOPs [29]. These algorithms above 2. The adaptive strategy that uses the population spacing
information to adjust parameters is proposed to improve
the distribution of particles with appropriate diversity
and convergence. 3. The updating of particle age is adopted to prevent parti-
cles from trapping into local optima. The remaining parts of this paper are as follows. Some
basic knowledge before this study is briefly described in
the next section. The algorithm framework of ANMPSO
and the details of each improvement are introduced in the
third section. The experimental results compared with other
algorithms are depicted in the fourth section. Finally, the
conclusion and future works are described in the last section. Complex & Intelligent Systems (2021) 7:2697–2710 2699 Many‑objective problem (5) where W indicates a set of weight vectors. Each weight vec-
tor w = (w1, w2,…, wM) ∈ W is placed in the M-dimensional
objective space. 1
|W| denotes a probability distribution on W. For MaOPs, the weight vectors are randomly initialized in
such a way that the sum of each weight vector is equal to one
in the objective space. Without loss of generality, MaOP consists of more than
three conflicting objectives [34]. A MaOP can be stated as (1)
minimize F(퐱) = (f1(퐱), f2(퐱), ..., fm(퐱))T,
subject to 퐱∈훀 (1) n the objective space. The contribution of a solution x ∈ A to the R2 indicator
s defined as
(6)
CR2(퐱,퐀,W,z∗) = R2(퐀,W,z∗) −R2(퐀{퐱},W,z∗). where m is the number of objectives, x is the decision vector,
and fi(x) is the ith objective function. The contribution of a solution x ∈ A to the R2 indicator
is defined as If a decision vector y is dominated by another decision
vector z, referred to as z dominates y or z ≺y , which can
be expressed as (6) (2)
∀i∶fi(퐳) ≤fi(퐲) and ∃j∶fi(퐳) < fi(퐲), Basic knowledge (5)
R2(퐀,W,z∗) =
1
|W|
∑
휔∈W
min
x∈A
{
max
i=1,2,...,M
{wi(fi(x) −z∗
i )}}
, Many‑objective particle swarm optimization (7)
fit(pi,P) = 훼× Cd(pi,P) + 훽× Cv(pi,P), (7) Many-objective particle swarm optimization (MOPSO) is pro-
posed in [8]. In the evolutionary process, pbest represents the
personal best solution, and gbest represents the global best
solution. A gbest can be found by the whole particle swarm. In this paper, a new velocity updating equal is adopted [21]. In
each iteration, the new velocity and the new position is updated
by where Cd(pi,P) denotes the normalized diversity distances
and Cv(pi,P) indicates the convergence distances of pi . α
and β are two factors that mitigate the impact of diversity
distances and convergence distances. Specific details can
refer to [21]. (3)
vi(t + 1) = wvi(t) + c1r1(xpbesti(t) −xi(t)) + c2r2(xgbesti −xi(t))
+ c3r3(xgbesti −xpbesti),
(4)
xi(t + 1) = xi(t) + vi(t + 1), (3)
vi(t + 1) = wvi(t) + c1r1(xpbesti(t) −xi(t)) + c2r2(xgbesti −xi(t))
+ c3r3(xgbesti −xpbesti), (3)
(4) The framework of ANMPSO is proposed in this section. Five parts are, respectively, described in the following sub-
sections: select global best solutions, adaptive strategy,
reinitialize, update external archive, and the evolutionary
search on the external archive. Then, a complete algorithm
of ANMPSO is proposed. ( )
(4)
xi(t + 1) = xi(t) + vi(t + 1), where t represents the tth iteration in the evolutionary pro-
cess; xpbesti and xgbesti are the positions of pbest and gbest; ω
is the inertia weight; c1, c2, and c3 are learning factors; r1, r2,
and r3 are the random values uniformly distributed in [0, 1]. 1 3 Balanceable fitness estimation (2) R2 indicator and R2 contribution The gbest selection mechanism is a critical step for the entire
algorithm. The convergence, diversity, and effectiveness of
the algorithm are affected by the selection of leaders. The
BFE method assigns BFE value to each non-dominated
solution in the external archive using the weight method. The gbest of this method is chosen equally from the top
10% of individuals in the external archive with better BFE
values. To further improve diversity and convergence, R2 R2 indicator and R2 contribution are used to assess the rela-
tive quality of two sets of individuals, which are proposed in
[35, 36]. The Tchebycheff Scalarizing Function in MOEA/D
is employed as the utility function in this paper [9].f Assuming that a standard weighted Tchebycheff function
has a particular reference point z*, the indicator can be used
to assess the quality of a single individual set (A) against z*: 1 3 1 3 2700 Complex & Intelligent Systems (2021) 7:2697–2710 in this paper to change the flying directions of particles. The dis-
tance information between particles is used to build a non-linear
function. The value of the distance between the adjacent particles
and the ith particle at (t + 1)th iteration is defined as contribution is introduced in this paper. R2 contribution is
to measure the relative quality of two approximations of the
PF based on utility functions that map a vector ⃗y ∈ℜk to a
scalar value u ∈ℜ. The utility function adopted by this paper is the Tcheby-
cheff Function, which can be defined as (9)
SP(t + 1) =
√
√
√
√
1
S −1
S
∑
i=1
(̄l(t + 1) −li(t + 1)
)2, (9) (8)
u(z) = u𝜔(⃗z) = −
max
i∈{1,2,...,M} 𝜔i||z∗
i −zi||, (8) where li (t + 1) is the minimum Manhattan distance between where li (t + 1) is the minimum Manhattan distance between
the ith particle and the other particles, ̄l(t + 1) is the average
minimum Manhattan distance of all particles. Here, a function
is used to better describe the flight process of particles: where li (t + 1) is the minimum Manhattan distance between
the ith particle and the other particles, ̄l(t + 1) is the average
minimum Manhattan distance of all particles. The pseudo-code is set in Algorithm 1. The pseudo-code is set in Algorithm 1. (1
C1i(t + 1) =
⎧
⎪
⎨
⎪⎩
C1i(t)
SP(t + 1) = SP(t)
C1i(t)𝜇(t + 1)
SP(t + 1) > SP(t)
C1i(t)(𝜇(t + 1) + 1)
SP(t + 1) < SP(t)
, (12) (12) (13)
C2i(t + 1) =
⎧
⎪
⎨
⎪⎩
C2i(t)
SP(t + 1) = SP(t)
C2i(t)𝜇(t + 1)
SP(t + 1) > SP(t)
C2i(t)(𝜇(t + 1) + 1)
SP(t + 1) < SP(t)
,
(14)
C3i(t + 1) =
⎧
⎪
⎨
⎪⎩
C3i(t)
SP(t + 1) = SP(t)
C3i(t)𝜇(t + 1)
SP(t + 1) > SP(t)
C3i(t)(𝜇(t + 1) + 1)
SP(t + 1) < SP(t)
. (14) Algorithm Ⅱ
Update parameters
1. ω--inertia weight, c1, c2, c3--learning factors;
2. for i=1 to N
3. calculate the distance between particles using (9);
4. use (9)-(13) to update ω, c1, c2, and c3. 5. end for Algorithm Ⅱ
Update parameters Adaptive strategy Parameters are essential factors in the flying process of parti-
cles. The parameters can directly affect the searching ability of
particles by adjusting the flying speed and the directions of the
particles. Better distribution is determined by the abilities of
exploitation and exploration. Most existing works on MOPSOs
show that the larger ω and c1, and the smaller c2 would lead to
better global exploration. The opposite situation would promote
the ability of local exploitation. To improve the distribution of
particles, an adaptive method of adjusting parameters is proposed 1 3 R2 indicator and R2 contribution Here, a function
is used to better describe the flight process of particles: where 휔= (휔1, ..., 휔k) ∈W is a weight vector, and z* is an
ideal point (an objective vector that is not dominated by any point). R2 contribution can be calculated using the utility func-
tion and the equal (6). According to the BFE value and R2
contribution to select leaders in the external archive. The
detailed steps of the algorithm are described as follows: (10)
휇(t + 1) = e(SP(t+1)+0.8)−1−1, (10) where µ (t + 1) is the non-linear adaptive function of the
flight process. Then, the proposed adaptive strategy for flight
parameters ω, c1, c2, and c3 can be expressed by where µ (t + 1) is the non-linear adaptive function of the
flight process. Then, the proposed adaptive strategy for flight
parameters ω, c1, c2, and c3 can be expressed by 1. Calculate the BFE values of all the individuals in the
external archive, and mark the top 10% of individuals
with better BFE values. (11
𝜔i(t + 1) =
⎧
⎪
⎨
⎪⎩
𝜔i(t)
SP(t + 1) = SP(t)
𝜔i (t)(𝜇(t + 1) + 1)
SP(t + 1) > SP(t)
𝜔i(t)𝜇(t + 1)
SP(t + 1) < SP(t)
, 2. Calculate the R2 contributions of marked individuals. 3. Select the individuals which have the maximum contri-
bution value of R2 and set as gbest. (11) Reinitialize In this paper, a regular dominance strategy is used to update
pbest. pbest could be updated if the current position of parti-
cle has dominated the pbest. Otherwise, the pbest keep con-
stantly. Considering that the position of a particle remains 1 3 Complex & Intelligent Systems (2021) 7:2697–2710 2701 update the pbest based on Pareto. Line 20 is the process of
updating the external archive using the BFE method. The
evolutionary search strategy is applied on A to get a new
swarm S, which provided another searching mode. At last
the final solutions in A are reported as the Pareto Front. unchanged, it may fall into local optima. Thus, a re-initiali-
zation strategy is proposed in this paper. The detailed steps
are as follows: 1. The definition of a particle’s age is quoted and the initial
value is set to 0. 2. The maximum value Ta is set to 2. 2. The maximum value Ta is set to 2. 3. If the pbest is not updated, the age of a particle would
increase by one year. Once the age of a particle is over
the value of Ta, the particle may trap into local optima. Equal (15) is used to do re-initialization in this situation: 3. If the pbest is not updated, the age of a particle would
increase by one year. Once the age of a particle is over
the value of Ta, the particle may trap into local optima. Equal (15) is used to do re-initialization in this situation: (15)
xt+1
i
∼N
(xgbesti−xpbesti
2
, |xgbesti−xpbesti|
)
. (15) Update external archive The external archive of MOPSO has a threshold value. When the number of non-dominated solutions reaches this
threshold value, the external archive must be updated. The
BFE method is used in this paper to evaluate the qualities of
the solutions by estimating the fitness value of the particles. When the archive needs to be updated, the solution with the
smallest BFE value must be deleted. The external archive of MOPSO has a threshold value. When the number of non-dominated solutions reaches this
threshold value, the external archive must be updated. The
BFE method is used in this paper to evaluate the qualities of
the solutions by estimating the fitness value of the particles. i
When the archive needs to be updated, the solution with the
smallest BFE value must be deleted. Evolutionary search on the external archive After the first few steps, some non-dominated solutions are
remained in the external archive as leaders to guide the flight of
other particles. To maximize the qualities of the solutions, the
simulated binary crossover (SBX) and polynomial-based muta-
tion (PM) are used in ANMPSO to perform an evolutionary
search in the external archive. They are widely used in MOEAs
to solve MOPs [22] and are expanded for MaOPs in this paper. Two searching modes are conducive to finding better solutions. Test functions In this section, a specific experimental process is discussed. DTLZ1–DTLZ7 [37] and WFG1–WFG9 [38] test functions with
4, 6, 8, and 10 objectives are used to evaluate the comprehension
performance of ANMPSO. For DTLZ1–DTLZ7, the number of
decision variables is set as D = m + k−1, where m represents the
objective number. As suggested in [37], k = 5 for DTLZ1 and k = 10
for DTLZ2–DTLZ7. For WFG1–WFG9, the number of decision
variables D is set as 24. Where the position-related parameters
K = 2 × (m − 1), and distance-related parameters L = 20 [13, 21]. The complete algorithm of ANMPSO The previous five parts contain all the steps of ANMPSO,
select global best solutions, adaptive strategy, reinitialize,
update external archive, and evolutionary search on the
external archive. The detailed pseudo-code of the algo-
rithm is described in Algorithm 3. An initialization process
is executed from line 1 to line 6. At the start of the opti-
mization cycle, the velocities of particles are set to 0, and
the positions are initialized randomly. Line 8 executes the
selection of gbest, with details shown in Algorithm 1. Then,
the algorithm steps into the main loop. Lines 12–13 are the
processes of updating the velocities and the positions of par-
ticles using an adaptive strategy. Lines 14–19 represent the
re-initialization process. The main loop includes lines 9–16. After that, the dominance relationship will be checked to 1 3 Performance metrics The goal of the MaOPs is to minimize the distance between
a set of solutions and true PF. To evaluate the performance
of the algorithms under consideration, the comprehensive
indicators of inverted generation distance (IGD) [39] and
HV [40] are used in this paper. They are widely adopted in
evaluating the performance of MOEAs [7, 41]. 1 3 1 3 2702 Complex & Intelligent Systems (2021) 7:2697–2710 A smaller IGD value means that the solutions are closer
to the PF. The definition of IGD is into two archives: convergence-related and diversity-related
namely. This algorithm could resolve MaOPs (up to 20
objectives) with satisfactory performance. (16)
IGD =
∑̄N
i=1 ̄di
̄N
, IGD =
∑̄N
i=1 ̄di
̄N
, SRA [13]: SRA adopts the stochastic ranking technique
to balance the searching biases of different indicators. It is a
typical indicator-based algorithm. (16) where the ̄di indicates the Euclidean distance between
the solution i in Pareto-optimal set to the nearest solution
in P. The ̄N is the size of the Pareto-optimal set. Similar to
[21], for calculating IGD, 200,000 reference points on the
Pareto Front of each test instance are sampled by a system-
atic approach [39, 42]. RPD-NSGAII [10]: RPD-NSGAII proposes a novel
decomposition-based dominance relation to solve MaOPs,
which could cope with MaOPs with up to 20 objectives. RPD-NSGAII [10]: RPD-NSGAII proposes a novel
decomposition-based dominance relation to solve MaOPs,
which could cope with MaOPs with up to 20 objectives. The individual parameter settings for each algorithm in
this paper are set according to their respective papers. How-
ever, due to the weight vector, the objective numbers are set
the same as ANMPSO. As proposed in [40], the number of
objectives is 165, 252, 330, and 275. The maximum number
of evaluations in this paper is set to 105. These algorithms
run 30 times to get the average values of IGD and HV. The HV indicator measures the volume solutions that are
dominated by the approximate set. A larger HV value means
a better performance of algorithm. The definition of HV is (17)
HV(z∗,A) = L
({
⋃
a∈A
{b ∈Λ|a ≺b ≺z∗}
})
, Moreover, Wilcoxon’s sum test is implemented on the
PlatEMO [46]. The results with a significance level of
0.05 obtained on the PlatEMO are used to analyze results. Performance metrics Where “+”, “-”, and “=” represent that the results obtained
by other algorithms, respectively, mean “significantly better
than”, “significantly worse than”, and “practically similar
to” the one obtained by ANMPSO using this statistical test
(Table 1). (17) where L is the Lebesgue measure, z* is the reference point
in the objective space. According to [21], the z* is set as
(1.0, 1.0, …, 1.0) for calculating HV. As recommended in
[13], all the objectives are normalized using the vector 1.1
× (f1 max, f2 max, …, fm max), where fk max (k = 1, 2, …,
m) is the maximum value of the kth objective in the true PF. Comparisons results on DTLZ1–DTLZ7 In this paper, seven state-of-the-art MOEAs (GrEA [43],
RVEA [12], NMPSO [21], SPEA2-SDE [44], Two-Arch2
[45], SRA [13], and RPD-NSGAII [10]) are selected for
a comparative experimental study. Each one is detailed as
follows: Table 2 shows the IGD comparison results of ANMPSO for
seven current MOEAs on DTLZ1–DTLZ7 with 4–10 objec-
tives. As observed from Table 2, the proportion of the pro-
posed ANMPSO algorithm in the test instances outperforms
GrEA, RVEA, NMPSO, SPEA2-SDE, Two-Arch2, SRA,
and RPD-NSGAII with a respective statistical significance
of 12/28, 25/28, 24/28, 14/28, 10/28, 21/28, and 11/28. These results are summarized in the last row of Table 2. GrEA [43]: In GrEA, grid dominance that determines
the mutual relationship of individuals is proposed to bal-
ance convergence and diversity. Numerical studies show the
typicality of this algorithm. RVEA [12]: RVEA uses reference vectors to decompose
a multi-objective problem into several single-objective sub-
problems. The term angle penalized distance is suggested
to balance convergence and diversity. Experimental studies
show that RVEA is highly competitive. The performances of algorithms vary not only with per-
formance metrics but also with problem categories. For Table 1 parameters settings of all the algorithms compared
Algorithms
Parameters
GrEA
pc = 1, pm = 1/D, ηc = 20, ηm = 20
RVEA
pc = 1, pm = 1/D, ηc = 30, ηm = 20, α = 2, fr = 0.1
NMPSO
ω ∈ [0.1, 0.5], c1, c2, c3 ∈ [1.5, 2.5], pm = 1/D, ηm = 20
SPEA2-SDE
pc = 0.9, pm = 1/D, ηc = 20, ηm = 20
Two-Arch2
p = 1/m, ηc = 15, ηm = 15
SRA
pc = 1.0, pm = 0.1, ηc = 15, ηm = 15, pc
′ = 0.4
RPD-NSGAII
pc = 1, pm = 1/D, ηc = 20, ηm = 20
ANMPSO
pc = 1, pm = 1/D, ηc = 20, ηm = 20 Table 1 parameters settings of all the algorithms compared Table 1 parameters settings of all the algorithms compared
Algorithms
Parameters NMPSO [21]: NMPSO is a novel approach, which pro-
poses the concept of balanced fitness value to increase the
selection pressure and introduces the weighting method. NMPSO has a better performance in solving MaOPs com-
pared with other MOPSOs. SPEA2-SDE [44]: To improve the convergence, SPEA2-
SDE proposes the shifted distance estimation approach. Because of the particularity of this method, SPEA2-SDE
is comparable. 1 3 1 3 Comparisons results on WFG1–WFG9 Tables 4 and 5 show the results of comparisons between
ANMPSO and seven typical MOEAs on WFG1–WFG9
benchmark functions. From the results of Table 4, ANMPSO
won 22 times out of 36 comparisons and won 21 times out
of 36 comparisons on Table 5. According to the results in Table 4, regarding the WFG1
with a mixed front, ANMPSO is better than GrEA and
SPEA2-SDE. Both RVEA and SRA have worse results. The
WFG2 has a disconnect and convex front, ANMPSO out-
performs other algorithms. The results of ANMPSO show
a strong competitiveness for the WFG3 with a linear and
degenerate front. The reason why ANMPSO performs well
is that the adaptive strategy maintains the diversity in a high-
dimensional space. The WFG4–9 problems have concave
fronts. Among these comparative results, ANMPSO obtains
the second-best results. In Table 3, the comparative results of ANMPSO
and seven state-of-the-art algorithms are listed for
DTLZ1–DTLZ7 with 4, 6, 8, and 10 objectives using HV. Similar to the conclusions observed from the IGD compari-
son results, ANMPSO is the best-performing algorithm. Many compared algorithms cannot obtain the HV values
when tackling DTLZ1 and DTLZ3 because they are multi-
modal problems. According to HV metric values, it can be
observed that ANMPSO performs better than other algo-
rithms on DTLZ2 and DTLZ5 problems. From Table 5, the comparison results of ANMPSO and
seven state-of-the-art algorithms are listed for WFG1–WFG9
using HV. Observed from the HV comparison of results,
the advantages of ANMPSO are evident. ANMPSO obtains
the best results on 21 out of 36 comparisons. While GrEA,
NMPSO, SPEA2-SDE, Two-Arch2, and RPD-NSGAII,
respectively, perform the best on 1, 1, 2, 3, and 8 compari-
sons, RVEA and SRA do not have the best results. Figure 1 shows the curves of IGD metric values on
DTLZ4 and DTLZ7 with 10 objectives. As can be seen
from Fig. 1a, b, even if the curve changes of ANMPSO,
NMPSO, and SPEA2-SDE are similar, ANMPSO has an
obvious advantage over other algorithms and it obtains the
best IGD values. As can be seen from Fig. 1b, although the
curve of RVEA shows a rapid downward trend in the early
stage, it begins to rise slightly in the later stage. Comparisons results on DTLZ1–DTLZ7 1 Variation of median IGD
metric values of all algorithms
for DTLZ4 (a) and DTLZ7 (b)
test suits using 10 objectives
(a) DTLZ4
(b) DTLZ7 Fig. 1 Variation of median IGD
metric values of all algorithms
for DTLZ4 (a) and DTLZ7 (b)
test suits using 10 objectives Fig. 1 Variation of median IGD
metric values of all algorithms
for DTLZ4 (a) and DTLZ7 (b)
test suits using 10 objectives DTLZ1 and DTLZ3 problems, GrEA and RPD-NSGAII
achieve the best IGD values, respectively. ANMPSO ranks
3rd, as it outperforms other algorithms. For the DTLZ2
problem, ANMPSO is superior than RVEA, NMPSO,
SPEA2-SDE, and SRA, has achieved moderate performance
of ANMPSO. The curves of SPEA2-SDE and NMPSO are
barely fluctuated during the later iteration. This situation
demonstrates that these algorithms probably fall into local
optima. Generally, by comparing the results, ANMPSO has
excellent performance compared these MOEAs. Fig. 1 Variation of median IGD
metric values of all algorithms
for DTLZ4 (a) and DTLZ7 (b)
test suits using 10 objectives
(a) DTLZ4
(b) DTLZ7 Fig. 1 Variation of median IGD
metric values of all algorithms
for DTLZ4 (a) and DTLZ7 (b)
test suits using 10 objectives
(a) DTLZ4
(b) DTLZ7 (a) DTLZ4 (b) DTLZ7 (b) DTLZ7 of ANMPSO. The curves of SPEA2-SDE and NMPSO are
barely fluctuated during the later iteration. This situation
demonstrates that these algorithms probably fall into local
optima. Generally, by comparing the results, ANMPSO has
excellent performance compared these MOEAs. DTLZ1 and DTLZ3 problems, GrEA and RPD-NSGAII
achieve the best IGD values, respectively. ANMPSO ranks
3rd, as it outperforms other algorithms. For the DTLZ2
problem, ANMPSO is superior than RVEA, NMPSO,
SPEA2-SDE, and SRA, has achieved moderate performance
in terms of IGD. For the DTLZ4 problem with large “hill
sizes”, the main challenge of maintaining diversity of the
population is caused by a non-uniform density of solutions. Many algorithms cannot jump out of the local optima for
DTLZ4. ANMPSO performs best for IGD in this problem
because that the re-initialization strategy can prevent par-
ticles from falling local optima. For the DTLZ5 problem,
Two-Arch2 ranks 1st, and SRA is second only to Two-
Arch2. Although this problem is degenerate, ANMPSO
has the best performance, indicating that ANMPSO can
solve problems with complex true PF. For the DTLZ6 prob-
lem, ANMPSO beats GrEA, RVEA, and SRA. Its perfor-
mance is similar to SPEA2-SDEs. Comparisons results on DTLZ1–DTLZ7 For the DTLZ7 problem,
ANMPSO also shows a superior performance than other
compared algorithms. 1 3 Comparisons results on DTLZ1–DTLZ7 Two-Arch2 [45]: To balance the convergence, diversity,
and complexity in solving MaOPs, particles are divided 2703 Complex & Intelligent Systems (2021) 7:2697–2710 Table 2 Comparison results of ANMPSO and seven MOEAs on DTLZ1–7 using IGD
Problem
M
GrEA
RVEA
NMPSO
SPEA2-SDE
Two-Arch2
SRA
RPD-NSGAII
ANMPSO
DTLZ1
4
9.8494e−2(5.82e−2)+
4.2733e−1(2.79e−1)−
2.8651e+0(2.13e+0)−
2.6561e−1(2.09e−1)+
3.7521e−2(6.04e−4)+
6.8833e−1(3.21e−1) -
4.4442e−2(1.08e−3)+
3.3441e−1(1.49e−1)
6
2.0326e−1(7.27e−2)+
3.9546e−1(2.58e−1)−
2.3276e+0(2.31e+0)−
5.8283e−1(2.65e−1)+
6.5804e−2(9.18e−4)+
1.5773e+0(7.37e−1)−
7.4408e−2(1.47e−3)+
2.4179e−1(9.14e−2)
8
2.6257e−1(6.24e−2)+
3.5698e−1(2.04e−1)+
7.7916e+0(9.51e+0)−
8.5971e−1(2.58e−1)−
8.9460e−2(1.21e−3)+
2.3688e+0(8.58e−1)−
1.1586e−1(1.48e−2)+
4.8711e−1(7.58e−1)
10
3.6822e−1(3.96e−2)+
3.3964e−1(2.04e−1)+
1.3653e+1(1.40e+1)−
6.0556e−1(2.37e−1)−
1.0937e−1(2.24e−3)+
1.5647e+0(5.74e−1)−
1.6935e−1(1.77e−2)+
5.8575e−1(7.43e−1)
DTLZ2
4
1.1865e−1(1.54e−3)=
1.4101e−1(3.12e−4)−
1.5675e−1(3.29e−3)−
1.5822e−1(2.67e−3)−
1.1280e−1(1.40e−3)−
1.5616e−1(3.69e−3)−
1.6057e−1(5.64e−3)−
1.0830e−1(9.75e−4)
6
2.2021e−1(9.48e−4)−
2.8168e−1(1.15e−3)−
2.8573e−1(1.99e−2)−
2.9467e−1(2.02e−3)−
2.3022e−1(1.83e−3)−
2.8885e−1(3.79e−3)−
3.2207e−1(2.13e−2)−
2.1495e−1(8.69e−4)
8
3.1434e−1(3.35e−3)+
3.8850e−1(2.41e−3)−
3.9149e−1(3.84e−2)−
3.9538e−1(3.60e−3)−
3.3431e−1(2.79e−3)+
3.9263e−1(4.89e−3)−
3.1344e−1(6.86e−4)+
3.4811e−1(5.54e−2)
10
4.0660e−1(9.18e−4)+
5.2150e−1(1.55e−2)−
5.3852e−1(8.18e−2)−
5.0125e−1(4.31e−3)−
4.1671e−1(3.49e−3)+
4.7953e−1(7.18e−3)−
4.3599e−1(3.53e−3)+
4.5765e−1(9.73e−2)
DTLZ3
4
6.6510e−1(2.71e−1)+
1.5188e+1(6.21e+0)−
9.7355e+1(1.82e+1)−
1.0359e+1(4.48e+0)+
1.1844e−1(8.62e−3)+
2.2620e+1(1.32e+1)−
1.3773e−1(3.56e−3)+
1.1225e+1(1.68e+1)
6
7.4738e−1(2.05e−1)+
1.2549e+1(5.25e+0)−
1.0263e+2(2.74e+1)−
1.9657e+1(1.17e+1)+
3.0369e−1(2.19e−2)+
3.9338e+1(2.20e+1)−
2.5829e−1(9.08e−3)+
9.2709e−1(2.57e+1)
8
3.7797e+0(1.54e+0)+
1.2573e+1(5.92e+0)−
1.2518e+2(4.33e+1)−
2.5415e+1(1.85e+1)−
6.8307e−1(3.29e−1)+
6.0265e+1(3.90e+1)−
3.7507e−1(1.11e−1)+
1.0070e+1(2.93e+1)
10
6.0561e+0(3.03e+0)+
1.7844e+1(1.07e+1)−
1.4088e+2(5.46e+1)−
2.1286e+1(1.39e+1)−
1.1568e+1(6.45e−1)+
5.9504e+1(3.28e+1)−
4.8433e−1(2.16e−2)+
1.3847e+1(3.59e+1)
DTLZ4
4
1.5543e−1(1.02e−1)−
1.5183e−1(5.77e−2)−
1.7087e−1(7.80e−2)−
1.8839e−1(1.43e−1)−
1.1255e−1(1.35e−3)−
1.3546e−1(5.46e−3)−
1.6853e−1(3.73e−3)−
1.0876e−1(1.15e−3)
6
2.2109e−1(1.09e−3)+
3.5475e−1(9.62e−2)−
3.6319e−1(1.12e−1)−
2.4304e−1(9.29e−3)+
2.3393e−1(2.72e−3)+
2.4600e−1(1.02e−2)+
2.1840e−1(2.19e−3)+
2.5783e−1(1.31e−1)
8
3.1885e−1(5.47e−3)=
4.5452e−1(6.21e−2)−
4.9625e−1(8.19e−2)−
3.1642e−1(2.71e−2)=
3.4125e−1(3.51e−3)−
3.3656e−1(2.58e−2)−
5.4499e−1(6.80e−2)−
3.1433e−1(1.37e−3)
10
4.0983e−1(7.47e−4)=
5.9589e−1(5.69e−2)−
5.3639e−1(7.24e−2)−
4.2923e−1(1.58e−2)−
4.1445e−1(3.12e−3)−
4.3739e−1(1.25e−2)−
4.4331e−1(1.52e−3)−
4.0741e−1(9.16e−2)
DTLZ5
4
7.7406e−2(1.60e−2)−
1.8375e−2(3.16e−2)−
3.0404e−2(4.03e−3)+
3.2914e−2(4.47e−3)+
3.5852e−2(4.25e−3)+
2.7019e−2(5.75e−3)+
8.4522e−2(1.58e−2)−
4.0491e−2(5.55e−3)
6
2.1992e−1(4.79e−2)−
3.2540e−1(9.25e−2)−
2.2158e−1(2.10e−1)=
8.3483e−2(1.16e−2)+
7.3858e−2(1.00e−2)+
7.8672e−2(1.26e−2)+
9.1905e−2(1.11e−2)+
1.8323e−1(1.37e−1)
8
2.3803e−1(6.56e−2)+
3.6554e−1(1.81e−1)=
4.6336e−1(2.02e−1)−
1.1720e−1(1.90e−2)+
1.1241e−1(1.83e−2)+
1.0577e−1(1.58e−2)+
1.1325e−1(1.28e−2)+
3.6552e−1(2.39e−1)
10
2.6610e−1(5.71e−2)−
3.5064e−1(2.00e−1)−
2.3652e−1(2.11e−1)−
1.3570e−1(2.46e−2)+
1.5615e−1(2.91e−2)+
1.1574e−1(1.69e−2)+
1.5519e−1(2.09e−2)+
2.0278e−1(1.71e−1)
DTLZ6
4
1.8865e−1(5.67e−2)+
2.7861e−1(2.89e−1)−
2.4133e−2(2.95e−3)+
6.0509e−2(1.77e−2)+
4.5803e−2(7.54e−3)+
7.3707e−2(6.17e−2)+
4.0660e−1(2.53e−1)−
2.0991e−1(6.32e−1)
6
3.4076e−1(4.83e−2)−
4.3410e−1(3.68e−1)−
7.5282e−2(1.86e−2)+
1.5518e−1(5.38e−2)+
1.2187e−1(2.25e−2)+
4.3522e−1(4.99e−1)−
2.3152e−1(2.09e−1)+
2.4026e−1(8.71e−1)
8
3.8700e−1(8.06e−2)−
6.6205e−1(3.75e−1)−
6.5160e−1(2.02e−1)−
2.0620e−1(1.36e−1)+
1.9580e−1(6.61e−2)+
8.7670e−1(6.80e−1)−
1.7936e−1(1.13e−1)+
2.3317e−1(8.90e−1)
10
9.5077e−1(3.17e−1)−
4.5961e−1(3.18e−1)−
7.3710e−1(2.74e−2)−
2.4974e−1(1.14e−1)−
3.9296e−1(1.03e−1)−
1.4751e+0(1.04e+0)+
1.5873e−1(4.61e−2)+
2.4564e−1(7.94e−1)
DTLZ7
4
1.5639e−1(6.06e−3)−
2.4670e−1(9.15e−3)−
1.2803e−1(8.46e−3)−
1.1844e−1(2.95e−3)+
1.4952e−1(6.31e−2)−
1.4552e−1(6.51e−3)−
2.0643e−1(7.68e−2)−
1.3103e−1(8.45e−1)
6
2.8166e−1(5.57e−3)−
7.0226e−1(2.70e−2)−
3.0078e−1(3.10e−2)−
2.8646e−1(2.33e−2)−
3.3799e−1(3.03e−2)−
3.1008e−1(5.99e−3)−
4.7331e−1(1.74e−2)−
2.4979e−1(2.06e−1)
8
5.7852e−1(2.31e−2)−
1.8079e+0(2.03e−1)−
5.7413e−1(1.34e−1)−
5.9704e−1(3.50e−3)−
5.1254e−1(3.86e−3)−
5.7236e−1(4.88e−3)−
1.0425e+0(4.44e−2)−
5.0547e−1(7.53e−1)
10
2.5665e+0(9.97e−2)−
1.9436e+0(4.96e−1)−
9.3411e−1(3.64e−1)−
8.5332e−1(4.30e−2)−
7.8876e−1(1.50e−2)−
8.4070e−1(5.07e−3)−
1.5203e+0(1.85e−1)−
6.5139e−1(1.07e−1)
±/=
14/12/2
2/25/1
3/24/1
13/14/1
18/10/0
7/21/0
17/11/0 2704 Complex & Intelligent Systems (2021) 7:2697–2710 Table 3 Comparison results of ANMPSO and seven MOEAs on DTLZ1–7 using HV
Problem
M
GrEA
RVEA
NMPSO
SPEA2-SDE
Two-Arch2
SRA
RPD-NSGAII
ANMPSO
DTLZ1
4
7.1692e−1(1.07e−1)+
3.8262e−1(3.89e−1)+
0.0000e+0(0.00e+0)=
4.7835e−1(3.65e−1)+
9.4192e−1(6.40e−4)+
0.0000e+0(0.00e+0)=
9.3620e−1(1.18e−3)+
0.0000e+0(0.00e+0)
6
7.8835e−1(1.70e−1)+
2.8764e−1(3.92e−1)+
0.0000e+0(0.00e+0)=
2.5675e−1(3.17e−1)+
9.8873e−1(4.77e−4)+
0.0000e+0(0.00e+0)=
9.8935e−1(4.47e−4)+
0.0000e+0(0.00e+0)
8
7.3687e−1(2.52e−1)+
2.7478e−1(2.13e−1)+
0.0000e+0(0.00e+0)=
6.7907e−3(1.69e−2)=
9.9540e−1(3.66e−4)+
0.0000e+0(0.00e+0)=
9.8909e−1(1.10e−2)+
0.0000e+0(0.00e+0)
10
5.3943e−1(1.53e−1)+
3.6681e−1(4.43e−1)+
0.0000e+0(0.00e+0)=
7.6304e−2(1.10e−1)=
9.9591e−1(5.02e−4)+
0.0000e+0(0.00e+0)=
9.6432e−1(1.64e−2)+
6.0616e−2(1.71e−1)
DTLZ2
4
7.1183e−1(4.70e−4)−
6.8498e−1(9.23e−4)−
6.9368e−1(3.65e−3)−
6.9728e−1(1.47e−3)−
6.9372e−1(4.03e−3)−
6.7206e−1(2.90e−3)−
7.1157e−1(1.68e−3)−
7.9244e−1(1.58e−3)
6
8.6988e−1(7.70e−4)−
8.1220e−1(1.52e−3)−
8.4722e−1(1.09e−2)−
8.4396e−1(2.04e−3)−
8.0839e−1(4.78e−3)−
7.8965e−1(3.73e−3)−
8.7327e−1(8.35e−4)−
8.9755e−1(1.83e−1)
8
9.0906e−1(1.81e−3)−
8.5446e−1(1.29e−2)−
9.0951e−1(5.23e−3)−
9.1220e−1(2.12e−3)−
8.2792e−1(7.99e−3)−
8.0205e−1(2.64e−2)=
9.4233e−1(7.71e−4)−
9.8901e−1(3.03e−1)
10
9.7061e−1(3.69e−4)+
9.3127e−1(3.11e−3)+
9.2908e−1(1.72e−2)=
9.4365e−1(4.25e−3)+
7.8436e−1(1.05e−2)−
8.2686e−1(1.72e−2)−
9.6889e−1(6.52e−4)+
9.3020e−1(4.07e−2)
DTLZ3
4
2.6045e−1(1.64e−1)+
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
6.9178e−1(1.00e−2)+
0.0000e+0(0.00e+0)=
6.8731e−1(3.01e−3)+
0.0000e+0(0.00e+0)
6
3.2980e−1(1.42e−1)+
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
7.6346e−1(2.65e−2)+
0.0000e+0(0.00e+0)=
8.4666e−1(9.24e−3)+
0.0000e+0(0.00e+0)
8
6.6870e−3(1.77e−2)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
4.7434e−1(2.38e−1)+
0.0000e+0(0.00e+0)=
9.0613e−1(1.16e−2)+
0.0000e+0(0.00e+0)
10
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
1.4121e−1(1.72e−1)=
0.0000e+0(0.00e+0)=
9.3255e−1(2.04e−2)+
0.0000e+0(0.00e+0)
DTLZ4
4
6.8679e−1(6.28e−2)−
6.8510e−1(8.06e−4)−
6.8766e−1(3.93e−3)−
6.4062e−1(1.40e−1)−
6.9502e−1(1.04e−3)−
6.9578e−1(4.00e−3)−
7.1249e−1(9.56e−4)−
7.8446e−1(4.49e−3)
6
8.7020e−1(5.63e−4)=
8.0626e−1(2.29e−2)−
8.1004e−1(3.00e−2)−
8.7155e−1(8.76e−4)−
7.7889e−1(4.49e−3)−
8.4776e−1(4.71e−3)−
8.7189e−1(8.82e−4)−
8.7201e−1(3.25e−2)
8
9.1428e−1(4.09e−3)−
8.4414e−1(3.93e−2)−
8.5352e−1(2.10e−2)−
9.4050e−1(1.81e−3)+
8.0667e−1(6.46e−3)−
9.1705e−1(4.40e−3)−
9.4451e−1(1.29e−3)+
9.2450e−1(2.72e−2)
10
9.7123e−1(2.22e−4)+
9.1164e−1(3.91e−2)−
9.4838e−1(7.41e−3)−
9.6674e−1(1.49e−3)+
7.9282e−1(9.89e−3)−
9.4467e−1(4.38e−3)−
9.5086e−1(8.70e−4)−
9.5753e−1(1.77e−1)
DTLZ5
4
1.1835e−1(6.50e−3)−
1.0626e−1(8.40e−3)−
1.3590e−1(2.41e−3)−
1.4032e−1(1.47e−3)=
1.4003e−1(1.82e−3)=
1.3628e−1(1.92e−3)−
1.2937e−1(6.89e−3)−
1.4466e−1(4.70e−3)
6
8.7300e−2(2.68e−3)−
9.1418e−2(2.10e−3)−
4.2179e−2(3.52e−2)−
9.6114e−2(2.72e−3)−
1.0581e−1(1.99e−3)=
5.4155e−2(1.42e−2)−
1.0564e−1(1.46e−3)−
1.0540e−1(2.24e−2)
8
7.9421e−2(7.65e−3)−
9.1995e−2(2.58e−3)−
2.3440e−2(2.63e−2)−
8.3318e−2(8.06e−3)−
9.4576e−2(1.56e−3)−
2.8480e−2(2.31e−2)−
9.4891e−2(1.50e−3)−
9.6800e−2(1.20e−2)
10
1.0651e−2(2.28e−2)+
9.1364e−2(1.13e−3)+
7.0622e−3(1.27e−2)=
8.2296e−2(5.76e−3)+
9.1962e−2(7.45e−4)+
2.3231e−2(1.54e−2)+
9.2868e−2(4.18e−4)+
0.0000e+0(0.00e+0)
DTLZ6
4
1.0558e−1(7.10e−3)−
9.3154e−2(2.33e−2)−
1.4281e−1(1.48e−3)−
1.2844e−1(7.46e−3)−
1.3891e−1(1.61e−3)−
1.2372e−1(2.06e−2)−
5.9510e−2(5.55e−2)−
1.5378e−1(5.39e−2)
6
9.0903e−2(1.44e−4)+
5.8773e−2(4.31e−2)−
1.0693e−1(3.65e−3)+
8.1212e−2(3.56e−2)−
1.0116e−1(2.06e−3)+
3.6472e−2(4.32e−2)−
8.8118e−2(3.90e−2)−
9.4571e−2(3.86e−2)
8
8.9748e−2(5.97e−3)+
6.5548e−2(4.48e−2)−
9.1591e−2(1.80e−3)+
7.7730e−2(3.03e−2)−
9.3755e−2(1.77e−3)+
3.3903e−4(8.94e−4)−
9.6761e−2(1.22e−3)+
8.2987e−2(3.44e−2)
10
0.0000e+0(0.00e+0)−
6.4002e−2(4.38e−2)−
9.0909e−2(0.00e+0)−
6.2409e−2(4.25e−2)−
9.1019e−2(2.42e−4)−
1.7624e−6(3.43e−6)−
9.4006e−2(3.50e−4)+
9.2987e−2(3.44e−2)
DTLZ7
4
2.7224e−1(2.13e−3)−
2.4836e−1(3.44e−3)−
2.8036e−1(3.79e−3)=
2.8485e−1(1.01e−3)=
2.7806e−1(1.86e−3)−
2.8236e−1(7.01e−4)−
2.6820e−1(2.50e−4)−
2.8521e−1(9.62e−2)
6
2.5535e−1(2.33e−3)=
1.9571e−1(8.36e−4)−
2.6004e−1(7.83e−3)−
2.3802e−1(5.15e−3)−
2.0599e−1(1.14e−2)−
2.4995e−1(1.37e−3)−
2.3001e−1(1.12e−3)−
2.6385e−1(7.51e−2)
8
2.1679e−1(2.59e−3)+
1.6647e−1(5.63e−3)−
2.3441e−1(1.52e−2)+
2.0684e−1(1.05e−2)=
1.8841e−1(1.62e−2)−
1.8257e−1(1.23e−2)−
1.8859e−1(3.16e−3)−
2.0838e−1(3.49e−2)
10
2.1810e−1(5.64e−3)+
1.3787e−1(1.64e−2)+
1.9765e−1(1.95e−2)+
4.2055e−2(1.14e−2)−
9.3264e−2(3.72e−2)−
8.2260e−2(3.39e−2)−
1.7343e−1(3.86e−3)+
1.2586e−1(1.52e−2)
±/=
13/11/4
6/18/4
5/13/10
6/16/6
10/15/3
1/18/9
14/14/0 Complex & Intelligent Systems (2021) 7:2697–2710 2705 Fig. Comparisons results on WFG1–WFG9 The curve’s
trend of Two-Arch2 shows that the convergence speed of
this algorithm is slow, and the IGD value is worse than that Figures 2 and 3 show parallel coordinates of the solu-
tion sets on the WFG3 and WFG5 for 10 objectives with
the best IGD values among all the 30 runs and 105 evalua-
tions. In two figures, each polyline in the graph represents
a solution, and each vertex on the polyline represents an
objective value. The WFG3 has a linear and convex front
to detect whether MOEAs have better performances. It can
be observed from Fig. Comparisons results on WFG1–WFG9 2 that ANMPSO can completely 1 3 1 3 2706 Complex & Intelligent Systems (2021) 7:2697–2710 Table 4 Comparison results of ANMPSO and seven MOEAs on WFG1–9 using IGD
roblem
M
GrEA
RVEA
NMPSO
SPEA2-SDE
Two-Arch2
SRA
RPD-NSGAII
ANMPSO
WFG1
4
3.7976e−1(5.68e−3)−
1.4097e+0(2.02e−1)−
1.8300e+0(2.11e−1)−
2.9514e−1(8.97e−3)−
2.3899e−1(3.91e−3)−
1.5564e+0(1.69e−1)−
3.0047e−1(8.61e−3)−
2.0115e−1(3.03e−2)
6
6.7697e−1(3.82e−3)−
1.8481e+0(2.24e−1)−
2.3529e+0(1.86e−1)−
5.3603e−1(2.27e−2)−
5.0454e−1(2.13e−2)−
2.0761e+0(1.29e−1)−
4.9171e−1(6.45e−3)−
4.3238e−1(7.26e−3)
8
1.2175e+0(4.09e−2)−
2.2588e+0(1.37e−1)−
3.0264e+0(3.62e−1)−
8.6376e−1(2.82e−2)+
1.0070e+0(3.27e−2)=
2.6352e+0(2.33e−2)−
8.5281e−1(3.59e−2)+
1.0574e+0(5.17e−2)
10
1.0969e+0(1.73e−2)=
2.1988e+0(1.94e−1)−
2.7577e+0(2.50e−1)−
1.0818e+0(4.14e−2)−
1.1529e+0(8.46e−2)=
2.8977e+0(1.42e−1)−
1.0155e+0(2.38e−2)+
1.1331e+0(5.33e−2)
WFG2
4
3.8364e−1(1.42e−2)−
3.6769e−1(1.16e−2)−
5.3405e−1(4.92e−2)−
3.9184e−1(2.22e−2)−
2.5989e−1(3.89e−3)+
5.3488e−1(2.51e−1)−
2.6542e−1(5.96e−3)=
2.6665e−1(2.96e−3)
6
5.9466e−1(2.65e−2)−
6.9172e−1(1.39e−2)−
1.1619e+0(1.88e−1)−
6.1340e−1(2.11e−2)−
4.8775e−1(3.69e−3)+
7.0757e−1(1.74e−2)−
5.1860e−1(1.50e−2)=
5.1808e−1(5.07e−2)
8
1.0492e+0(4.25e−2)−
1.1855e+0(4.96e−2)−
1.5865e+0(1.33e−1)−
9.5664e−1(1.61e−2)−
7.7479e−1(5.93e−3)−
7.5329e−1(9.11e−2)=
9.2223e−1(1.77e−2)−
7.5412e−1(1.56e−2)
10
1.1904e+0(2.97e−2)−
1.1133e+0(5.94e−2)=
1.8447e+0(2.84e−1)−
1.1409e+0(3.60e−2)−
1.7398e+0(1.53e−2)−
1.2876e+0(7.20e−2)−
1.1052e+0(7.19e−3)−
1.0982e+0(9.71e−1)
WFG3
4
2.0252e−1(1.86e−2)−
3.9568e−1(3.10e−2)−
2.0268e−1(1.83e−2)−
2.7647e−1(5.24e−2)−
1.8934e−1(1.07e−2)−
4.2579e−1(4.03e−2)−
2.8953e−1(2.72e−2)−
1.5189e−1(3.48e−2)
6
4.6065e−1(5.58e−2)=
1.3225e+0(5.38e−1)−
5.9150e−1(4.27e−2)−
6.3588e−1(1.63e−1)−
5.1158e−1(5.75e−2)−
1.2711e+0(5.93e−1)−
5.5714e−1(5.34e−2)−
3.0760e−1(9.34e−2)
8
6.7276e−1(1.00e−1)−
2.4413e+0(8.23e−1)−
1.0483e+0(2.08e−1)−
9.2118e−1(1.64e−1)−
7.9152e−1(2.25e−2)−
1.5851e+0(1.86e−1)−
9.5172e−1(6.67e−2)−
3.3578e−1(3.86e−2)
10
1.8355e+0(1.81e−1)−
4.2576e+0(1.72e+0)−
1.1036e+0(1.84e−1)−
1.5448e+0(3.14e−1)−
1.2993e+0(7.99e−2)−
1.8562e+0(2.49e−1)−
1.5569e+0(9.11e−3)−
5.1244e−1(4.97e−2)
WFG4
4
5.6209e−1(3.01e−3)+
6.9844e−1(9.75e−4)+
7.5024e−1(1.63e−2)−
6.7594e−1(2.36e−2)=
5.3504e−1(4.11e−3)+
7.6953e−1(6.70e−3)−
5.5246e−1(2.59e−3)+
7.0070e−1(2.60e−2)
6
1.5234e+0(3.00e−3)−
1.9541e+0(1.03e−2)−
1.9724e+0(4.00e−2)−
1.6696e+0(1.52e−2)−
1.4963e+0(9.05e−3)=
1.9631e+0(3.85e−2)−
1.5122e+0(2.35e−3)−
1.4619e+0(7.12e−2)
8
2.6822e+0(1.56e−2)=
3.5546e+0(6.57e−2)−
3.3462e+0(6.35e−2)−
2.7460e+0(1.91e−2)−
2.7461e+0(3.06e−2)−
3.4659e+0(5.23e−2)−
2.8087e+0(1.28e−2)−
2.6705e+0(2.18e−1)
10
4.1156e+0(2.74e−2)+
6.0213e+0(6.92e−2)−
5.0596e+0(3.40e−2)−
4.4589e+0(2.56e−2)=
4.2494e+0(3.29e−2)=
5.3071e+0(7.28e−2)−
4.6060e+0(9.60e−3)−
4.4038e+0(1.47e+0)
WFG5
4
5.6999e−1(6.08e−3)=
6.9085e−1(6.48e−4)−
5.4170e−1(1.07e−2)=
6.9608e−1(5.10e−3)−
5.4569e−1(1.03e−2)−
7.7072e−1(2.68e−2)−
5.5065e−1(1.49e−2)−
5.4042e−1(1.69e−2)
6
1.4323e+0(7.67e−3)−
1.9581e+0(2.80e−2)−
1.8932e+0(2.86e−2)−
1.6824e+0(2.25e−2)−
1.4884e+0(1.52e−2)−
1.9500e+0(5.50e−2)−
1.4867e+0(4.09e−3)−
1.3160e+0(2.13e−2)
8
2.5622e+0(1.23e−2)=
3.7296e+0(5.62e−2)−
3.3004e+0(5.02e−2)−
2.7809e+0(8.22e−3)−
2.6802e+0(1.47e−2)−
3.4506e+0(4.65e−2)−
2.8071e+0(2.28e−3)−
2.5395e+0(4.28e−3)
10
4.0588e+0(2.07e−2)+
6.0107e+0(8.38e−2)−
4.9239e+0(1.54e−1)−
4.4491e+0(3.28e−2)=
4.1394e+0(2.99e−2)+
5.1763e+0(1.38e−1)−
4.5676e+0(1.29e−2)−
4.3855e+0(5.09e−2)
WFG6
4
5.6918e−1(1.70e−2)=
7.0687e−1(4.75e−3)−
8.3477e−1(1.94e−2)−
7.2309e−1(1.68e−2)−
5.4759e−1(1.59e−2)+
7.8510e−1(2.30e−2)−
5.4142e−1(4.45e−3)+
5.7021e−1(1.90e−2)
6
1.4440e+0(1.21e−2)=
2.0196e+0(3.28e−2)−
2.0806e+0(3.74e−2)−
1.7276e+0(3.27e−2)−
1.5055e+0(1.59e−2)=
2.0403e+0(4.90e−2)−
1.4742e+0(1.19e−2)=
1.4330e+0(7.98e−2)
8
2.5793e+0(9.84e−3)+
3.9350e+0(1.23e−1)−
3.5307e+0(3.85e−2)−
2.8925e+0(2.37e−2)−
2.7360e+0(2.54e−2)−
3.5280e+0(4.51e−2)−
2.8178e+0(2.15e−3)−
2.6016e+0(1.14e−3)
10
4.0973e+0(2.06e−2)=
6.6894e+0(3.79e−1)−
5.4594e+0(7.55e−2)−
4.5183e+0(6.74e−2)−
4.2177e+0(4.28e−2)−
5.3067e+0(1.06e−1)−
4.6155e+0(2.72e−2)−
4.0514e+0(6.64e−1)
WFG7
4
5.7318e−1(4.76e−3)+
5.3582e−1(5.05e−4)+
6.7532e−1(9.57e−3)−
6.9963e−1(1.11e−2)−
5.2719e−1(1.70e−3)+
6.6056e−1(1.73e−2)−
5.3778e−1(3.42e−3)+
6.3809e−1(1.16e−2)
6
1.4365e+0(4.24e−3)+
1.4876e+0(5.09e−4)=
1.5948e+0(3.68e−2)=
1.6996e+0(2.03e−2)−
1.4728e+0(1.73e−2)+
1.6279e+0(3.79e−2)−
1.5057e+0(5.32e−3)=
1.5038e+0(1.95e−4)
8
2.5924e+0(9.00e−3)=
2.7408e+0(1.99e−2)−
2.6659e+0(1.73e−2)−
2.7574e+0(3.58e−2)−
2.6867e+0(1.72e−2)−
2.6904e+0(5.41e−2)−
2.8202e+0(4.20e−3)−
2.5487e+0(1.84e−2)
10
4.1210e+0(3.11e−2)−
4.3784e+0(3.01e−2)−
4.1397e+0(4.38e−2)−
4.3651e+0(3.00e−2)−
4.1492e+0(2.94e−2)−
4.3826e+0(6.58e−2)−
4.5659e+0(3.88e−2)−
4.0482e+0(4.54e−2)
WFG8
4
5.9582e−1(3.33e−3)+
5.7254e−1(1.85e−3)+
6.5348e−1(1.03e−2)=
6.8670e−1(1.28e−2)−
6.4167e−1(1.57e−2)=
6.6406e−1(1.56e−2)−
5.7378e−1(2.42e−3)+
6.4762e−1(5.79e−3)
6
1.5178e+0(7.53e−4)+
1.4728e+0(1.15e−3)+
1.5947e+0(6.81e−3)=
1.7163e+0(2.24e−2)−
1.6815e+0(9.32e−3)−
1.6320e+0(1.96e−2)−
1.4829e+0(7.02e−3)+
1.6042e+0(1.74e−3)
8
2.7620e+0(6.66e−2)=
2.7623e+0(1.08e−2)=
2.8162e+0(1.05e−2)−
2.9715e+0(1.27e−2)−
3.1768e+0(1.11e−2)−
2.9208e+0(2.43e−2)−
2.8742e+0(4.42e−3)−
2.7587e+0(1.19e−2)
10
5.2260e+0(4.98e−2)−
4.3534e+0(4.50e−2)=
4.3977e+0(3.45e−2)−
4.5685e+0(3.94e−2)−
4.7632e+0(5.61e−2)−
4.3663e+0(2.29e−2)=
4.6152e+0(2.14e−2)−
4.3462e+0(1.26e−3)
WFG9
4
5.5128e−1(8.97e−3)+
5.2399e−1(7.70e−4)+
6.0185e−1(1.37e−2)=
6.8666e−1(1.85e−2)−
5.2064e−1(7.62e−3)+
6.2126e−1(1.74e−2)−
5.3495e−1(5.36e−3)+
6.0844e−1(2.26e−2)
6
1.3999e+0(9.65e−3)=
1.4418e+0(4.45e−3)=
1.4949e+0(8.74e−3)−
1.6030e+0(2.14e−2)−
1.4574e+0(5.66e−3)=
1.5495e+0(1.01e−2)−
1.4296e+0(8.48e−3)=
1.4264e+0(2.32e−3)
8
2.5828e+0(5.78e−3)=
2.6762e+0(1.70e−2)−
2.6364e+0(1.38e−2)−
2.7980e+0(2.10e−2)−
2.7406e+0(1.62e−2)−
2.7461e+0(5.36e−2)−
2.7566e+0(4.21e−3)−
2.5674e+0(2.02e−2)
10
4.1484e+0(1.26e−3)−
4.2146e+0(8.66e−2)−
4.0020e+0(3.79e−2)−
4.3779e+0(4.39e−2)−
4.2196e+0(3.48e−2)−
4.2992e+0(5.40e−2)−
4.4885e+0(3.03e−2)−
3.9974e+0(1.96e−2)
± /=
9/14/13
5/25/6
0/30/6
1/31/4
7/21/8
0/33/3
8/22/6 Complex & Intelligent Systems (2021) 7:2697–2710 2707 Table 5 Comparison results of ANMPSO and seven MOEAs on WFG1–9 using HV
Problem
M
GrEA
RVEA
NMPSO
SPEA2-SDE
Two-Arch2
SRA
RPD-NSGAII
ANMPSO
WFG1
4
9.5191e−1(4.73e−3)−
4.2183e−1(5.91e−2)−
6.1561e−1(2.51e−2)−
9.8607e−1(1.14e−3)+
9.8907e−1(6.49e−4)+
3.6914e−1(5.44e−2)−
9.8748e−1(1.48e−3)+
9.7211e−1(2.42e−2)
6
9.8582e−1(3.41e−3)+
3.6622e−1(6.79e−2)−
2.8961e−1(2.88e−2)−
9.9670e−1(7.08e−4)+
9.6377e−1(3.29e−2)+
3.0001e−1(3.00e−2)−
9.9082e−1(6.04e−3)−
9.4577e−1(2.65e−2)
8
9.9128e−1(8.56e−4)+
3.2439e−1(2.22e−2)−
2.5749e−1(3.62e−2)−
9.9723e−1(1.58e−3)+
7.8205e−1(2.01e−2)−
2.4996e−1(3.00e−3)−
9.1831e−1(6.68e−2)−
9.2161e−1(4.31e−2)
10
9.8215e−(2.35e−3)=
3.9139e−1(4.98e−2)−
3.1395e−1(5.68e−2)−
9.7756e−1(5.13e−4)=
8.3941e−1(7.54e−2)−
2.5300e−1(2.91e−2)−
9.7478e−1(6.05e−3)=
9.7989e−1(3.72e−2)
WFG2
4
9.6235e−1(6.19e−3)−
9.3720e−1(1.21e−2)−
9.8254e−1(3.91e−3)=
9.7610e−1(4.54e−3)−
9.8189e−1(5.09e−4)=
9.8597e−1(8.01e−2)=
9.8710e−1(1.13e−3)=
9.8799e−1(6.66e−2)
6
9.7214e−1(2.25e−3)=
9.8643e−1(1.91e−2)+
9.4307e−1(5.08e−3)−
9.8898e−1(1.61e−3)+
9.9550e−1(2.56e−4)+
9.7743e−1(1.57e−2)+
9.9334e−1(1.61e−3)+
9.7310e−1(8.09e−2)
8
9.8484e−1(3.79e−3)−
8.8722e−1(1.68e−2)−
9.4909e−1(7.52e−3)−
9.8993e−1(1.15e−3)=
9.9210e−1(1.96e−3)=
9.4870e−1(4.00e−3)−
9.8969e−1(2.07e−3)−
9.9322e−1(1.16e−2)
10
9.6889e−1(1.51e−3)=
8.9271e−1(3.97e−2)−
9.6670e−1(8.19e−2)=
9.9033e−1(1.54e−3)+
9.9498e−1(1.04e−3)=
9.3715e−1(1.27e−2)−
9.8912e−1(2.25e−3)−
9.7147e−1(8.15e−2)
WFG3
4
2.4768e−1(5.22e−3)−
2.0495e−1(2.38e−2)−
2.3258e−1(9.30e−3)=
2.3221e−1(1.83e−2)=
2.9040e−1(5.29e−3)=
1.1481e−1(2.68e−2)−
2.6247e−1(5.76e−3)−
2.9210e−1(1.73e−2)
6
1.5853e−1(1.56e−2)−
1.0546e−2(1.85e−2)−
1.0884e−2(8.57e−3)−
4.6669e−2(3.76e−2)−
1.0711e−1(3.00e−2)+
0.0000e+0(0.00e+0)−
1.2294e−1(1.13e−2)−
2.5949e−1(2.07e−2)
8
1.5835e−2(1.87e−2)−
0.0000e+0(0.00e+0)−
0.0000e+0(0.00e+0)−
4.0371e−3(8.07e−3)−
6.9561e−3(7.86e−3)−
0.0000e+0(0.00e+0)=
4.3325e−2(9.41e−3)+
2.0265e−2(4.05e−3)
10
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)=
0.0000e+0(0.00e+0)
WFG4
4
7.0883e−1(1.30e−3)−
6.3529e−1(6.71e−3)−
6.5878e−1(8.65e−4)−
6.9501e−1(2.84e−3)−
6.9257e−1(1.11e−3)−
5.9825e−1(1.23e−2)−
7.1018e−1(4.36e−4)−
7.3046e−1(3.68e−3)
6
8.3899e−1(2.51e−3)+
7.9805e−1(1.09e−2)+
7.7198e−1(7.08e−3)−
8.3046e−1(4.41e−3)+
7.7711e−1(2.68e−3)−
6.7792e−1(6.52e−3)−
8.6524e−1(1.42e−3)+
7.8684e−1(2.45e−2)
8
8.4915e−1(3.11e−3)−
7.5362e−1(7.87e−3)−
8.1360e−1(1.15e−2)−
8.6283e−1(2.69e−3)=
8.1790e−1(7.89e−3)−
6.8234e−1(2.10e−2)−
9.2870e−1(1.90e−3)+
8.6110e−1(2.93e−2)
10
9.3539e−1(5.82e−3)−
7.4836e−1(4.36e−2)−
8.2715e−1(8.99e−3)−
8.9669e−1(6.90e−4)−
7.9367e−1(6.54e−3)−
6.6739e−1(2.31e−2)−
9.5088e−1(1.31e−3)−
9.7224e−1(4.41e−2)
WFG5
4
6.6462e−1(2.37e−4)=
6.1794e−1(1.82e−3)−
6.3523e−1(3.60e−3)−
6.5625e−1(2.71e−3)−
6.4921e−1(3.54e−3)−
5.7225e−1(1.01e−2)−
6.6553e−1(2.02e−3)−
6.7792e−1(2.21e−3)
6
8.0106e−1(2.52e−3)−
7.0636e−1(2.15e−2)−
7.5054e−1(2.67e−3)−
7.8669e−1(2.21e−3)−
7.4542e−1(2.25e−3)−
6.2720e−1(1.42e−2)−
8.1719e−1(5.66e−4)−
8.3211e−1(2.55e−2)
8
8.1111e−1(5.00e−3)+
7.2160e−1(3.58e−2)−
7.9280e−1(5.29e−3)+
8.3210e−1(4.55e−3)+
7.7536e−1(5.85e−3)+
6.2934e−1(2.33e−2)−
8.7983e−1(2.10e−4)+
7.3110e−1(1.84e−2)
10
8.9103e−1(2.03e−3)=
7.7689e−1(5.52e−3)−
8.0962e−1(6.37e−3)−
8.4931e−1(3.06e−3)−
7.4392e−1(8.92e−3)−
6.3544e−1(4.25e−2)−
8.9780e−1(2.67e−4)=
8.9607e−1(3.26e−2)
WFG6
4
6.4411e−1(1.89e−2)−
6.0850e−1(1.32e−2)−
5.3704e−1(1.60e−3)−
6.4238e−1(1.07e−2)−
6.5088e−1(2.78e−2)=
6.5144e−1(2.73e−2)=
6.5073e−1(3.69e−3)=
6.5487e−1(1.21e−2)
6
7.8329e−1(8.62e−3)−
6.3522e−1(1.56e−2)−
6.5403e−1(2.87e−3)−
7.6451e−1(1.43e−2)=
7.4056e−1(1.33e−2)−
7.7590e−1(1.42e−2)+
7.8670e−1(3.52e−2)+
7.7428e−1(1.44e−2)
8
7.7688e−1(7.70e−3)−
6.0895e−1(7.00e−2)−
7.0901e−1(1.57e−3)−
8.1846e−1(1.40e−2)−
7.3845e−1(1.25e−2)−
5.6990e−1(1.88e−2)−
8.5389e−1(2.63e−2)−
8.6617e−1(9.60e−3)
10
8.7303e−1(1.62e−2)=
6.1924e−1(1.01e−1)−
8.2579e−1(4.12e−3)−
8.4356e−1(1.61e−2)−
7.2085e−1(2.22e−2)−
5.7541e−1(2.52e−2)−
8.6942e−1(2.40e−2)=
8.7359e−1(1.75e−2)
WFG7
4
7.1282e−1(1.22e−3)=
7.0764e−1(2.02e−4)=
7.0953e−1(1.32e−4)=
7.0236e−1(1.67e−3)−
6.9649e−1(1.43e−3)−
6.8426e−1(2.52e−3)−
7.1186e−1(8.30e−4)=
7.1340e−1(3.33e−3)
6
8.6251e−1(1.95e−3)=
8.6336e−1(1.07e−3)=
8.6017e−1(1.33e−3)=
8.4205e−1(1.60e−3)−
8.1521e−1(3.31e−3)−
8.6695e−1(6.58e−3)=
8.6972e−1(5.99e−4)=
8.6845e−1(5.40e−3)
8
8.6795e−1(2.88e−3)−
9.2059e−1(9.92e−4)+
9.1728e−1(2.02e−3)+
9.0380e−1(5.60e−3)+
8.4840e−1(3.48e−3)−
8.7026e−1(6.52e−3)−
9.3790e−1(7.30e−4)+
8.9953e−1(1.72e−3)
10
9.5603e−1(2.30e−3)=
9.3315e−1(6.57e−3)−
9.4154e−1(2.86e−3)−
9.3087e−1(3.61e−3)−
8.1378e−1(4.87e−3)−
8.5974e−1(1.19e−2)−
9.5798e−1(2.08e−3)=
9.5977e−1(8.18e−3)
WFG8
4
6.1905e−1(6.63e−4)=
6.1239e−1(2.88e−3)−
6.1025e−1(4.14e−4)−
6.1271e−1(1.48e−3)−
5.9536e−1(6.35e−4)−
5.7617e−1(7.60e−3)−
6.0831e−1(9.62e−4)−
6.2029e−1(5.33e−3)
6
7.2055e−1(3.22e−3)−
7.3297e−1(6.51e−3)−
7.4772e−1(2.34e−3)−
7.4257e−1(5.66e−3)−
6.6315e−1(8.91e−3)−
6.8459e−1(8.27e−3)−
7.5289e−1(2.22e−3)=
7.5108e−1(2.11e−3)
8
6.9532e−1(1.96e−2)−
8.4904e−1(5.61e−2)−
8.1153e−1(3.94e−3)−
8.1084e−1(4.72e−3)−
6.5025e−1(7.94e−3)−
7.2738e−1(1.38e−2)−
8.3090e−1(1.49e−3)−
8.6011e−1(5.73e−2)
10
8.5422e−1(3.08e−3)−
6.8893e−1(7.02e−2)−
8.6352e−1(5.69e−3)−
8.4624e−1(6.60e−3)−
5.7785e−1(3.15e−2)−
8.7995e−1(1.36e−2)=
8.7377e−1(8.41e−3)−
8.8454e−1(1.48e−2)
WFG9
4
6.7475e−1(1.02e−3)−
6.7888e−1(3.70e−4)−
6.8437e−1(2.04e−3)=
6.7007e−1(1.38e−3)−
6.6617e−1(2.19e−3)−
6.5781e−1(2.23e−3)−
6.6105e−1(3.90e−3)−
6.8652e−1(3.79e−3)
6
8.0717e−1(2.93e−3)=
7.9970e−1(8.41e−3)=
8.1429e−1(4.67e−3)+
7.9671e−1(4.25e−3)=
7.6923e−1(3.37e−3)−
7.7841e−1(6.68e−3)−
8.1420e−1(5.15e−3)+
8.0278e−1(4.75e−3)
8
8.1448e−1(2.68e−3)−
8.4035e−1(1.21e−2)−
8.5510e−1(9.40e−3)−
8.4140e−1(4.79e−3)−
7.8065e−1(1.66e−2)−
8.1642e−1(6.13e−3)−
8.7446e−1(1.05e−3)=
8.7627e−1(2.75e−3)
10
8.4106e−1(2.33e−3)−
8.5809e−1(4.10e−3)−
8.5523e−1(6.05e−3)−
8.5061e−1(4.11e−3)−
7.3924e−1(1.32e−2)−
8.3151e−1(3.66e−3)−
8.7976e−1(5.84e−3)−
8.8504e−1(5.58e−3)
± /=
4/20/12
3/29/4
3/26/7
8/21/7
5/25/6
2/28/6
9/16/11 Complex & Intelligent Systems (2021) 7:2697–2710 2708 Fig. Comparisons results on WFG1–WFG9 2 Solution set correspond-
ing to the best IGD values for
all algorithms on WFG3 prob-
lems with 10 objectives
Fig. 3 Solution set correspond-
ing to the best IGD values for
all algorithms on WFG5 prob-
lems with 10 objectives Fig. 2 Solution set correspond-
ing to the best IGD values for
all algorithms on WFG3 prob-
lems with 10 objectives Fig. 2 Solution set correspond-
ing to the best IGD values for
all algorithms on WFG3 prob-
lems with 10 objectives Fig. 3 Solution set correspond-
ing to the best IGD values for
all algorithms on WFG5 prob-
lems with 10 objectives “offset-frontal crash”. The nature of the Pareto-optimal
Front is complex with holes and the density of its points is
variable. “offset-frontal crash”. The nature of the Pareto-optimal
Front is complex with holes and the density of its points is
variable. cover the whole true PF with a competitive diversity. ANMPSO is better than SPEA2-SDE, Two-Arch2, SRA,
and RPD-NSGAII. Besides, RVEA is relatively better than
ANMPSO, since it is more evenly distributed. As observed
from Fig. 3, the result of ANMPSO also shows an excel-
lent performance with covering the true PF entirely. This
uniform distribution is credit to parameter adjustments
and the guidance of gbest. The local exploitation ability
and global exploration ability are improved with adaptive
strategy. cover the whole true PF with a competitive diversity. ANMPSO is better than SPEA2-SDE, Two-Arch2, SRA,
and RPD-NSGAII. Besides, RVEA is relatively better than
ANMPSO, since it is more evenly distributed. As observed
from Fig. 3, the result of ANMPSO also shows an excel-
lent performance with covering the true PF entirely. This
uniform distribution is credit to parameter adjustments
and the guidance of gbest. The local exploitation ability
and global exploration ability are improved with adaptive
strategy. As such, the multi-objective optimization problem is for-
mulated as (18)
min F(퐱) = [Mass, Ain, Intrusion]
s.t. 1 mm ≤퐱≤3 mm, (18) Table 6 IGD and HV values of all the algorithms on the crash safety
design of vehicles problem
The better average values of the three algorithms are bold
Algorithms
IGD
HV
ANMPSO
0.3833
0.0367
GrEA
0.4503
0.0365
RVEA
1.0120
0.0337
NMPSO
2.2550
0.0333
SPEA2-SDE
0.6039
0.0351
Two-Arch2
0.3571
0.0381
SRA
1.0241
0.0349
RPD-NSGAII
0.3697
0.0378 Table 6 IGD and HV values of all the algorithms on the crash safety
design of vehicles problem Application to the crash safety design of vehicles To verify the availability and practicability of the proposed
ANMPSO algorithm, it is applied to optimize the problem
of the crash safety design of vehicles. This problem aims
to optimize the crash-worthiness of vehicle frontal struc-
ture. Considering the lightweight, the mass of the vehicle
is set as the first objective. The second objective is to select
an integration of collision acceleration in the “full frontal
crash”. Considering the most severe mechanical damage,
the third objective is set as the toe board intrusion in the 1 3 Complex & Intelligent Systems (2021) 7:2697–2710 2709 where x = (t1, t2, t3, t4, t5)T, Ain = ∫t2
t1 adt . The detailed
information can be found in [2]. where x = (t1, t2, t3, t4, t5)T, Ain = ∫t2
t1 adt . The detailed
information can be found in [2]. Although ANMPSO performs well in MaOPs, it has some
drawbacks in solving multi-modal problems. In addition, the
performance of ANMPSO on other application problems
with more objectives in the real world needs to be studied
in the future. where x = (t1, t2, t3, t4, t5)T, Ain = ∫t2
t1 adt . The detailed
information can be found in [2]. For this problem, all objectives are to be minimized. The maximum number of iterations is set to 1000 and the
population size is set to 100. In this problem, the number
of decision variables D is 5. To make a fair comparison,
all the experiments are run 10 times with different random
seeds, and the average IGD and HV values in 10 runs are
collected for comparison. The comparison results are pre-
sented in Table 6. Acknowledgements This work was supported by the National Natural
Science Foundation of China under Grant no. 51774228 and Grant no. 52074205, in part by Shaanxi province fund for Distinguished Young
Scholars under Grant no. 2020JC-44, in part by Joint Fund Project
of Shaanxi Province Natural Science Basic Research Program under
Grant no. 2019 JLP-16. From Table 6, it can be observed that ANMPSO, Two-
Arch2 and RPD-NSGAII achieve competitive performances. The results of Two-Arch2 and RPD-NSGAII are slightly
better than ANMPSO. RVEA, NMPSO, and SRA are signifi-
cantly worse than ANMPSO, because they do not even find
non-dominated solutions. This poor performance is mainly
due to the favor of poorly converged individuals in regions
where the objective space is less crowded. Conclusions In this paper, ANMPSO is proposed to balance convergence
and diversity which has a competitive performance. It can
effectively select gbest and obtain a better distribution in
the searching space. The proposed algorithm can prevent
particles from trapping into local optima. Numerical experi-
mental results prove that the proposed ANMPSO can obtain
excellent performances in the two sets of MaOP benchmark
functions and the practical crash safety design of vehicles. Declarations Conflict of interest The authors declare that there are no conflicts of
interest regarding the publication of this paper, and the comparison
results data used to support the findings of this study are available from
the corresponding author upon request. Open Access This article is licensed under a Creative Commons Attri-
bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article’s Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Application to the crash safety design of vehicles The reason why
ANMPSO outperformed these algorithms is that it is suit-
able for tackling this problem with disconnect PF. The spe-
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English
| null |
Bioactivity-guided isolation of rosmarinic acid as a principle bioactive compound from the butanol extract of <i>Isodon rugosus</i> against pea aphid, <i>Acyrthosiphon pisum</i>
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Acyrthosiphon pisum 4
Saira Khan1,2,3,4, Clauvis Nji Tizi Taning2, Elias Bonneure3, Sven Mangelinckx3, Guy Smagghe2, Raza
5
Ahmad1, Nighat Fatima5, Muhammad Asif6, Mohammad Maroof Shah1*
6
7
1Biotechnology Program, Department of Environmental Sciences, COMSATS University Islamabad, Abbottabad
8
Campus, Pakistan
9
2Department of Plants and Crops, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
10
3Department of Green Chemistry and Technology, Faculty of Bioscience Engineering, Ghent University, Ghent,
11
Belgium
12
4Current address: Department of Biotechnology, Hazara University Mansehra, Mansehra, Pakistan
13
5Department of Pharmacy, COMSATS University Islamabad, Abbottabad Campus, Pakistan
14
6Department of Management Sciences, COMSATS University Islamabad, Abbottabad Campus, Pakistan
15
16
*Corresponding Author
17
E-mail: mmshah@cuiatd.edu.pk (MS) 1 . CC-BY 4.0 International license
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bioRxiv preprint 18
Abstract 19
Aphids are agricultural pest insects that transmit viruses and cause feeding damage on a global scale. Current pest
20
control involving the excessive use of synthetic insecticides over decades has led to multiple forms of aphid
21
resistance to most classes of insecticides. In nature, plants produce secondary metabolites during their interaction
22
with insects and these metabolites can act as toxicants, antifeedants, anti-oviposition agents and deterrents towards
23
the insects. In a previous study, we demonstrated that the butanol fraction from a crude methanolic extract of an
24
important plant species, Isodon rugosus showed strong insecticidal activity against the pea aphid, Acyrthosiphon
25
pisum. It was however not known as which compound was responsible for such activity. To further explore this
26
finding, current study aimed to exploit a bioactivity-guided strategy to isolate and identify the active compound in
27
the butanol fraction of I. rugosus. As such, reversed-phase flash chromatography, acidic extraction and different
28
spectroscopic techniques were used to isolate and identify the new compound, rosmarinic acid as the bioactive
29
compound in I. rugosus. Insecticidal activity of rosmarinic acid was carried out using standard protocols on A. 30
pisum. The data was analyzed using qualitative and quantitative statistical approaches. Considering that a very low
31
concentration of this compound (LC90 = 5.4 ppm) causes significant mortality in A. pisum within 24 h, rosmarinic
32
acid could be exploited as a potent insecticide against this important pest insect. Furthermore, I. rugosus is already
33
used for medicinal purposes and rosmarinic acid is known to reduce genotoxic effects induced by chemicals, hence
34
it is expected to be safer compared to the current conventional pesticides. While this study highlights the potential of
35
I. rugosus as a possible biopesticide source against A. pisum, it also provides the basis for further exploration and
36
development of formulations for effective field application. .
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bioRxiv preprint 37
Introduction 2
38
Aphids are among the most important agricultural pest insects of many crops worldwide. They feed exclusively on
39
plant phloem sap by inserting their needle-shaped mouthparts into sieve elements, usually resulting to the stunting,
40
discoloration and deformation of plants, while the growth of sooty molds on honeydew produced by these insects
41
reduces the economic value of crops [1, 2]. Moreover, aphids are also vectors of many important plant viruses [3-5]. 42
The pea aphid, Acyrthosiphon pisum (Hemiptera: Aphididae), adversely affects economically important legume
43
crops worldwide. It is oligophagous, comprising of a number of biotypes or races living on a number of legume
44
hosts (red clover, pea and broad bean and alfalfa races) [6-9]. Current aphid control strategies predominantly rely on 2
38
Aphids are among the most important agricultural pest insects of many crops worldwide. They feed exclusively on
39
plant phloem sap by inserting their needle-shaped mouthparts into sieve elements, usually resulting to the stunting,
40
discoloration and deformation of plants, while the growth of sooty molds on honeydew produced by these insects
41
reduces the economic value of crops [1, 2]. Moreover, aphids are also vectors of many important plant viruses [3-5]. 42
The pea aphid, Acyrthosiphon pisum (Hemiptera: Aphididae), adversely affects economically important legume
43
crops worldwide. It is oligophagous, comprising of a number of biotypes or races living on a number of legume
44
hosts (red clover, pea and broad bean and alfalfa races) [6-9]. Current aphid control strategies predominantly rely on 2 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
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doi:
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ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
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bioRxiv preprint 45
the use of insecticides such as carbamates, organophosphates, pyrethroids, neonicotinoids and pymetrozine [10]. 37
Introduction 46
However, the frequent use of these insecticides over the decades has led to multiple forms of aphid resistance to
47
most classes of insecticides, making it very difficult to control this insect pest [11]. 47
most classes of insecticides, making it very difficult to control this insect pest [11]. 48
The use of botanical pesticides could present a safe alternative compared to the use of broad spectrum
49
chemical insecticides in crop protection [12, 13]. In nature, plants produce secondary metabolites during their
50
interaction with insects and these metabolites can act as toxicants, antifeedants, anti-oviposition agents and
51
deterrents towards the insects [14-16]. Because of such wide insecticidal properties, the study of secondary
52
metabolites and the development of new potent formulations based on them has become increasingly important. 53
Screening of plant extracts followed by bioactivity-guided fractionation, isolation and identification of active
54
principles is considered to be one of the most successful strategies for the discovery of bioactive natural products
55
against insect pests [17]. 56
Isodon rugosus (Wall. ex Benth.) Codd (syn. Plectranthus rugosus Wall. ex. Benth.) is an aromatic
57
branched shrub, belonging to the family Lamiaceae. The plant is used in Pakistani traditional medicine for many
58
diseases as an antiseptic, hypoglycemic, antidiarrheal and as bronchodilator [18, 19]. Among many other traditional
59
medicinal uses, the plant extracts and different solvent fractions are known to be effective as antifungal,
60
antibacterial, phytotoxic and antioxidant agents and are able to show lipoxygenase inhibitory activities [20-23]. 61
Based on phytochemical studies, this plant is known to contain steroids, flavonoids, terpenoids, saponins, tannins,
62
cardiac glycosides, coumarins, reducing sugars and β-cyanin. Diterpenoids (rugosinin, effusanin-A, effusanin-B,
63
effusanin-E, lasiokaurin and oridonin) and triterpenoids (plectranthoic acid A and B, acetyl plectranthoic acid and
64
plectranthadiol) have also been successfully isolated from this plant [24-26]. However, despite several studies on the
65
bioactivity of I. rugosus where most efforts were focused towards human health, none of these have isolated and
66
assessed the insecticidal activity of compounds from this plant. In a previous study, we evaluated the aphicidal
67
properties of the hexane, dichloromethane, butanol and ethyl acetate fractions of a crude methanolic extract from I. 68
rugosus, and confirmed that the butanol fraction showed the best activity against the pea aphid, A. pisum [27]. To
69
further explore this finding, a bioactivity-guided strategy against A. 72
Insects 73
A continuous colony of A. pisum was maintained on faba bean plants (Vicia faba) in the Laboratory of Agrozoology
74
at Ghent University, Belgium at 23–25 °C and 65±5% relative humidity (RH) under a 16:8 h light: dark photoperiod
75
[28]. All the bioassays were performed under these conditions. Newly born nymphs (˂ 24 h old) of A. pisum were
76
used for all the bioassays. By gentle probing of the aphids with a brush and also by observing post-mortem color
77
change of the body, mortality was assessed after 24 h of treatment. 73
A continuous colony of A. pisum was maintained on faba bean plants (Vicia faba) in the Laboratory of Agrozoology
74
at Ghent University, Belgium at 23–25 °C and 65±5% relative humidity (RH) under a 16:8 h light: dark photoperiod
75
[28]. All the bioassays were performed under these conditions. Newly born nymphs (˂ 24 h old) of A. pisum were
76
used for all the bioassays. By gentle probing of the aphids with a brush and also by observing post-mortem color
77
change of the body, mortality was assessed after 24 h of treatment. 78
Plant collection and extraction 79
The aerial parts of I. rugosus were collected from lower Northern areas of Pakistan in the month of October, 2012. 80
The plant material was shade-dried for up to 3 months and ground to powder using an electric grinder. 1 kg of the
81
dried powder was soaked in a glass jar containing 3 L of methanol at room temperature. After two days, the solvent
82
layer was filtered with Whatman filter paper No. 1 and this process was repeated three times. The resulting filtrate
83
was concentrated by using a rotary evaporator at 35 °C and the obtained crude methanolic extract was stored at 4 °C
84
[29, 27]. For fractionation, 90 g dried crude methanolic extract was mixed with five parts of water and then
85
extracted successively by n-hexane (4 × 150 mL), dichloromethane (4 × 150 mL), ethyl acetate (4 ×150 mL) and n-
86
butanol (4 × 150 mL) as described by Khan et al. [27]. All the fractions were concentrated using a rotary evaporator
87
under reduced pressure at 40 °C. The resulting extracts were stored in a refrigerator at 4 °C until further use. 37
Introduction CC-BY 4.0 International license
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doi:
bioRxiv preprint 37
Introduction pisum was used to isolate and identify the active
70
compound in the butanol fraction of I. rugosus. 71
Materials and methods 48
The use of botanical pesticides could present a safe alternative compared to the use of broad spectrum
49
chemical insecticides in crop protection [12, 13]. In nature, plants produce secondary metabolites during their
50
interaction with insects and these metabolites can act as toxicants, antifeedants, anti-oviposition agents and
51
deterrents towards the insects [14-16]. Because of such wide insecticidal properties, the study of secondary
52
metabolites and the development of new potent formulations based on them has become increasingly important. 53
Screening of plant extracts followed by bioactivity-guided fractionation, isolation and identification of active
54
principles is considered to be one of the most successful strategies for the discovery of bioactive natural products
55
against insect pests [17]. 56
Isodon rugosus (Wall. ex Benth.) Codd (syn. Plectranthus rugosus Wall. ex. Benth.) is an aromatic
57
branched shrub, belonging to the family Lamiaceae. The plant is used in Pakistani traditional medicine for many
58
diseases as an antiseptic, hypoglycemic, antidiarrheal and as bronchodilator [18, 19]. Among many other traditional
59
medicinal uses, the plant extracts and different solvent fractions are known to be effective as antifungal,
60
antibacterial, phytotoxic and antioxidant agents and are able to show lipoxygenase inhibitory activities [20-23]. 61
Based on phytochemical studies, this plant is known to contain steroids, flavonoids, terpenoids, saponins, tannins,
62
cardiac glycosides, coumarins, reducing sugars and β-cyanin. Diterpenoids (rugosinin, effusanin-A, effusanin-B,
63
effusanin-E, lasiokaurin and oridonin) and triterpenoids (plectranthoic acid A and B, acetyl plectranthoic acid and
64
plectranthadiol) have also been successfully isolated from this plant [24-26]. However, despite several studies on the
65
bioactivity of I. rugosus where most efforts were focused towards human health, none of these have isolated and
66
assessed the insecticidal activity of compounds from this plant. In a previous study, we evaluated the aphicidal
67
properties of the hexane, dichloromethane, butanol and ethyl acetate fractions of a crude methanolic extract from I. 68
rugosus, and confirmed that the butanol fraction showed the best activity against the pea aphid, A. pisum [27]. To
69
further explore this finding, a bioactivity-guided strategy against A. pisum was used to isolate and identify the active
70
compound in the butanol fraction of I. rugosus. 3 . .
CC-BY 4.0 International license
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certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
The copyright holder for this preprint (which was not
this version posted March 27, 2019.
;
https://doi.org/10.1101/591271
doi:
bioRxiv preprint 88
Isolation of the bioactive principle 89
Based on bioassays conducted by Khan et al, [27] the butanol extract presented the best biological activity against A. 90
pisum and was hence selected in this study for further bioactivity-guided fractionation and identification of the
91
active principle. The butanol extract (500 mg) was eluted with a Reveleris automated flash chromatography
92
instrument on a 12 g C18 pre-packed column (GRACE, Columbia, MD, US) starting with 100% water. The gradient
93
was ramped to 100% methanol over 60 column volumes (CV) and after collection of 95 fractions, the solid phase
94
was flushed with 5 CV acetonitrile. The flow rate was set to 30 mL/min (Table 1). Based on the UV spectral data,
95
the 95 fractions were combined into a total of 14 subfractions. These combined fractions were evaporated under
96
reduced pressure at 45 °C and finally under a high vacuum resulting in 14 subfractions (1A- 14A) (Table 2). The 14
97
subfractions were evaluated for their bioactivity against A. pisum, of which fraction 3A was selected on the basis of 4 . CC-BY 4.0 International license
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certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
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ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
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bioRxiv preprint 98
maximum bioactivity for further fractionation through preparative liquid chromatography (prep-LC). A 10%
99
solution of fraction 3A was prepared in methanol. Two solvents were used, water (solvent A) and acetonitrile
100
(solvent B). A gradient was set starting with 100% solvent A from 0 to 100 min. From 100 min to 110 min, solvent
101
B went from 18% to 100% and stayed at 100% until 128 min, and then to 0% at 128.10 min and stayed at 0% until
102
132.10 min. After concentration under reduced pressure with a rotary evaporator and finally under a high vacuum,
103
three fractions, 3A-1, 3A-2 and 3A-3 were obtained. 88
Isolation of the bioactive principle Fraction 3A-3 was selected for active compound identification
104
(NMR and LC-MS) on the basis of the bioactivity against A. pisum. This compound was obtained in pure form by
105
doing a second flash chromatographic separation of 5 g of butanol extract and by using the run conditions as
106
mentioned in Table 3. From the second flash chromatography, a total of 354 fractions were collected which were
107
combined into six fractions, 1B, 2B, 3B, 4B, 5B and 6B on the basis of UV spectra and were further analyzed for
108
their bioactivity after concentration with a rotary evaporator under reduced pressure and high vacuum (Table 4). 109
Fraction 1B was selected for further purification on the basis of best bioactivity. On the basis of knowledge
110
regarding the acidic compound present in sub fraction 3A-3 (from 1H NMR and HPLC-MS analysis), an extraction
111
under acidic conditions was done to isolate the active compound from sub fraction 1B. For this purpose, 200 mg of
112
fraction 1B was dissolved in 10 mL of distilled water and acidified with 4 drops of hydrochloric acid (12 M). 113
Following extraction with ethyl acetate (four times 5 mL), two phases, ethyl acetate and aqueous, were obtained. 114
Both the ethyl acetate and the aqueous phase were concentrated. The ethyl acetate phase fraction was more bioactive
115
with lower LC values. Last traces of ethyl acetate were removed azeotropically with toluene and evaporation under
116
high vacuum of the residues resulted in 60 mg from the ethyl acetate phase and 60 mg from the aqueous phase. The
117
purified
active
principle
was
identified
through
different
spectroscopic
techniques. 98
maximum bioactivity for further fractionation through preparative liquid chromatography (prep-LC). A 10%
99
solution of fraction 3A was prepared in methanol. Two solvents were used, water (solvent A) and acetonitrile
100
(solvent B). A gradient was set starting with 100% solvent A from 0 to 100 min. From 100 min to 110 min, solvent
101
B went from 18% to 100% and stayed at 100% until 128 min, and then to 0% at 128.10 min and stayed at 0% until
102
132.10 min. After concentration under reduced pressure with a rotary evaporator and finally under a high vacuum,
103
three fractions, 3A-1, 3A-2 and 3A-3 were obtained. 88
Isolation of the bioactive principle Fraction 3A-3 was selected for active compound identification
104
(NMR and LC-MS) on the basis of the bioactivity against A. pisum. This compound was obtained in pure form by
105
doing a second flash chromatographic separation of 5 g of butanol extract and by using the run conditions as
106
mentioned in Table 3. From the second flash chromatography, a total of 354 fractions were collected which were
107
combined into six fractions, 1B, 2B, 3B, 4B, 5B and 6B on the basis of UV spectra and were further analyzed for
108
their bioactivity after concentration with a rotary evaporator under reduced pressure and high vacuum (Table 4). 109
Fraction 1B was selected for further purification on the basis of best bioactivity. On the basis of knowledge
110
regarding the acidic compound present in sub fraction 3A-3 (from 1H NMR and HPLC-MS analysis), an extraction
111
under acidic conditions was done to isolate the active compound from sub fraction 1B. For this purpose, 200 mg of
112
fraction 1B was dissolved in 10 mL of distilled water and acidified with 4 drops of hydrochloric acid (12 M). 113
Following extraction with ethyl acetate (four times 5 mL), two phases, ethyl acetate and aqueous, were obtained. 114
Both the ethyl acetate and the aqueous phase were concentrated. The ethyl acetate phase fraction was more bioactive
115
with lower LC values. Last traces of ethyl acetate were removed azeotropically with toluene and evaporation under
116
high vacuum of the residues resulted in 60 mg from the ethyl acetate phase and 60 mg from the aqueous phase. The
117
purified
active
principle
was
identified
through
different
spectroscopic
techniques. 5 . CC-BY 4.0 International license
a
certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
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bioRxiv preprint Table 1. First reversed-phase flash chromatography conditions of butanol fraction (500 mg) from Isodon
rugosus
Run Conditions
Cartridge
Reveleris 12 g C18 40 µm
Solvent A
Water
Solvent B
Methanol
Solvent C
Acetonitrile
Flow rate
30 mL/min
Injection type
Dry sample
ELSD Carrier
Isopropanol
Per vial volume
25 mL
UV1 Wavelength
220 nm
UV2 Wavelength
254 nm Table 1. 88
Isolation of the bioactive principle First reversed-phase flash chromatography conditions of butanol fraction (500 mg) from Isodon
rugosus reversed-phase flash chromatography conditions of butanol fraction (500 mg) from Isodon 118 119 rugosus 6 6 . CC-BY 4.0 International license
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ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
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bioRxiv preprint 121
Table 2. Subfractions (1A-14A) collected from the first reversed-phase flash chromatography of butanol
122
extract (500 mg)
Fractions
Weight (mg)
1A
52
2A
11
3A
46
4A
7
5A
20
6A
15
7A
54
8A
58
9A
14
10A
49
11A
18
12A
15
13A
21
14A
18 21
Table 2. Subfractions (1A-14A) collected from the first reversed-phase flash chromatography of butanol
22
extract (500 mg) actions (1A-14A) collected from the first reversed-phase flash chromatography of butano 121 122 7 7 . CC-BY 4.0 International license
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Table 3. 88
Isolation of the bioactive principle Second reversed-phase flash chromatography conditions of butanol fraction (5 g) of Isodon rugosus
Run Conditions
Cartridge
Reveleris 120 g C18 40
µm
Solvent A
Water
Solvent B
Methanol
Flow rate
85 mL/min
Injection type
Dry sample
ELSD Carrier
Isopropanol
Per vial volume
25 mL
UV1 Wavelength
220 nm
UV2 Wavelength
254 nm
125 124 nd reversed-phase flash chromatography conditions of butanol fraction (5 g) of Isodon rugosu 126
Table 4. Subfractions (1B-6B) from the second reversed-phase flash chromatography of butanol extract (5 g)
Fractions
Weight (mg)
1B
530
2B
830
3B
1523
4B
195
5B
140
6B
128
127 126
Table 4. Subfractions (1B-6B) from the second reversed-phase flash chromatography of butanol extract (5 g) 127 128
Identification of the bioactive compound 129
Mass spectra were recorded using a HPLC-MS instrument consisting of an Agilent (Waldbronn, Germany) model
130
1100 liquid chromatograph with a diode array detector coupled with a mass spectrometer with electrospray
131
ionization geometry (Agilent MSD 1100 series). The prep-LC consisted of an Agilent 1100 Series liquid
132
chromatograph using a Supelco Ascentis C18 column (I.D. x L 21.2 mm x 150 mm, 5 µm particle size) connected to 8 . CC-BY 4.0 International license
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an UV-VIS variable wavelength detector (VWD) and automatic fraction collector. Flash chromatography was
134
performed with the Reveleris Flash System (GRACE). 1H and 13C NMR spectra were obtained on a BRUKER
135
Advance III 400 spectrometer. All the solvents and chemicals used were of analytical grade. Optical rotation was
136
taken with a JASCO P-2000 series polarimeter. 133
an UV-VIS variable wavelength detector (VWD) and automatic fraction collector. Flash chromatography was
134
performed with the Reveleris Flash System (GRACE). 1H and 13C NMR spectra were obtained on a BRUKER
135
Advance III 400 spectrometer. All the solvents and chemicals used were of analytical grade. Optical rotation was
136
taken with a JASCO P-2000 series polarimeter. 136
taken with a JASCO P-2000 series polarimeter. 137
Insecticidal bioactivity 138
For the bioassays, artificial diet test cages were prepared as described by Sadeghi et al. [30] 100 µL of liquid
139
artificial diet was sealed between two layers of parafilm. Ten neonate aphids were placed on these layers of the
140
parafilm and to prevent the escape of aphids, the cages were covered with a hollow plastic ring having a ventilated
141
lid. These cages were placed in an inverted position in six aerated well plates. Five concentrations were used for
142
each treatment against the aphids. A stock solution of 1% was prepared by adding 1 mg of each fraction in 100 µL
143
of water. In case of the reversed-phase flash fractions, five concentrations with 50, 25, 12.5, 6.3 and 3.1 ppm and in
144
case of the prep-LC and acidic extraction fractions, five concentrations of 5, 2.5, 1.3, 0.7 and 0.3 ppm were prepared
145
by diluting the stock solution with the artificial diet of aphids. For each concentration, a final volume of 300 µL was
146
made to carry out three replications of each treatment (100 µL for each replication). Pure isolated and identified
147
active compound was analyzed in eight different concentrations including 50, 25, 12.5, 6.3, 3.1, 1.6, 0.8 and 0.4 ppm
148
by using a stock solution of 1 mg of compound in 100 µL of water. The untreated artificial diet was used as a control
149
and three replications were used for each treatment in all the bioassays. Mortality was analyzed after 24 h of each
150
treatment. 138
For the bioassays, artificial diet test cages were prepared as described by Sadeghi et al. [30] 100 µL of liquid
139
artificial diet was sealed between two layers of parafilm. Ten neonate aphids were placed on these layers of the
140
parafilm and to prevent the escape of aphids, the cages were covered with a hollow plastic ring having a ventilated
141
lid. These cages were placed in an inverted position in six aerated well plates. Five concentrations were used for
142
each treatment against the aphids. A stock solution of 1% was prepared by adding 1 mg of each fraction in 100 µL
143
of water. 137
Insecticidal bioactivity In case of the reversed-phase flash fractions, five concentrations with 50, 25, 12.5, 6.3 and 3.1 ppm and in
144
case of the prep-LC and acidic extraction fractions, five concentrations of 5, 2.5, 1.3, 0.7 and 0.3 ppm were prepared
145
by diluting the stock solution with the artificial diet of aphids. For each concentration, a final volume of 300 µL was
146
made to carry out three replications of each treatment (100 µL for each replication). Pure isolated and identified
147
active compound was analyzed in eight different concentrations including 50, 25, 12.5, 6.3, 3.1, 1.6, 0.8 and 0.4 ppm
148
by using a stock solution of 1 mg of compound in 100 µL of water. The untreated artificial diet was used as a control
149
and three replications were used for each treatment in all the bioassays. Mortality was analyzed after 24 h of each
150
treatment. 151
Additionally, the growth of the surviving aphids exposed to 0.4 ppm of the active compound for 24 h was 151
Additionally, the growth of the surviving aphids exposed to 0.4 ppm of the active compound for 24 h was
152
followed for 9 days (on the same treated diet) in comparison to the untreated aphids. 151
Additionally, the growth of the surviving aphids exposed to 0.4 ppm of the active compound for 24 h was
152
followed for 9 days (on the same treated diet) in comparison to the untreated aphids. 151
Additionally, the growth of the surviving aphids exposed to 0.4 ppm of the active compound for 24 h was
152
followed for 9 days (on the same treated diet) in comparison to the untreated aphids. 153
Data analysis 154
For statistical analysis, Probit analysis of mortality vs. concentration using POLO-Plus program version 2
155
was conducted and the lethal concentrations (LC50, LC90) and their corresponding 95% confidence intervals (95%
156
CI) were estimated for each fraction. When the 95% CI’s did not overlap, LC’s were considered to be significantly
157
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Bioactivity of fractions from the butanol extract of I. rugosus 160
Bioactivity of the fourteen fractions (1A-14A) obtained through the first reversed-phase flash chromatography of
161
500 mg of butanol extract of I. rugosus was analyzed for 24 h against A. pisum. Except fractions 8A, 9A, 11A, 13A
162
and 14A, all the other fractions showed considerable toxic effects against A. pisum. Fraction 3A (LC50 = 2.1 ppm and
163
LC90 = 29.5 ppm) had the highest activity as compared to all other fractions, followed by fraction 5A (LC50 = 3.3
164
ppm and LC90 = 50 ppm). Fraction, 1A (LC50 = 5.5 ppm and LC90 = 66 ppm), 2A (LC50 = 8.9 ppm and LC90 = 81
165
ppm), 4A (LC50 = 6.8 ppm and LC90 = 112 ppm) and 6A (LC50 = 17.8 ppm and LC90 = 187 ppm) gave considerable
166
mortality. Fraction 7A (LC50 = 74 ppm and LC90 = 267 ppm) showed lower mortality. Moderate toxicity was
167
observed with fraction 10A (LC50 = 36 ppm and LC90 = 53 ppm) and 12A (LC50 = 51 ppm and LC90 = 109 ppm)
168
(Table 5). 160
Bioactivity of the fourteen fractions (1A-14A) obtained through the first reversed-phase flash chromatography of
161
500 mg of butanol extract of I. rugosus was analyzed for 24 h against A. pisum. Except fractions 8A, 9A, 11A, 13A
162
and 14A, all the other fractions showed considerable toxic effects against A. pisum. Fraction 3A (LC50 = 2.1 ppm and
163
LC90 = 29.5 ppm) had the highest activity as compared to all other fractions, followed by fraction 5A (LC50 = 3.3
164
ppm and LC90 = 50 ppm). Fraction, 1A (LC50 = 5.5 ppm and LC90 = 66 ppm), 2A (LC50 = 8.9 ppm and LC90 = 81
165
ppm), 4A (LC50 = 6.8 ppm and LC90 = 112 ppm) and 6A (LC50 = 17.8 ppm and LC90 = 187 ppm) gave considerable
166
mortality. Fraction 7A (LC50 = 74 ppm and LC90 = 267 ppm) showed lower mortality. Moderate toxicity was
167
observed with fraction 10A (LC50 = 36 ppm and LC90 = 53 ppm) and 12A (LC50 = 51 ppm and LC90 = 109 ppm)
168
(Table 5). 10 169
Table 5. as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, fraction/LCx, 3A 159
Bioactivity of fractions from the butanol extract of I. rugosus ;
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Bioactivity of fractions from the butanol extract of I. rugosus Toxicity of subfractions of the butanol fraction from first reversed-phase flash chromatography against newborn (˂ 24 h old) Acyrthosiphon
170
pisum nymphs following 24 h exposure to artificial diet containing different concentrations of subfractions
171
172
173
P
174
175
176
177
178
179
180
181
182
183
184
185
186
187
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
Fractions
LC50 (95% CI) ppm
Ratio
LC90 (95% CI) ppm
Ratio
Slope ± SE
Chi-Square
HF
1A
5.5 (3-8) a
2.6
66 (37-211) a
2.2
1.1 ± 0.3
7.1
0.5
2A
8.9 (6.1-12) a
4.2
81 (47-231) a
2.7
1.3 ± 0.3
5.6
0.4
3A
2.1 (0.6-3.8) a
1.0
30 (18-85) a
1.0
1.1± 0.3
7.5
0.6
4A
6.8 (3.8-10) a
3.2
112.2 (54-561) a
3.8
1.1 ± 0.3
4.6
0.4
5A
3.3 (1.3-5.4) a
1.6
50 (28-176) a
1.7
1.1 ± 0.3
10.1
0.8
6A
18 (13-27) b
8.5
187 (90-808) a
6.3
1.3 ± 0.3
3.8
0.3
7A
74 (52-169) c
35.3
267 (131-1651) a
9.1
2.3 ± 0.6
8.1
0.6
8A
-
-
-
-
1.7 ± 0.7
7.0
0.5
9A
-
-
-
-
2.0 ± 1.3
4.7
0.4
10A
36 (33-40) d
17.2
52.5 (46-64) a
1.8
8.0 ± 1.4
2.8
0.2
11A
-
-
-
-
1.6 ± 0.6
8.5
0.7
12A
51 (43-71) c
24.5
109 (77-241) a
3.7
3.9 ± 1.0
2.2
0.2
13A
-
-
-
-
1.5 ± 1.2
6.6
0.5
14A
-
-
-
-
2 ± 1.3
4.7
0.4 169
Table 5. Toxicity of subfractions of the butanol fraction from first reversed-phase flash chromatography against newborn (˂ 24 h old) Acyrthosiphon
170
pisum nymphs following 24 h exposure to artificial diet containing different concentrations of subfractions oxicity of subfractions of the butanol fraction from first reversed-phase flash chromatography against newborn (˂ 24 h old) Acyrthosiphon
phs following 24 h exposure to artificial diet containing different concentrations of subfractions 11 . CC-BY 4.0 International license
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Bioactivity of subfractions from fraction 3A collected through prep- 189
Bioactivity of subfractions from fraction 3A collected through prep-
190
LC
191
The three collected subfractions (3A-1, 3A-2 and 3A-3) of 3A were analyzed against A. pisum for 24 h. Fraction 3A-
192
1 and fraction 3A-2 gave negligible toxic effects (no LC50 and LC90). Fraction 3A-3 was the most toxic fraction
193
analyzed against A. pisum with low LC’s (LC50 = 1 ppm and LC90 = 14 ppm) (Table 6). 12 194
Table 6. Toxicity of subfractions of fraction 3A against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs following 24 h exposure to artificial diet
195
containing different concentrations of subfractions
196
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
197
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, fraction/LCx, 3A-3
Fractions
LC50 (95% CI) ppm
Ratio
LC90 (95% CI) ppm
Ratio
Slope ± SE
Chi-Square
HF
3A-1
-
-
-
-
2.0 ± 1.3
4.9
0.4
3A-2
-
-
-
-
1.5 ± 1.2
6.6
0.5
3A-3
1 (0.6-1.6) a
1
14 (6.1-97) a
1
1.1± 0.3
14.8
1.1 94
Table 6. Toxicity of subfractions of fraction 3A against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs following 24 h exposure to artificial diet
95
containing different concentrations of subfractions 196
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
197
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. 189
Bioactivity of subfractions from fraction 3A collected through prep- Ratio, LCx, fraction/LCx, 3A-3 96
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
97 as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and 197
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, fraction/LCx, 3A-3 heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, fraction/LCx, 3A-3 13 . CC-BY 4.0 International license
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Spectroscopic analysis of fraction 3A-3 199
Out of three subfractions of 3A (3A-1, 3A-2 and 3A-3), fraction 3A-3 was the most bioactive fraction against A. 200
pisum. This fraction 3A-3 was analyzed through 1H NMR which confirmed that the bioactive fraction 3A-3
201
contained rosmarinic acid. Different gradients were used to purify the compound but during different Prep-LC runs,
202
the chromatographic behavior, that is, peak shape and position, of this fraction was inconsistent. Therefore, the
203
reversed-phase flash chromatography was repeated with 5 g of butanol fraction of I. rugosus in order to get the most
204
bioactive compound in pure form. d 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and 206
phase flash chromatography It is made available under
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phase flash chromatography 207
Six fractions (1B-6B) obtained through second reversed-phase flash chromatography of the butanol extract of I. 208
rugosus, were analyzed against A. pisum for 24 h. Out of the six fractions analyzed, fraction 4B, 5B and 6B showed
209
negligible toxicity (no LC50 and LC90). Fraction 1B was more toxic (LC50 = 2.5 ppm and LC90 = 28 ppm) and
210
moderate toxicity was observed for fraction 2B (LC50 = 7.5 ppm and LC90 = 71 ppm). Lower toxicity was found for
211
fraction 3B (LC50 = 16.3 ppm and LC90 = 101 ppm) (Table 7). 14 212
Table 7. Toxicity of subfractions of the butanol fraction from second reversed-phase flash chromatography against newborn (˂24 h old) Acyrthosiphon
213
pisum nymphs following 24 h exposure to artificial diet containing different concentrations of subfractions Table 7. Toxicity of subfractions of the butanol fraction from second reversed-phase flash chromatography against newborn (˂24 h old) Acyrthosiphon
pisum nymphs following 24 h exposure to artificial diet containing different concentrations of subfractions 212
Table 7. Toxicity of subfractions of the butanol fraction from second reversed-phase flash chromatography against newborn (˂24 h old) Acyrthosiphon
213
pisum nymphs following 24 h exposure to artificial diet containing different concentrations of subfractions
214
215
216
217
218
219
220
221
222
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
223
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, fraction/LCx, 1B
Fractions
LC50 (95% CI) ppm
Ratio
LC90 (95% CI) ppm
Ratio
Slope ± SE
Chi-Square
HF
1B
2.5 (1-4.1) a
1.0
28 (18-69) a
1
1.2 ± 0.3
11.4
0.9
2B
7.5 (4.3-11) b
3.0
71 (38-280) a
2.5
1.3 ± 0.3
16.5
1.3
3B
16 (11-26) c
6.5
101 (52-417) a
3.6
1.6± 0.3
22.3
1.7
4B
-
-
-
-
1.0 ± 0.3
25.3
2.0
5B
-
-
-
-
1.5 ± 1.2
6.6
0.5
6B
-
-
-
-
1.8 ± 0.7
6.5
0.5 15 . CC-BY 4.0 International license
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extraction CC-BY 4.0 International license
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Fig 1. Mass spectra (negative mode electrospray ionization) of rosmarinic acid obtained via HPLC-MS with a 241
Fig 1. Mass spectra (negative mode electrospray ionization) of rosmarinic acid obtained via HPLC-MS with a 242
pseudo molecular ion at m/z value of 359 (a) Isolated rosmarinic acid (b) Commercial rosmarinic acid 242
pseudo molecular ion at m/z value of 359 (a) Isolated rosmarinic acid (b) Commercial rosmarinic acid 243
Optical rotation and 1H and 13C NMR
244
Brown crystals;
+78.0° (c 0.233, MeOH); 1H NMR (400 MHz, CD3OD): δ 3.01 (1H, dd, J = 8.3, 14.3 Hz
[α]24
D
245
H7a), 3.10 (1H, dd, J = 4.4, 14.3 Hz, H7b), 5.19 (1H, dd, J = 4.4, 8.3 Hz, H8), 6.27 (1H, d, J = 15.9, H17), 6.61 (1H
246
dd, J = 2.0, 8.0 Hz, H6), 6.70 (1H, d, J = 8.0 Hz, H5), 6.75 (1H, d, J = 2.0 Hz, H2), 6.78 (1H, d, J = 8.2 Hz, H14), 6.9
247
(1H, dd, J = 2.0, 8.2 Hz, H15), 7.04 (1H, d, J = 2.0 Hz, H11), 7.55 (1H, d, J = 15.9 Hz, H16);13C NMR (100 MHz
248
CD3OD): δ 37.9 (C7), 74.6 (C8), 114.4 (C17), 115.2 (C11), 116.3 (C5), 116.5 (C14), 117.6 (C2), 121.8 (C6), 123. 249
(C15), 127.7 (C10), 129.2 (C1), 145.3 (C4), 146.2 (C3), 146.8 (C12), 147.7 (C16), 149.7 (C13), 168.4 (C18), 173.5 (C9
250
ESI-MS: m/z (%) 359 (M-H+, 100). Optical rotation and NMR data were in accordance with the literature (Fig 2
251
[31, 32]. 252
Fig 2. Structure of rosmarinic acid isolated from I. rugosus
253
Bioactivity of I. rugosus rosmarinic acid and commercial rosmarinic
254
acid
255
Rosmarinic acid isolated from I. rugosus and commercial rosmarinic acid (Sigma Aldrich) were analyzed against A
256
pisum for their pesticidal activity for 24 h. Both I. rugosus rosmarinic acid (RA) (LC50 = 0.2 ppm and LC90 = 5. 257
ppm) and commercial RA (LC50 = 0.2 ppm and LC90 = 14 ppm) gave similar toxic effects (Table 9). 233
Identification of the most bioactive compound 234
Out of the two phases of acidic extraction, the ethyl acetate phase fraction was the most active. After removing ethyl
235
acetate azeotropically, this fraction was analyzed and the active compound was identified as rosmarinic acid through
236
HPLC-MS, optical rotation measurement and 1H and 13C NMR spectroscopy. 234
Out of the two phases of acidic extraction, the ethyl acetate phase fraction was the most active. After removing ethyl
235
acetate azeotropically, this fraction was analyzed and the active compound was identified as rosmarinic acid through
236
HPLC-MS, optical rotation measurement and 1H and 13C NMR spectroscopy. 252
Fig 2. Structure of rosmarinic acid isolated from I. rugosus 253
Bioactivity of I. rugosus rosmarinic acid and commercial rosmarinic 253
Bioactivity of I. rugosus rosmarinic acid and commercial rosmarinic 225
extraction 226
Both collected phases of acidic extraction were analyzed for their insecticidal potential through bioassay against A. 227
pisum for 24 h. The aqueous phase gave negligible toxic effect (no LC50 and LC90) while the ethyl acetate phase
228
showed more toxicity (LC50 = 0.2 ppm and LC90 = 9.2 ppm) (Table 8). 16 229
Table 8. Toxicity of ethyl acetate and aqueous phase of acidic extraction against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs following 24 h
230
exposure to artificial diet containing different concentrations of both phases
231
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
232
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, fraction/LCx, ethyl acetate
Fractions
LC50 (95% CI) ppm
Ratio
LC90 (95% CI) ppm
Ratio
Slope ± SE
Chi-Square
HF
Aqueous
-
-
-
-
1.5 ± 1.2
6.6
0.5
Ethyl acetate
0.2 (0.04-0.5) a
1
9.2 (3.9-13)a
1
0.8 ± 0.3
4.2
0.3 229
Table 8. Toxicity of ethyl acetate and aqueous phase of acidic extraction against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs following 24 h
230
exposure to artificial diet containing different concentrations of both phases Table 8. Toxicity of ethyl acetate and aqueous phase of acidic extraction against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs following 24 h
exposure to artificial diet containing different concentrations of both phases LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and 231
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
232
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, fraction/LCx, ethyl acetate 17 17 . 237
HPLC-MS 238
Both isolated and commercial rosmarinic acid (Sigma Aldrich) had the same peak appearance in the HPLC-MS
239
chromatograms with the same solvent gradient. Both had a pseudo-molecular ion with an m/z value of 359 with
240
negative mode electrospray ionization which confirmed that it was rosmarinic acid (Fig 1). 238
Both isolated and commercial rosmarinic acid (Sigma Aldrich) had the same peak appearance in the HPLC-MS
239
chromatograms with the same solvent gradient. Both had a pseudo-molecular ion with an m/z value of 359 with
240
negative mode electrospray ionization which confirmed that it was rosmarinic acid (Fig 1). 241
Fig 1. Mass spectra (negative mode electrospray ionization) of rosmarinic acid obtained via HPLC-MS with a 243
Optical rotation and 1H and 13C NMR 244
Brown crystals;
+78.0° (c 0.233, MeOH); 1H NMR (400 MHz, CD3OD): δ 3.01 (1H, dd, J = 8.3, 14.3 Hz,
[α]24
D
245
H7a), 3.10 (1H, dd, J = 4.4, 14.3 Hz, H7b), 5.19 (1H, dd, J = 4.4, 8.3 Hz, H8), 6.27 (1H, d, J = 15.9, H17), 6.61 (1H,
246
dd, J = 2.0, 8.0 Hz, H6), 6.70 (1H, d, J = 8.0 Hz, H5), 6.75 (1H, d, J = 2.0 Hz, H2), 6.78 (1H, d, J = 8.2 Hz, H14), 6.95
247
(1H, dd, J = 2.0, 8.2 Hz, H15), 7.04 (1H, d, J = 2.0 Hz, H11), 7.55 (1H, d, J = 15.9 Hz, H16);13C NMR (100 MHz,
248
CD3OD): δ 37.9 (C7), 74.6 (C8), 114.4 (C17), 115.2 (C11), 116.3 (C5), 116.5 (C14), 117.6 (C2), 121.8 (C6), 123.2
249
(C15), 127.7 (C10), 129.2 (C1), 145.3 (C4), 146.2 (C3), 146.8 (C12), 147.7 (C16), 149.7 (C13), 168.4 (C18), 173.5 (C9);
250
ESI-MS: m/z (%) 359 (M-H+, 100). Optical rotation and NMR data were in accordance with the literature (Fig 2)
251
[31, 32]. 253
Bioactivity of I. rugosus rosmarinic acid and commercial rosmarinic 255
Rosmarinic acid isolated from I. rugosus and commercial rosmarinic acid (Sigma Aldrich) were analyzed against A. 256
pisum for their pesticidal activity for 24 h. Both I. rugosus rosmarinic acid (RA) (LC50 = 0.2 ppm and LC90 = 5.4
257
ppm) and commercial RA (LC50 = 0.2 ppm and LC90 = 14 ppm) gave similar toxic effects (Table 9). 255
Rosmarinic acid isolated from I. rugosus and commercial rosmarinic acid (Sigma Aldrich) were analyzed against A. 256
pisum for their pesticidal activity for 24 h. Both I. rugosus rosmarinic acid (RA) (LC50 = 0.2 ppm and LC90 = 5.4
257
ppm) and commercial RA (LC50 = 0.2 ppm and LC90 = 14 ppm) gave similar toxic effects (Table 9). 18 258
Table 9. Toxicity of isolated rosmarinic acid (RA) and commercial rosmarinic acid (RA) against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs
259
following 24 h exposure to artificial diet containing different concentrations of isolated rosmarinic acid and commercial rosmarinic acid
260
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
261
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, compound/LCx, Isodon rugosus RA
Compound
LC50 (95% CI) ppm
Ratio
LC90 (95% CI) ppm
Ratio
Slope ± SE
Chi-Square
HF
Commercial RA
0.2 (0.05-0.5) a
1
14 (7.4-42) a
2.6
0.7 ± 0.2
15.5
0.7
I. rugosus RA
0.2 (0.04-0.4) a
1
5.4 (3.3-12) a
1
0.8 ± 0.2
10.5
0.5 258
Table 9. Toxicity of isolated rosmarinic acid (RA) and commercial rosmarinic acid (RA) against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs
259
following 24 h exposure to artificial diet containing different concentrations of isolated rosmarinic acid and commercial rosmarinic acid Table 9. 271
after 24 h of bioassay, (a) to (i) comparison observed for up to 9 days, all treated aphids died by day 9 271
after 24 h of bioassay, (a) to (i) comparison observed for up to 9 days, all treated aphids died by day 9 253
Bioactivity of I. rugosus rosmarinic acid and commercial rosmarinic CC-BY 4.0 International license
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rosmarinic acid-treated and untreated diet after 24 h of bioassay 264
After incorporating the rosmarinic acid in aphid’s diet at 0.4 ppm, its effect on A. pisum that survived after 24 h
265
treatment, was analyzed every day for up to 9 days (on same treated diet). It was confirmed that rosmarinic acid had
266
a drastic effect on their growth. Firstly, most aphids exposed to treated diet were dead while the survivors did not
267
grow further to become adults and were thus not able to reproduce further. Fig 3 shows a comparison between
268
treated and untreated aphids. There was a clear difference between untreated and treated aphids after day 4, and by
269
day 9 the treated aphids were all dead, while the untreated aphids were still alive. 253
Bioactivity of I. rugosus rosmarinic acid and commercial rosmarinic Toxicity of isolated rosmarinic acid (RA) and commercial rosmarinic acid (RA) against newborn (˂ 24 h old) Acyrthosiphon pisum nymphs
following 24 h exposure to artificial diet containing different concentrations of isolated rosmarinic acid and commercial rosmarinic acid Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, compound/LCx, Isodon rugosus RA
Compound
LC50 (95% CI) ppm
Ratio
LC90 (95% CI) ppm
Ratio
Slope ± SE
Chi-Square
HF
Commercial RA
0.2 (0.05-0.5) a
1
14 (7.4-42) a
2.6
0.7 ± 0.2
15.5
0.7
I. rugosus RA
0.2 (0.04-0.4) a
1
5.4 (3.3-12) a
1
0.8 ± 0.2
10.5
0.5 260
Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
261
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO-PlusV2. Different letters in the same column indicate significant differences due to non-overlapping of 95% CI. Ratio, LCx, compound/LCx, Isodon rugosus RA LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and Data is presented as 50% (LC50) and 90% (LC90) lethal concentration values (both in ppm) together with their respective 95% confidence interval (95% CI), the slope ± SE of the toxicity vs concentration curve, and the Chi-Square and
heterogeneity factor HF as accuracy of data fitting to probit analysis in POLO PlusV2 Different letters in the same column indicate significant differences due to non overlapping of 95% CI Ratio LCx compound/LCx Isodon rugosus RA 19 . CC-BY 4.0 International license
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Discussion The inconsistent chromatographic behavior with peak splitting observed could
291
have arisen from several causes; a contamination on guard or analytical column inlet, a blocked frit or a small void
292
at the column inlet (~wear). The problem of peak shifting (variable retention times) could have been due to small
293
changes in mobile composition, temperature fluctuations, column overloading or a combination of these problems
294
which could have led to different UV patterns for each run. Due to this problem, the reversed-phase flash
295
chromatography was repeated with a larger amount of the butanol fraction. Out of all the resulting subfractions (1B-
296
6B), 1B was selected with lower LC values against A. pisum. Fraction 1B was subjected to acidic extraction to get
297
two phases, aqueous and ethyl acetate. The ethyl acetate phase fraction was more active with lower LC values. After
298
removing ethyl acetate, the active principle was identified through different spectroscopic techniques as rosmarinic
299
acid. Similarly in another study, Chakraborty et al, [36] reported the isolation of caffeic acid and rosmarinic acid
300
from Basilicum polystachyon through acidic extraction with HCl followed by partitioning with ethyl acetate and
301
analyzed their antimicrobial activities. 302
This study reports the isolation and purification of rosmarinic acid (RA) from I. rugosus and its bioactivity
303
against A. pisum for the first time. There was no significant difference observed between the bioactivity depicted by
304
both isolated and commercial rosmarinic acid. I. rugosus rosmarinic acid gave LC values of LC50 = 0.2 ppm and
305
LC90 = 5.4 ppm. These are very low LC values depicted after 24 h of bioassay and such low LC values have not
306
been previously reported in any studies with compounds against A. pisum using the same feeding bioassay
307
methodology [30, 37-39, 28, 40, 41]. This means that a very low amount of rosmarinic acid can cause significant
308
toxic effects against A. pisum in 24 h. Very few insecticidal activities have been reported for rosmarinic acid. 309
Regnault-Roger et al, [42] investigated the insecticidal activities of polyphenolic compounds, isolated from five
310
plants belonging to Lamiaceae family against Acanthoscelides obtectus (Say) and observed that among all the
311
polyphenolic compounds, rosmarinic acid and luteolin-7-glucoside were more toxic. 272
Discussion 273
Screening candidate plants, purifying active ingredients, isolating and identifying the active plant constituents is
274
required to discover new bioactive natural products [33]. We applied this methodology to identify rosmarinic acid as
275
an active principle from the plant I. rugosus. Based on our previous study on the insecticidal activity of botanical
276
extracts from various plant species, we found that the extract from I. rugosus was the most toxic to A. pisum [27]
277
Further fractionation showed that the butanol fraction most likely contained the active principle. In this study we
278
used the bioactivity-guided strategy to isolate and identify the active compound as rosmarinic acid. This strategy is
279
interesting and has been used in previous studies to identify bioactive compounds. For example, the butanol fraction
280
from Citrullus colocynthis was reported to be active against the black legume aphid, Aphis craccivora, and through
281
the bioactivity-guided isolation strategy, the active principle, 2-O-ß-D-glucopyranosylcucurbitacin E, was
282
successfully isolated [34]. Similarly, in another study involving bioactivity-guided isolation, the active principle,
283
ailanthone, was isolated from the aqueous fraction of Ailanthus altissima against A. pisum [35]. 284
In this study, the butanol fraction was subfractionated through reversed-phase flash chromatography. After
285
bioactivity testing of all the resulting subfractions (1A-14A) against A. pisum, fraction 3A with lower LC values was
286
selected for further fractionation. Through prep-LC, fraction 3A was subfractionated and the resulting subfractions
287
(3A-1, 3A-2 and 3A-3) were analyzed for their bioactivity. Fraction 3A-3 with lower LC values was subjected to 20 . CC-BY 4.0 International license
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ertified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
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spectroscopic analysis. 1H NMR spectroscopy confirmed that the isolated fraction contained rosmarinic acid. 289
However, due to the inconsistent chromatographic behavior during prep-LC, not enough compound could be
290
collected to record 13C NMR data. 320
Conclusion 321
In this study, I. rugosus was identified as an interesting source for a botanical insecticide against A. pisum. 322
Following bioactivity-guided selection, rosmarinic acid was isolated and identified through spectroscopic analysis as
323
the bioactive compound in the I. rugosus extract. Based on the bioassay results, either the extracts from I. rugosus or
324
the isolated insecticidal compound, rosmarinic acid could be exploited to develop potent aphicides, because of the
325
high mortality of aphids caused at very low rosmarinic acid concentrations. This potential botanical insecticide may
326
fit well in integrated pest management programs designed to control aphids. Considering that I. rugosus is already
327
used for medicinal purposes, it is expected to be safer compared to the current conventional pesticides used to
328
control aphids. Also, rosmarinic acid is known to reduce genotoxic effects induced by chemicals, which is contrary
329
to some currently used toxic synthetic pesticides that could induce genotoxic effects in consumers. While this study
330
highlights the potential of I. rugosus as a possible biopesticide source against a notorious insect pest such as A. 331
pisum, it also provides the basis for further exploration and development of a formulation for effective field
332
application. 272
Discussion An interesting avenue to follow
312
for future studies will be the analyses of the underlying molecular mechanisms responsible for the cause of mortality
313
in rosmarinic acid-treated aphids. 314
Additionally, a comparison between the growth of surviving aphids exposed to rosmarinic acid-treated and
315
untreated diet after 24 h of bioassay was analyzed. It was clearly observed that the growth of surviving A. pisum 21 . CC-BY 4.0 International license
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nymphs stopped after 48 h of exposure to rosmarinic acid-treated diet, resulting in a size reduction and ultimately
317
death as compared to aphids exposed to an untreated diet. A similar observation was made by Sadeghi et al, [30]
318
who observed that the aphid size was reduced after 48 h of exposure to novel biorational insecticides, flonicamid
319
and pymetrozine, and mortality was observed after 72 h. 316
nymphs stopped after 48 h of exposure to rosmarinic acid-treated diet, resulting in a size reduction and ultimately
317
death as compared to aphids exposed to an untreated diet. A similar observation was made by Sadeghi et al, [30]
318
who observed that the aphid size was reduced after 48 h of exposure to novel biorational insecticides, flonicamid
319
and pymetrozine, and mortality was observed after 72 h. 333
Acknowledgments 334
The authors are highly thankful to the PhD scholar, Kleber Pereira at the Faculty of Bioscience Engineering, Ghent
335
University, Ghent, for maintaining and taking care of aphid colonies in the laboratory. We are grateful to Dr. Irum
336
Shehzadi and other colleagues at the Department of Environmental Sciences, COMSATS University Islamabad,
337
Abbottabad Campus, Pakistan, for their helpful support throughout this research project. 334
The authors are highly thankful to the PhD scholar, Kleber Pereira at the Faculty of Bios 337
Abbottabad Campus, Pakistan, for their helpful support throughout this research project. 338
Author Contributions 2010; 333(6-7): 539-553. 353
6)
Via S, Shaw AJ. Clonal genetic variability and short term evolution in the size and shape of pea aphids
354
Evolution. 1996; 50: 163–173. 355
7)
Via S. Reproductive isolation between sympatric races of pea aphids. I Gene flow restriction and habita
356
choice. Evolution. 1999; 53:1446–1457. 357
8)
Peccoud J, Simon JCH, McLaughlin HJ, Moran NA. Postpleistocene radiation of the pea aphid complex
358
revealed by rapidly evolving endosymbionts. Proc Natl Acad Sci USA. 2009a; 106: 16315–16320. 359
9)
Peccoud J, Ollivier A, Plantegenest M, Simon JCHA. Continuum of genetic divergence from sympatri
360
host races to species in the pea aphid complex. Proc Natl Acad Sci USA. 2009b; 106: 7495–7500. 361
10) Sparks TC, Nauen RIRAC: mode of action classification and insecticide resistance management. Pesti
362
Biochem Physiol. 2015; 121: 122–128. 363
11) Zhang J, Goyer C, Pelletier Y. Environmental stresses induce the expression of putative glycine-rich insec 338
Author Contributions 339
SK, CT, EB, RA, NF, SM, GS and MS conceived and designed the research. SK conducted the experiments. GS and
340
SM contributed new reagents and/or analytical tools. SK, CT and EB, MA analyzed the data. SK, CT, EB, SM, GS
341
and MS wrote the manuscript. All authors read and approved the manuscript. 339
SK, CT, EB, RA, NF, SM, GS and MS conceived and designed the research. SK conducted the experiments. GS and
340
SM contributed new reagents and/or analytical tools. SK, CT and EB, MA analyzed the data. SK, CT, EB, SM, GS 339
SK, CT, EB, RA, NF, SM, GS and MS conceived and designed the research. SK conducted the experiments. GS and
340
ib
d
d/
l i
l
l
d
l
d h d 9
SK, CT, EB, RA, NF, SM, GS and MS conceived and designed the research. SK conducted th 0
SM contributed new reagents and/or analytical tools. SK, CT and EB, MA analyzed the data 341
and MS wrote the manuscript. All authors read and approved the manuscript. 341
and MS wrote the manuscript. All authors read and approved the manuscript. 22 . CC-BY 4.0 International license
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certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0246258&type=printable
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English
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Stress reactivity near birth affects nest building timing and offspring number and survival in the European rabbit (Oryctolagus cuniculus)
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PloS one
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cc-by
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PLOS ONE RESEARCH ARTICLE Editor: Elissa Z. Cameron, University of Tasmania,
AUSTRALIA Editor: Elissa Z. Cameron, University of Tasmania,
AUSTRALIA Received: March 3, 2020
Accepted: January 18, 2021
Published: January 29, 2021 Copyright: © 2021 Benedek et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files (S1 Table). Funding: The work was supported by the EFOP-
3.6.1-16-2016-00007 and GINOP-2.3.4-15-2016-
00005 projects of the European Union. The funders
had no role in study design, data collection and
analysis, decision to publish, or preparation of the
manuscript. Stress reactivity near birth affects nest
building timing and offspring number and
survival in the European rabbit (Oryctolagus
cuniculus) Ildiko´ Benedek1, Vilmos Altbcker1, Tama´s Molna´rID2* 1 Department of Wild Biology and Ethology, Institute of Environmental Science and Nature Conservation,
Szent Istva´n University, Kaposva´r, Hungary, 2 Department of Nature Conservation and Environmental
Management, Institute of Environmental Science and Nature Conservation, Szent Istva´n University,
Kaposva´r, Hungary 1 Department of Wild Biology and Ethology, Institute of Environmental Science and Nature Conservation,
Szent Istva´n University, Kaposva´r, Hungary, 2 Department of Nature Conservation and Environmental
Management, Institute of Environmental Science and Nature Conservation, Szent Istva´n University,
Kaposva´r, Hungary a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * molnart75@gmail.com * molnart75@gmail.com * molnart75@gmail.com OPEN ACCESS The physiological response to stressors has great importance, and its variance has an
adaptive role in the survival of individuals. This study describes the effects of stress-axis
activation on maternal behavior during the birthing process (parturition) in captive rabbits
(Oryctolagus cuniculus). In this species, chances of survival are strongly influenced by nest
quality. Thus, maternal care is initiated with nest preparation in late pregnancy, which itself
is subject to strict and complex hormonal regulation. Among these hormones, progesterone
is one of the most dominant in the process of nest construction. We have demonstrated that
its level is altered by the level of cortisol elevation in the animal in question, potentially hav-
ing an influence on the preparation of the nest for the newborn kittens. We found that does
that had a constant and un-elevated level of cortisol metabolite while delivering their litters
performed better than those individuals that showed an increased corticoid response around
parturition. The latter group exhibited a perceptible delay in the building of their nests, and in
addition, further losses were also experienced in their already smaller litters. As the quality
of the nest itself proved to be was in no way inferior to those of the other group, this higher
kitten-mortality rate may be attributed to impaired maternal behavior. Individual variances in
cortisol levels may also result in subtle changes in hormonal regulation, potentially affecting
the expression of maternal behavior. We have concluded that the higher level of cortisol
detected in more-sensitive does effectively disrupts the natural hormonal regulation involved
in their nest-building processes. Citation: Benedek I, Altbcker V, Molna´r T (2021)
Stress reactivity near birth affects nest building
timing and offspring number and survival in the
European rabbit (Oryctolagus cuniculus). PLoS
ONE 16(1): e0246258. https://doi.org/10.1371/
journal.pone.0246258 Citation: Benedek I, Altbcker V, Molna´r T (2021)
Stress reactivity near birth affects nest building
timing and offspring number and survival in the
European rabbit (Oryctolagus cuniculus). PLoS
ONE 16(1): e0246258. https://doi.org/10.1371/
journal.pone.0246258 1 Department of Wild Biology and Ethology, Institute of Environmental Science and Nature Conservation,
Szent Istva´n University, Kaposva´r, Hungary, 2 Department of Nature Conservation and Environmental
Management, Institute of Environmental Science and Nature Conservation, Szent Istva´n University,
Kaposva´r, Hungary PLOS ONE PLOS ONE Introduction Basic parental care, which enables offspring to survive during the period of parental depen-
dence, is of vital importance in altricial species. Among mammals, maternal care prevails [1]. While numerous maternal care strategies exist, the strategy adopted is not simply a product of Competing interests: The authors have declared
that no competing interests exist. 1 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit the number of offspring produced [2]. Multiple behavioral and physical elements constitute
parental care and thus contribute to the development and success of the offspring [1,3]. Prepa-
ration of the nest cavity for offspring by the mother serves to exemplify this. Over 4500 known
mammalian species construct burrows [4], and in a number of them, this process of burrow
construction follows a specific and defined behavioral sequence [5,6]. The European wild rabbit is a nest builder, and lives under relatively intense pressure in its
natural habitat from a predation standpoint, where it is the primary food source of more than
20 mammalian and avian predators [7,8]. Unlike many other herbivores [5,9] which spend a
considerable amount of time together with their offspring, the maternal behavior of this partic-
ular species is limited to the time spent building the nest and one singular daily nursing visit. Any delay in nest construction may have an influence on the reproductive success of the moth-
ers. Seltmann, et al. [10] reported that the rate of litter mortality around the time of birth for
those mothers who began their in burrow-digging and nest-building late (usually subordinate
does) increased despite having successfully completed all the steps for nest construction well
within a 24 hour period. The nest-building of the rabbit is composed of a time-controlled chain of behaviors which
are regulated by both external (environmental) and internal (hormonal) factors. This complex
process of nest building includes the digging of the burrow itself, the gathering of grass, and
formulation of nest structure, such as lining it with the mother’s own fur [11–13]. External
environmental factors, e.g., poor soil quality or lack of available grass, may limit both burrow-
digging and nest-building. In the case of a sociable species such as the rabbit, the social envi-
ronment may also have direct impact on the animal’s reproductive success [14,15]. PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 Introduction In a num-
ber of cases, social stresses imposed by competition among females have negative consequences on reproduction [10]. These stress processes can be reflected though the mea-
surement of glucocorticoid levels (GCM (glucocorticoid metabolites)), a well-established tool
for measuring stress, and may also be evaluated non-invasively from feces through analysis of
the degradation product of glucocorticoids [16]. Nest-building is a process, taking place under complex hormonal regulation, which deter-
mines the onset of a similarly complex series of behaviors it involves [11–13]; the major transi-
tions in this process are attributed to progesterone, estrogen, and prolactin levels. The
gestation period of the wild rabbit lasts for 31 to 32 days. Burrow-digging is triggered by a high
β-estradiol and progesterone levels on the 25th-26th day of gestation; the nest is subsequently
prepared in this burrow, generally within 2–3 days, but sometimes only hours prior to parturi-
tion [10]. Along with the high level of β-estradiol, an eventual decrease in the level of proges-
terone effectively terminates the process of digging and simultaneously induces the gathering
of nesting material and nest preparation. On the day prior to parturition, the level of prolactin
rises nearly fivefold, causing fur shedding, thus enabling the mother to use it for lining the nest
[17]. In the pregnant rabbit, serum levels of corticosterone (7.3 ng/ml) and cortisol (7.1 ng/ml)
are identical until the last three days of pregnancy [18]. A decreasing progesterone level
together with a parallel tenfold increase in cortisol between days 26–30 [18,19] has been
described as an essential change in the third trimester of gestation, when the quantity of free
glucocorticoid in the blood plasma rises due to higher-intensity glucocorticoid production
[20] in the case of rabbits. Although still not yet confirmed in the case of rabbits, several other
domesticated species (e.g., horses, sheep, cows, pigs, dogs) have been reported to exhibit ele-
vated levels of maternal cortisol among other hormonal effects leading to parturition [21]. For
gestating rabbits, the level of maternal cortisol reaches its maximum on day 30 (just before par-
turition) and immediately falls afterward [19]. It may be assumed that this high value is related
to the initiation of parturition. Ethical approval This research was approved by the Committee on the Ethics of Animal Experiments of the
Szent Istva´n University Kaposva´r Campus (permit number: MA´B/2-2/2019). The authors
declare that all experiments were performed in accordance with approved guidelines and
regulations. Experimental animals Examinations were carried out on 30 females of mature European wild rabbits, 10 to 12
months of age, wherein their first parturitions were compared. One female did not produce
offspring, and two gave birth to their kittens on the grid (out of the nest), and thus, their previ-
ously recorded data were excluded from further surveys. The rabbits taking part in the experi-
ment were derived from grandparents who were caught in the wild, the offspring of which
subsequently became familiar with being kept in cages and imprinted to humans after birth
during the first week of lactation [27]. Due to this process, their inherent fear of humans was
reduced, which was necessary to facilitate ease of handling [28]. Introduction 2 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit In addition to the ovaries and the placenta, the adrenal glands also play a significant role in
the production of progesterone [22]. As early as 1971, Fajer, et al. [23] found that in female
rats exposed to stress, the amounts of progesterone secreted in their adrenal glands and ovaries
to be practically identical. The secretion of progesterone, similar to glucocorticoids, is con-
trolled by the adrenocorticotropic hormone (ACTH) in the adrenal gland [22], making it
more sensitive to stress. This may result in unique differences in the level of progesterone
released by the animal. The key factor in triggering nest-building behavior in females is the marked drop in proges-
terone levels towards the end of gestation [17]. Individual differences in cortisol levels may
result in observable variation in the breeding process [24]. Notable individual variation was
demonstrated in regard to the quality of the nest itself, subsequently affecting the successful
outcome of reproduction, both in terms of size of the litter and the survival rate of the kittens
[10]. It has also been documented in both humans [25] and domesticated pigs [26] that dra-
matic increases in glucocorticoid levels induced by maternal stress, lead to a decreased level of
vitality in the offspring. In other rodents, adrenal progesterone release under stress is of nota-
ble significance. The present study aimed to investigate whether individual differences in corti-
sol release prior to parturition are a cause of significant differences in the level of progesterone
during birth, and thus, the timing of the rabbit’s hay-carrying behavior. In our examination,
we separated our subjects into two distinct groups based on their high (HR) and low cortisol
responses (LR), occurring on the day of parturition. We hypothesized that a higher cortisol
level would result in the prolongation of the progesterone levels, which would consequently
cause a delay in the timing of the nest-building process, thereby affecting both litter size and
mortality. Experimental facility Rabbits were mated naturally, and then placed individually into cages (floor area 60 x 60 cm,
height 45cm) equipped with farrowing boxes (dimensions: 40 cm × 25 cm × 31 cm). The cages
were made of welded wire mesh with hand-filled self-feeders and hayracks attached to the
front. A rail-sliding tray made of galvanized steel provided a manure-receptical and was
installed under each cage. The cages were placed in a room with a controlled temperature and 3 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit photoperiod (15.4±1.6˚C, 16 hours of daily lighting), installed in two rows and separated with
opaque plates. Individuals were able to hear and smell each other, but visual contact was not
allowed. Drinking water came from hand-filled drip-waters. Commercial rabbit feed, water,
and hay were made available to them ad libitum. Behavioral analysis For the purpose of examining behavior in regard to grass collection, we provided dry grass
over the standard amount of hay (approximately 100 g) to be used as nesting material 6 days
before the expected time of parturition (from day 25).Behavior of the females examined was
recorded with Sony HDR-XR cameras. Hay-carrying behavior can be detected quite easily as
the doe collects the long pieces of grass in her mouth, which in protruding from both sides of
the mouth, resemble a mustache. Similarly, the extraction of fur is also an easily-detectable
behavior, observed when the female begins pulling out fur from its chest and thighs. Inception
times for the collection of grass and fur extraction were examined by instantaneous sampling. At hourly intervals, we observed and recorded whether the females had begun carrying hay in
their mouths or whether they had started to pull on their fur. Approaching the day of parturition, the farrowing boxes were checked every 2–3 hours. Once new-born kittens were discovered, a sliding door separating the farrowing chamber
from the cage was accessed to allow removal of the kittens. Next, kittens were handled through
the top opening, the total number of kittens was recorded and among them, the number of live
kittens. Nests were categorised according to the following method: once the kittens reached 21 days
of age, the nest was removed from the farrowing boxes. As the bottom of the nests had become
wet from urine it was necessary to dry them out first. Once dry, the total mass of the nests was
weighed, and the fur and blades of grass were arranged evenly in order to get a homogeneous
mix. Ten samples were taken out of this amount (a pinch weighed appr.1-1.5 g). Every sample
was separated into hay and fur and weighed individually on Sartorius scales in grams to two
decimal points. This process produced the hay vs. fur ratio in the ten samples, enabling us to
estimate the total hay and fur mass for the entirety of the nest (S1 Table). Hormone assessment Although the primary stress hormone in the European rabbit is corticosterone, not cortisol,
the cortisol levels were measured in the present study since it significantly increases in the last
three days of the pregnancy [19]. Progesterone and cortisol levels were measured from feces
based on their breakdown products (GCM) [29,30]. Fecal samples were collected every 24
hours (at 20:00 EET) beginning from day 28 of gestation until the day following parturition. Contamination of the feces with urine was prevented with a mesh placed in the tray under the
cage. This allowed the feces to remain on the mesh while the urine flowed into the tray. Once a
sample was collected, the trays underneath the cages were replaced with new, completely clean
trays. Finally, fecal data was collected on that day, 2 days prior, and the day following parturi-
tion, were included in the analysis. Samples were stored at -20˚C until extraction. In addition to the collected samples, additional samples were taken to validate the cortisol
measurement method. Ten mothers were exposed to social stress by placing two individuals in
a transport box (30 30 40 cm) for one hour. The animals were removed from the box and
immobilized by hand to collect blood samples. Subsequently, 2 ml of blood was taken from the
ear vein (needle size 21G) within 2 minutes. The samples were centrifuged at 3,000g for10
min, and plasma was separated and stored at -20˚C until further measurement. Twenty-four
hours after blood collection, a fecal sample was taken as described above and stored at -20˚C. 4 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit The protocol for fecal extraction was adapted from previously published methods [29]. After freeze-drying, the samples were ground, homogenized, and mixed thoroughly. 200 mg of
dry-feces was then placed in a glass vial and 1.6 ml 80% methanol and 200 μl distilled water
were added to extract the hormone metabolites. The vials were capped and vortexed for 30
minutes. Samples were then centrifuged (2450 rpm, 20 min, 4˚C) and the supernatant was
poured off and stored at– 55˚C. At the time of use, samples were dried in a chamber (Binder)
and reconstituted with ASB buffer at a 1:1 dilution rate. Hormone assessment Unlike the original method [29] where
a an EIA with a highly specific antibody to a fecal corticosterone metabolites was used, a RIA
method was used for cortisol and progesterone, which were developed for hormone determi-
nation in the plasma of food animals using tritium labeled hormones (cortisol and progester-
one-1,2,6,7-3H(N)) as well as highly-specific polyclonal antibodies raised against cortisol-
21-HS-BSA and 11αOH progesterone11HS:BSA in rabbits. The validation of the RIA method
for the fecal metabolites was performed by determining the relationship between the measured
levels in the serum and the feces samples. The binding parameters of the cortisol antibody
were the following: specific activity >4 TBq/mmol, the lower limit of detection: 15 fmol, affin-
ity: KA = 3.0x1010 l/mol. The reconstituted antiserum binds 45% of 10 000 cpm H3 labelled
cortisol. Cross-reactivity of the antiserum can be seen in S2 Table. Intra-assay variation was
determined to be < 5 CV%, for both cortisol and the progesterone. Inter-assay variation was
9.63 CV% for cortisol, and 1.68 CV% for progesterone. Sensitivity was 0.433 ng/mg for corti-
sol, and 0.199 ng/mg for progesterone. For the purpose of determining comparability between
cortisol standards in rabbits and the concentration of cortisol in their feces, a high-concentra-
tion fecal sample was diluted in a sequential manner. The relationship between fecal cortisol
and the standard concentration curve was determined through linear regression, the correla-
tion coefficient was 0.998 (r) and the model for it was based on the y = 0.946x + 4.781
equation. Statistical analysis For examining differences in cortisol levels during gestation and at the time of parturition and
their correlations with progesterone levels at time of parturition, and the correlation between
the plasma cortisol and FCM levels, linear regression was applied. Arrangement into groups
based on differences in cortisol levels during gestation and at the time of parturition was car-
ried out using cluster analysis (k-means cluster). The number of clusters was two, and the
number of iterations was limited to 10. The differences in progesterone between the two
groups were examined using a two-sample Student’s t-test both during gestation and at time of
parturition, and at the time of hay stacking, for the purpose of determining the quality of the
hay and fur collected and the number of the kittens born. The time of fur-stacking did not
show a normal distribution; as such a non-parametric Kruskal-Wallis test was used. Kitten
mortalities by group were compared with a Chi2 test. Normality of the data collected was
checked using the Shapiro-Wilk- test, while their homogeneity was confirmed with the
Levene- test. Differences among the groups were accepted to be statistically significant at a
level of P<0.05. Statistical analysis was carried out with the SPSS 11.5 software. PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 Results 6 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit Cortisol and progesterone measured on the day of parturition showed a moderate correla-
Fig 2. Relationship between GCM on day of parturition and the changes in GCM during last 3 days of pregnancy. GCM-Glucocorticoid Metabolites, linear regression: R = 0.843, F = 61.617, P = 0.001. https://doi.org/10.1371/journal.pone.0246258.g002 Fig 2. Relationship between GCM on day of parturition and the changes in GCM during last 3 days of pregnancy. GCM-Glucocorticoid Metabolites, linear regression: R = 0.843, F = 61.617, P = 0.001. g 2. Relationship between GCM on day of parturition and the changes in GCM during last 3 days of pregnancy. CM Gl
i
id M
b li
li
i
R
F
P Fig 2. Relationship between GCM on day of parturition and the changes in GCM during last 3 days of pregnancy. GCM-Glucocorticoid Metabolites, linear regression: R = 0.843, F = 61.617, P = 0.001. https://doi.org/10.1371/journal.pone.0246258.g002 Cortisol and progesterone measured on the day of parturition showed a moderate correla-
tion across all does(R = 0.567 F = 11.871 P = 0.002) (Fig 4). Cortisol and progesterone measured on the day of parturition showed a moderate correla-
tion across all does(R = 0.567 F = 11.871 P = 0.002) (Fig 4). The level of progesterone during gestation did not differ between the two groups (HR and
LR). The average progesterone level showed a 28% decrease in the LR group. However, this
change was lower in the HR group, resulting in 554.77±310.68 and 759.89±682.25ng/mg pro-
gesterone levels on the day of parturition in the LR and HR groups, respectively. Differences
between the groups were not significant (t = 1.086 df = 25 P = 0.288) (Fig 5). A significant dif-
ference was found, however, in the starting time for hay collection(t = -2.238 df = 25
P = 0.034), where the mean scores of both cortisol elevation-based groups averaged at
26.14 ± 31.39 hours (HR) and 76.10 ± 55.57 hours (LR). No significant timing difference was
indicated in regard to fur collection (Kruskal-Wallis test Chi2 = 1.642 P = 0.200), although the 26.14 ± 31.39 hours (HR) and 76.10 ± 55.57 hours (LR). PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 Results The plasma cortisol levels and the fecal cortisol metabolite levels showed a significant correla-
tion (R = 0.8). The regression model describing the relationship between the two parameters is
y = 530.593x-1.221 (P = 0.005, R2 = 0.64, S1 Fig). The cortisol level measured at the time of parturition showed no correlation with the corti-
sol levels measured during gestation (R = 0.022 F = 0.012 df = 26 p = 0.914) (Fig 1). However, 5 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit a significant correlation between the rise in cortisol levels in the last three days of gestation an
th
ti
l l
l
d
th d
f
t
iti
b
d (R
0 843 F
61 617
Fig 1. Relationship between GCM during pregnancy and on day of parturition GCM. GCM-Glucocorticoid Metabolites, linear
regression: R = 0.022, P = 0.914. https://doi.org/10.1371/journal.pone.0246258.g001 Fig 1. Relationship between GCM during pregnancy and on day of parturition GCM. GCM-Glucocorticoid Metabolites, linear
regression: R = 0.022, P = 0.914. https://doi.org/10.1371/journal.pone.0246258.g001 Relationship between GCM during pregnancy and on day of parturition GCM. GCM-Glucocorticoid Metabolites, linear
ion: R = 0.022, P = 0.914. Fig 1. Relationship between GCM during pregnancy and on day of parturition GCM. GCM-Glucocorticoid Metabolites, linear
regression: R = 0.022, P = 0.914. https://doi.org/10.1371/journal.pone.0246258.g001 a significant correlation between the rise in cortisol levels in the last three days of gestation and
the cortisol levels measured on the day of parturition was observed (R = 0.843 F = 61.617
df = 26 P = 0.001) (Fig 2). The average cortisol level at the time of parturition was 826.01±479.29 ng/mg (Fig 3) in the
animals examined. The cluster analysis which was performed on the basis the difference
between cortisol levels measured three days before parturition and on the day of parturition
itself, divided the animals into two groupings. In some individuals (HR group), a significant
increase in cortisol levels took place (925.48±424.75 ng/mg); applying to 7 rabbits (average cor-
tisol level at parturition: 1462.09±511.37ng/mg). In the LR group, consisting of 20 rabbits
(average cortisol level at parturition: 603.38±174.74 ng/mg), cortisol levels demonstrated a
decrease (-152.09±236.55 ng/mg). PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 Results https://doi.org/10.1371/journal.pone.0246258.g004 lower in the HR group. Additionally, perinatal mortality (birthday) was significantly higher
(Chi2 = 5.092 df = 1 P = 0.024) in the HR group than in the LR group. lower in the HR group. Additionally, perinatal mortality (birthday) was significantly higher
(Chi2 = 5.092 df = 1 P = 0.024) in the HR group than in the LR group. Results No significant timing difference was
indicated in regard to fur collection (Kruskal-Wallis test Chi2 = 1.642 P = 0.200), although the 7 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit HR group tended to start collecting hay earlier (3.42±3.82 hours vs. 20.95±32.86 hours for the
Fig 3. GCM levels on the day of parturition within two groups distinguished by changes in their GCM levels during the 3 last days
before parturition. LR- Low-response group: 20 individuals showing either a decreasing or slightly-increasing value, HR-High-response
group: 7 individuals showing a substantial increase. https://doi.org/10.1371/journal.pone.0246258.g003 Fig 3. GCM levels on the day of parturition within two groups distinguished by changes in their GCM levels during the 3 last days
before parturition. LR- Low-response group: 20 individuals showing either a decreasing or slightly-increasing value, HR-High-response
group: 7 individuals showing a substantial increase. https://doi.org/10.1371/journal.pone.0246258.g003 HR group tended to start collecting hay earlier (3.42±3.82 hours vs. 20.95±32.86 hours for the
LR group). Amounts of hay collected did not differ significantly (t = -0.558 df = 25 p = 0.582) between
the two groups (HR: 146.21±37.89g vs. LR 160.10±61.51g). The amount of built fur (HR: 10.91
±6.15g vs. LR 14.20±13.18g) was very similar in each group (t = -0.631 df = 25 P = 0.534). A
significant difference was found in cortisol elevation-based groups regarding the average num-
ber of kittens born (t = -2.185 df = 25 p = 0.038), as the number of kittens born (Fig 6) was 8 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit lower in the HR group. Additionally, perinatal mortality (birthday) was significantly higher
(Chi2 = 5.092 df = 1 P = 0.024) in the HR group than in the LR group. Fig 4. Relationship between GCM and progesterone values on day of parturition. GCM-Glucocorticoid Metabolites, linear
regression: R = 0.567 F = 11.871 P = 0.002. https://doi.org/10.1371/journal.pone.0246258.g004 Fig 4. Relationship between GCM and progesterone values on day of parturition. GCM-Glucocorticoid Metabolites linear Fig 4. Relationship between GCM and progesterone values on day of parturition. GCM-Glucocorticoid Metabolites, linear
regression: R
0 567 F
11 871 P
0 002 Fig 4. Relationship between GCM and progesterone values on day of parturition. GCM-Glucocorticoid Metabolites, linea
regression: R = 0.567 F = 11.871 P = 0.002. Discussion We studied how behavioral patterns and hormonal changes in captive rabbits interact during
the breeding period in order to gain greater understanding into why significant variation exists
in their breeding success. We found that although certain social interactions were prevented
through individual caging, variation occurred in both their behavior as well as in those under-
lying hormonal changes characteristic to certain phases of the breeding process. PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 9 / 15 PLOS ONE Cortisol response and nest building behavior in wild rabbit Fig 5. Changes in progesterone levels measured during pregnancy and time of parturition in the treatment groups. LR- Low-
response group, HR-High-response group, two-sample t-test, t = 1.086 df = 25 P = 0.288. https://doi.org/10.1371/journal.pone.0246258.g005 We found that changes in the level of cortisol in the last three days of gestation was a good
indicator of the sensitivity of the individual subject. However, mid-gestation cortisol levels (see
Figs 1 and 2) did not allow us to predict the subject’s level of cortisol elevation at the time of
h
l
h
f
d
f d
d
d
[
]
l
h
l
Fig 5. Changes in progesterone levels measured during pregnancy and time of parturition in the treatment groups. LR- Low-
response group, HR-High-response group, two-sample t-test, t = 1.086 df = 25 P = 0.288. https://doi.org/10.1371/journal.pone.0246258.g005 Fig 5. Changes in progesterone levels measured during pregnancy and time of parturition in the treatment groups. LR- Low-
response group, HR-High-response group, two-sample t-test, t = 1.086 df = 25 P = 0.288. https://doi.org/10.1371/journal.pone.0246258.g005 We found that changes in the level of cortisol in the last three days of gestation was a good
indicator of the sensitivity of the individual subject. However, mid-gestation cortisol levels (see
Figs 1 and 2) did not allow us to predict the subject’s level of cortisol elevation at the time of
parturition. This result matches findings of Edwards and Boonstra [20] revealing that gluco-
corticoid levels stay low until the end of gestation. Cabezas, et al. [31] has also demonstrated
that European rabbits display large individual variation in their glucocorticoid levels, as mea-
sured in their serum or their GCM’s. This noteworthy difference between the rabbits indicates
that individuals may react to stressful situations quite differently. PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 Discussion Acute stress-related progesterone secretion can be explained through the limited activity of an
enzyme (cytochrome P450-C21 enzyme), which is partially responsible for building cortisol 11 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 PLOS ONE Cortisol response and nest building behavior in wild rabbit from progesterone. As part of the progesterone is released into the bloodstream before turning
into cortisol, the concentration of circulating progesterone also increases [33]. We divided our does into two groups based on their cortisol-level change measured in the
last three days of gestation. Low-response rabbits (LR group), showing no increase in GCM
levels at the time of parturition, and exhibited normal maternal behavior, from collection of
nesting material to the creation of the nest. High-response rabbits (HR group), characterized
by an increase in their GCM levels around the time of parturition, were delayed by approxi-
mately 50 hours in regard to the hoarding of nesting material. This result supports the conclu-
sions of a Seltmann, et al. study [10], wherein stress caused by social instability and frequent
competition between groups appeared to bring about delayed burrow-digging and nest-build-
ing behavior in the subordinate females, supposedly as a result of having elevated glucocorti-
coid levels. In our case, the rabbits were caged individually, and nesting materials were freely
available to them, ad libitum, resulting in the minimalisation of social stress. This allowed us to
observe with clarity that certain females reacted to birthing (a new and, unexpected situation)
more sensitively, and consequently, responded to their higher cortisol elevation with a delayed
behavioral pattern. Gonzalez-Mariscal, et al. [11] described that the beginning of hay-collect-
ing and nest-building is signaled by a drop in the level of progesterone. A higher elevation in
cortisol levels, however, results in a progesterone level which also stays high, and this may
delay the collection of hay. Hoffmann, et al. [34] also suggested that a change in the secretion
of progesterone might cause a time shift in the burrow-digging of European rabbits kept under
laboratory conditions. They found a positive correlation between burrow-digging and elevated
progesterone levels as well as increased intraspecific aggressive behavior in response to admin-
istered progesterone. A similar phenomenon was described by Farkas, et al. [35], who success-
fully identified two peaks in relation to the gathering of nest material in domesticated rabbits. Discussion Even small differences in hormonal changes which are responsible for triggering internal
chain processes around the birthing process can result in differences in reproductive PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
January 29, 2021 10 / 15 PLOS ONE Cortisol response and nest building behavior in wild rabbit Fig 6. Number of kittens in the two treatment groups. LR- Low-response group, HR-High-response group, Chi2 test
Chi2 = 5.092 df = 1 P = 0.024. https://doi.org/10.1371/journal.pone.0246258.g006 Fig 6. Number of kittens in the two treatment groups. LR- Low-response group, HR-High-response group, Chi2 te
Chi2 = 5.092 df = 1 P = 0.024. https://doi.org/10.1371/journal.pone.0246258.g006 Fig 6. Number of kittens in the two treatment groups. LR- Low-response group, HR-High-response group, Chi2 test,
Chi2 = 5.092 df = 1 P = 0.024. https://doi org/10 1371/journal pone 0246258 g006 Fig 6. Number of kittens in the two treatment groups. LR- Low-response group, HR-High-response group, Chi2 test,
Chi2 = 5.092 df = 1 P = 0.024. https://doi.org/10.1371/journal.pone.0246258.g006 https://doi.org/10.1371/journal.pone.0246258.g006 performance. The change in cortisol levels (Figs 4 and 5) observed in our rabbits corresponded
to the progesterone production of the pregnant animal, as levels of cortisol and progesterone
change on the day of parturition. We may assume that the positive correlation between proges-
terone and cortisol around the time of parturition was due to the higher cortisol elevation
induced secretion of progesterone stored in the adrenal gland. This is due to the fact that not
only ovaries, but also the adrenal glands, yield a significant amount of progesterone in lago-
morphs, as well as in humans. Fajer, et al. [23] described, as early as 1971, that ACTH regulates
the production of progesterone in the adrenal gland. In female rats exposed to mild stress, pro-
gesterone secretion becomes as intensive in the adrenal gland as in the ovary. A similar result
was published by Yoshida and Nakao [32] on milk cows and by Beaulieu-McCoy et al. [33] on
the Californian sea lion (Zalophus californianus), where a positive correlation was found
between cortisol and progesterone levels subsequent to a stress event. This may be explained
by considering the metabolic pathway in question, as progesterone is a precursor of cortisol. Author Contributions Conceptualization: Ildiko´ Benedek, Tama´s Molna´r. Data curation: Ildiko´ Benedek, Tama´s Molna´r. Funding acquisition: Tama´s Molna´r. Investigation: Ildiko´ Benedek, Tama´s Molna´r. Methodology: Ildiko´ Benedek, Vilmos Altbcker, Tama´s Molna´r. Project administration: Ildiko´ Benedek. Resources: Vilmos Altbcker. Visualization: Tama´s Molna´r. Writing – original draft: Ildiko´ Benedek, Vilmos Altbcker, Tama´s Molna´r. Writing – review & editing: Ildiko´ Benedek, Tama´s Molna´r. Conceptualization: Ildiko´ Benedek, Tama´s Molna´r. Conceptualization: Ildiko´ Benedek, Tama´s Molna´r. Data curation: Ildiko´ Benedek, Tama´s Molna´r. Investigation: Ildiko´ Benedek, Tama´s Molna´r. Methodology: Ildiko´ Benedek, Vilmos Altbcker, Tama´s Molna´r. Project administration: Ildiko´ Benedek. Resources: Vilmos Altbcker. Visualization: Tama´s Molna´r. Visualization: Tama´s Molna´r. Writing – original draft: Ildiko´ Benedek, Vilmos Altbcker, Tama´s Molna´r. Writing – original draft: Ildiko´ Benedek, Vilmos Altbcker, Tama´s Molna´r. Writing – review & editing: Ildiko´ Benedek, Tama´s Molna´r. Discussion This
causal explanation is congruent with our findings as well, with the exception that our animals
were individually caged and therefore less exposed to social stress. Furthermore, Seltmann, S1 Fig. Relationship between plasma cortisol and fecal cortisol metabolites (FCM) col-
lected from ten rabbit does. S1 Fig. Relationship between plasma cortisol and fecal cortisol metabolites (FCM) col-
lected from ten rabbit does. Discussion [38] described litter size, birth body mass,
and temperature as the most significant factors influencing kitten mortality. However, it was
also found that nest mortality was higher in subordinate females exposed to social stress. This
causal explanation is congruent with our findings as well, with the exception that our animals
were individually caged and therefore less exposed to social stress. Furthermore, Seltmann,
et al. [10] attributed the increased kitten mortality observed in cases of delayed burrow-digging
and nest-building to be the result of stress induced by intra-sexual competition. On the basis
of our present study, we offer a different causal explanation. In the ground squirrel (Urocitellus
richardsonii), higher total cortisol during gestation resulted in a lower litter size [39]. It also in the HR group than in the LR litters. Ro¨del, et al. [38] described litter size, birth body mass,
and temperature as the most significant factors influencing kitten mortality. However, it was
also found that nest mortality was higher in subordinate females exposed to social stress. This
causal explanation is congruent with our findings as well, with the exception that our animals
were individually caged and therefore less exposed to social stress. Furthermore, Seltmann,
et al. [10] attributed the increased kitten mortality observed in cases of delayed burrow-digging
and nest-building to be the result of stress induced by intra-sexual competition. On the basis
of our present study, we offer a different causal explanation. In the ground squirrel (Urocitellus
richardsonii), higher total cortisol during gestation resulted in a lower litter size [39]. It also
affects the sex ratio of the offspring through a positive relationship between maternal testoster-
one and GCM, based on the stimulating effect of ACTH on the adrenal gland which is the pri-
mary source of testosterone in females [40]. In our study, the analogous stimulatory effect of
ACTH influences the timing of nest formation through progesterone release. Specifically, in
addition to the exclusion of social stress, individual variance in cortisol levels point to subtle
changes in hormonal regulation and may therefore affect both the timing as well as the suc-
cessful outcome of maternal behavior. in the HR group than in the LR litters. Ro¨del, et al. [38] described litter size, birth body mass,
and temperature as the most significant factors influencing kitten mortality. However, it was
also found that nest mortality was higher in subordinate females exposed to social stress. S1 Table. The raw data of the experiment.
(XLS) S1 Table. The raw data of the experiment. (XLS) S2 Table. Cross reactivity of the antiserum used for GCM measurement. (PDF) Discussion The first peak designating the carrying of nesting material, was on days 27 and 28, nearly iden-
tical to the normal (LR) does in our experiment. The other peak of nest building culminated
on the day of parturition, and corresponds to the results of our sensitive (HR) group. Our
results highlight the fact that it is the individual sensitivity of the animal which decisively
affects the behavioral response. More sensitive individuals react to emerging challenges with
an increased glucocorticoid level, intense cortisol production also leading to a rise in proges-
terone levels. Delays in nest-building were observable in individuals showing elevated GCM levels in
response to parturition. Nonetheless, these individuals were still capable of building nests
which were identical in quality and structure to the nests of does with less-elevated cortisol lev-
els, who had begun their nest-building significantly earlier. Despite the short time frame
involved (the final day), as well as our previous assumptions, neither the quantity of hay col-
lected nor the fur extracted for the purpose of building the nest differed between the two corti-
sol-response groups. In domesticated rabbits kept under laboratory conditions, Denenberg,
et al. [36] found that nests made earlier were of better overall quality, when the basis of scoring
was limited to the timing of hay–carrying and, the presence of grass and fur provided. In this
system, nests built on the last day received low-quality scores. In our study, we demonstrated
nest composition to be the same in this regard. Unlike in our experiment, under natural cir-
cumstances in the wild, nest materials are not always at the animals’ disposal. We also found that does with higher GCM values around the time of parturition delivered
smaller litters, and there were also further losses within these litters. In the European rabbit,
54% of pre-weaning mortality occurs within the first 12 hours, and 70% within the first week
of the kittens’ life [37]. There was a significant difference between our groups (differentiated
on changes in cortisol levels), as litter size was by 1.44 kittens larger in the LR group. Addition-
ally, with a higher cortisol level around the time of birth, offspring mortality was 9.6% higher 12 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0246258
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The Role of Noninvasive Ventilation in Patients with “Do Not Intubate” Order in the Emergency Setting
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PloS one
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RESEARCH ARTICLE Background Citation: Vilaça M, Aragão I, Cardoso T, Dias C,
Cabral-Campello G (2016) The Role of Noninvasive
Ventilation in Patients with “Do Not Intubate” Order in
the Emergency Setting. PLoS ONE 11(2): e0149649. doi:10.1371/journal.pone.0149649 Citation: Vilaça M, Aragão I, Cardoso T, Dias C,
Cabral-Campello G (2016) The Role of Noninvasive
Ventilation in Patients with “Do Not Intubate” Order in
the Emergency Setting. PLoS ONE 11(2): e0149649. doi:10.1371/journal.pone.0149649
Editor: Francesco Staffieri, University of Bari, ITALY
Received: July 22, 2015
Accepted: February 3, 2016
Published: February 22, 2016
Copyright: © 2016 Vilaça et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Noninvasive ventilation (NIV) is being used increasingly in patients who have a “do not intu-
bate” (DNI) order. However, the impact of NIV on the clinical and health-related quality of
life (HRQOL) in the emergency setting is not known, nor is its effectiveness for relieving
symptoms in end-of-life care. Editor: Francesco Staffieri, University of Bari, ITALY
Received: July 22, 2015
Accepted: February 3, 2016
Published: February 22, 2016
Copyright: © 2016 Vilaça et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Marta Vilaça1*, Irene Aragão2☯, Teresa Cardoso2‡, Cláudia Dias3‡, Glória Cabral-
Campello2☯ 1 Medicine Integrated Master (MIM), Instituto de Ciências Biomédicas Abel Salazar (ICBAS), Oporto
University (UP), Porto, Portugal, 2 Intensive Care Unit (UCIP), Oporto Hospital Center, Porto, Portugal,
3 Center for Health Technology and Services Research (CINTESIS) and Information Sciences and Decision
on Health Department (CIDES), Faculty of Medicine, Oporto University (UP), Porto, Portugal a1111 ☯These authors contributed equally to this work. ☯These authors contributed equally to this work. ‡ These authors also contributed equally to this work. *
t
il
@
il ☯These authors contributed equally to this work. ‡ These authors also contributed equally to this work. * martamvilaca@gmail.com q
y
‡ These authors also contributed equally to this work. * martamvilaca@gmail.com Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Funding: Supported, in part, by grants from the
Discipline of Initiation to Clinical Investigation
(Disciplina de Iniciação à Investigação Clínica) of
Instituto de Ciências Biomédicas Abel Salazar and in
part by ASSUCIP (Associação dos Amigos da
Unidade de Cuidados Intensivos Polivalente, Hospital
de Santo António, Porto, Portugal). The Role of Noninvasive Ventilation in
Patients with “Do Not Intubate” Order in the
Emergency Setting Marta Vilaça1*, Irene Aragão2☯, Teresa Cardoso2‡, Cláudia Dias3‡, Glória Cabral-
Campello2☯ Objective The aim of this prospective study was to determine the outcome and HRQOL impact of reg-
ular use of NIV outcomes on patients with a DNI order who were admitted to the emergency
room department (ED). METHODS: Eligible for participation were DNI-status patients who
receive NIV for acute or acute-on-chronic respiratory failure when admitted to the ED of a
tertiary care, university-affiliated, 600-bed hospital between January 2014 and December
2014. Patients were divided into 2 groups: (1) those whose DNI order related to a decision
to withhold therapy and (2) those for whom any treatment, including NIV, was provided for
symptom relief only. HRQOL was evaluated only in group 1, using the 12-item Short Form
Health Survey (SF-12). Long-term outcome was evaluated 90 days after hospital discharge
by means of a telephone interview. Copyright: © 2016 Vilaça et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Conclusion The survival rate was 49% among DNI-status patients for whom NIV was used as a treat-
ment in ED, and these patients did not experience a decline in HRQOL throughout the
study. NIV did not provide significant relief of symptoms in more than half the patients who
receive it for that purpose. Results During the study period 1727 patients were admitted to the ED, 243 were submitted to NIV
and 70 (29%) were included in the study. Twenty-nine (41%) of the 70 enrollees received
NIV for symptom relief only (group2). Active cancer [7% vs 35%, p = 0,004] and neuromus-
cular diseases [0% vs. 17%] were more prevalent in this group. NIV was stopped in 59% of
the patients in group 2 due to lake of clinical benefit. The in-hospital mortality rate was 37% Competing Interests: The authors have declared
that no competing interests exist. PLOS ONE | DOI:10.1371/journal.pone.0149649
February 22, 2016 1 / 9 Noninvasive Ventilation and Patients with "Do Not Intubate" Order for group 1 and 86% for group 2 0,001). Among patients who were discharged from hospital,
23% of the group 1 and all patients in group 2 died within 90 days. Relative to baseline, no
significant decline in HRQOL occurred in group 1 by 90 days postdischarge. for group 1 and 86% for group 2 0,001). Among patients who were discharged from hospital,
23% of the group 1 and all patients in group 2 died within 90 days. Relative to baseline, no
significant decline in HRQOL occurred in group 1 by 90 days postdischarge. Introduction Noninvasive ventilation (NIV) is being used increasingly to support patients with a “do not intu-
bate” (DNI) order who underwent respiratory failure and dyspnea [1–3]. A variety of factors may
drive patients to the acute-care setting when nearing the end of life. Dyspnea is one of the most
distressing symptoms experienced by dying patients, and it is a common reason for such patients
to seek emergency care [4]. Many underlying disease states and acute illnesses cause shortness of
breath at the end of life, and management tends to be symptomatic rather than diagnostic. In this
context, invasive mechanical ventilation (IMV) is considered a nonbeneficial intervention that
deprives patients of their dignity and ability to recognize their family members [5–8]. NIV does
not have these disadvantages and may be more effective than oxygen alone for reducing dyspnea
and decreasing the doses of morphine needed in patients with end-stage cancer [3]. In addition, the use of NIV for patients with DNI orders and potentially reversible causes of
respiratory failure has become more common. Among such patients, it appears that those with
reversible causes of dyspnea benefit from NIV used as a life-support intervention, with no
decrease in health-related quality of life (HRQOL) and no increase in anxiety, depression or
symptoms related to posttraumatic stress disorder after hospital discharge [6]. However, to our
knowledge, all studies that included patients with DNI order were conducted in intensive care
units (ICU) setting, and many of them did not differentiate the patients who received NIV with
intention to treat from the patients in palliative care who received NIV for symptom relief
[6,9]. Moreover, it appears that no study has evaluated the impact of NIV on HRQOL in
patients with DNI order treated in non-ICU settings. The aim of the present study was (1) to evaluate the impact of NIV on outcome and
HRQOL in patients with DNI order who were admitted to the emergency department (ED)
and (2) to assess whether NIV is effective for relieving symptoms in patients receiving palliative
care only. Methods Eligible for participation in this prospective study were all patients admitted to the ED of a ter-
tiary care, 600-bed, university-affiliated hospital between January 2014 and December 2014,
who underwent NIV for acute respiratory failure (ARF) or acute on chronic respiratory failure
(ACRF). The study was approved by the Hospital Ethics Committee and the Administration Board
of Oporto Hospital Center (reference number 2014.075(051-DEFI/065-CES). Informed con-
sent was waived for who died shortly after admission and the Hospital Ethics Committee 2 / 9 PLOS ONE | DOI:10.1371/journal.pone.0149649
February 22, 2016 Noninvasive Ventilation and Patients with "Do Not Intubate" Order approved the lack of informed consent for those patients. Written informed consent was
obtained from all patients who were alive on the fifth to seventh days of admission, in accor-
dance with the Ethics Committee (The written consent form was approved by this Committee). Collected data were anonymized. In our hospital the Intensive Care Department is responsible for the ICU, high-dependency
units (HDU) and the ED (located in the Accidents and Emergency Department). Only physi-
cians with training in intensive care are permitted to work in these locations. The use of NIV
for acute care is initiated only in these environments, and only patients who require chronic
NIV are admitted to these wards. Specific inclusion criteria were adult age, DNI order, and use of NIV for ARF or ACRF. Patients younger than 18 years of age were excluded. Patients with a DNI order were defined as
those for whom healthcare professionals believed that tracheal intubation was not a therapeutic
option. The study population was divided in 2 groups. Group 1, the “withholding therapy decision”
group, comprised patients for whom a decision was made by the attending physician not to
start or increase a life-sustaining intervention [10] but who received NIV with survival hopes
and the. Group 2, the “symptom relief only” group, comprise patients for whom only palliative
care (comfort measures) was thought to be appropriate by the attending physician; these
patients received NIV only to alleviate their dyspnea [9,11]. All treatment decisions were made
jointly by an intensive care physician and the patient’s attending physician. The study participants were subcategorized by the type of respiratory failure present at
admission. Methods Those with pH <7.35 and PaCO2> 45 mm Hg, associated with signs of respiratory
distress (respiratory rate> 25 breaths / min, with the use of respiratory accessory muscles)
were considered to have acute-on-chronic respiratory failure [12–16]. Those with PaO2 <60
mmHg or PaO2 / FiO2 <300, and PaCO245mmHg, were classified as having acute hypox-
emic respiratory failure [17–19]. HRQOL was evaluated at admission and 90 days after hospital discharge only for patients
who received NIV as a treatment (group 1). The 12-intem Short Form Health Survey (SF-12)
was used for this purpose. Within 5 to 7 days after admission patients were asked to completed
this survey based on the 3 months preceding the admission [6,20]. Ninety days after hospital
discharge, the surviving patients were interviewed by telephone and asked to complete the SF-
12 questionnaire again to assess their current HRQOL. Patients who died during the 90-day
postdischarge period were not included in the evaluation of long term HRQOL. For all groups, length of stay in the ICU/HDU and hospital was documented, along with the
in-hospital and 3 months mortality rates. Clinical variables and arterial blood gas levels were
determined at baseline and 1 hour after initiation of NIV. Functional status was assessed using
the Karnofsky performance scale, with ratings <70 representing patients who needed help
with daily activities and ratings 70 denoting patients who were independent. Results Between January 2014 and December 2014, 1727 patients were admitted to the ED, 243 of
whom received NIV for acute or acute-on-chronic respiratory failure. Seventy (28.8%) of those
243 patients had a DNI order and were entered into the study. (Fig 1) Of the 70 enrolls, 29 (41.4%) received NIV for symptom relief only (group 2), and 41
(58.6%) received it as treatment (group 1). The clinical characteristics of both groups are pres-
ent in Table 1. There were no significant differences in demographic or clinical characteristics
between the study groups, with exception of active cancer and neuromuscular disease, which
were more prevalent in group 2 (Table 1). More than two-thirds of each group had lower functional status (Karnofsky rating <70). Due to lack of clinical benefits, NIV was stopped in 19.5% of patients in group 1 an in 58.6% in
group 2 (p<0.001). Almost all patients included in group 2 died in the first day of admission,
and none was admitted to the ICU or HDU. Twenty-three (56%) of the patients in group 1
were admitted to the ICU or HDU. The in-hospital mortality rate was 36.6% in group 1and
86.2% in group 2. Moreover, 63.4% of the patients in group 1 were alive at discharge, 77% of
whom remained alive 90 days after discharge. No patient from group 2 was alive 90 days after
discharge (Table 2). Among the 41 patients included group 1, 26 (63%) were alive at hospital discharge, and 20
(49%) were alive 90 days later. Seventeen (85%) of the 20 respond to the SF-12, allowing evalu-
ation of HRQOL. The interviews were conducted between 90 and 162 days after discharge (median, 104
days). Most (15%) of the patients who did not participate in the follow-up interview either
declined the invitation or did not answer the telephone. In group 1, no significant difference was observed between HRQOL at admission and at
day-90 postdischarge. (Table 2 and Fig 2) Statistical analysis Categorical variables were expressed as absolute and relative frequencies. Continuous variables
were described as mean and standard deviation (SD) if normal distribution was present; other-
wise, they were expressed as median and interquartile range (IQR). To test hypotheses in groups of equal size, we used the t test for independent groups and the
analysis of variance with 1 factor, when it was appropriate to assume normal distribution of
variables. Testing of non-normal distribution of continuous variables was performed with non-
parametric Mann-Whitney U or Kruskal-Wallis test, depending on the nature of the hypothe-
sis being tested. 3 / 9 PLOS ONE | DOI:10.1371/journal.pone.0149649
February 22, 2016 Noninvasive Ventilation and Patients with "Do Not Intubate" Order We assumed that a decrease of at least 20% in the SF-12 score represented clinical signifi-
cance, in accordance with Azoulay et al [6]. For all hypotheses tested, the significance level was set at p = 0.05. Data analysis was performed using the SPSS1 (version 20.0, Statistical Package for Social
Sciences; IBM, Armonk, NY). PLOS ONE | DOI:10.1371/journal.pone.0149649
February 22, 2016 Discussion Several important findings from our study. We observed that DNI status was defined for nearly
one-third of patients admitted to the ED who received NIV. Patients with a DNI order who were
alive 90 days after hospital discharge experienced no significant decline in HRQOL from baseline
(admission). Long-term (90-day) follow-up demonstrated a survival rate of 49% in group 1 (NIV
used as treatment). In patients under palliative care, who represent 40% of all study patients with
DNI order, NIV was stopped in more than 50% due to lack of symptom improvement. The use of NIV in non-ICU settings has been increasing despite the lack of evidence of its
safety and efficacy outside the ICU. [21–24]. However, Cabrini et al [25] demonstrated that,
under the supervision of a medical emergency team, NIV could be applied in a variety of non-
ICU settings, with a high success rate and few complications [25]. Our study was conducted in
the ED of a tertiary care, university-affiliated hospital, which is supervised by the ICU team
(doctor and nurse) and provides continuous clinical monitoring. A unique aspect or our study is the grouping of patients by whether NIV was performed
with an intent to treat or solely for symptom relief. To our knowledge, this distinction has not
been made in other studies. Azoulay et al [6], in a multicenter prospective observational study PLOS ONE | DOI:10.1371/journal.pone.0149649
February 22, 2016 4 / 9 Noninvasive Ventilation and Patients with "Do Not Intubate" Order in the ICU setting, demonstrated that DNI order was present for one-fifth of ICU patients who
received NIV, which is lower than the prevalence in our study [6]. This likely can be explained
by the difference in study setting (ours was in ED). Only 56% of the patients in group 1 of our
study (withholding therapy decision) were admitted to the ICU or HDU; therefore, the
Fig 1. Flow chart of the study. doi:10.1371/journal.pone.0149649.g001 Fig 1. Flow chart of the study. Fig 1. Flow chart of the study. doi:10.1371/journal.pone.0149649.g001 doi:10.1371/journal.pone.0149649.g001 in the ICU setting, demonstrated that DNI order was present for one-fifth of ICU patients who
received NIV, which is lower than the prevalence in our study [6]. This likely can be explained
by the difference in study setting (ours was in ED). doi:10.1371/journal.pone.0149649.t001 Discussion Only 56% of the patients in group 1 of our
study (withholding therapy decision) were admitted to the ICU or HDU; therefore, the Table 1. Characteristics of Patients with DNI order who received NIV. Characteristics
Group 1: NIV treatment (n = 41)
Group 2: Symptoms relief only (n = 29)
pa
Age in years, median (IQR)
82.0 (75.0–87.0)
79.0 (73.0–85.0)
0.299
Male gender, n (%)
23 (56.1%)
18 (62.1%)
0.617
Type of respiratory failure, n (%)
0.291
ACRF
34 (82.9%)
21 72.4%)
ARF
7 (17.1%)
8 (27.6%)
Cause of respiratory failure, n (%)
COPD exacerbation
22 (53.7%)
9 (31.0%)
0.060
ACPE
15 (36.6%)
6 (20.7%)
0.153
Pneumonia
11 (26.8%)
11 (37.9%)
0.324
Sepsis
0 (0.0%)
2 (6.9%)
0.168b
Others
14 (34.1%)
3 (10.3%)
0.261b
Co-morbidities, n (%)
Congestive heart failure (NYHA)
19 (46.3%)
9 (31.0%)
0.198
COPD
21 (51.2%)
9 (31.0%)
0.093
Active cancer (all types)
3 (7.3%)
10 (34.5%)
0.004
Neuromuscular diseases
0 (0.0%)
5 (17.2%)
0.010b
Karnofsky performance rating, n (%)
0.952
70
13 (31.7%)
9 (31.0%)
-
<70
28 (68.3%)
20 (69.0%)
-
ACPE, acute cardiogenic pulmonary edema; ACRF, acute-on-chronic respiratory failure; ARF, acute respiratory failure; COPD, chronic obstructive
pulmonary disease; DNI, “do not intubate”; NIV, noninvasive ventilation; NYHA, New York Heart Association. a According to Chi square test unless otherwise indicated. b According to Fisher's exact test. doi:10.1371/journal.pone.0149649.t001 Table 1. Characteristics of Patients with DNI order who received NIV. ACPE, acute cardiogenic pulmonary edema; ACRF, acute-on-chronic respiratory failure; ARF, acute respiratory failure; COPD, chronic obstructive
pulmonary disease; DNI, “do not intubate”; NIV, noninvasive ventilation; NYHA, New York Heart Association. a According to Chi square test unless otherwise indicated. PLOS ONE | DOI:10.1371/journal.pone.0149649
February 22, 2016 5 / 9 doi:10.1371/journal.pone.0149649.t002 doi:10.1371/journal.pone.0149649.g002 Noninvasive Ventilation and Patients with "Do Not Intubate" Order Table 2. Outcomes of the Patients with DNI order who received NIV. Outcome
Group 1:NIV treatment (n = 41)
Group 2:Symptom relief only (n = 29)
Pa
Stop NIV, n (%)
8 (19.5%)
17 (58.6%)
<0.001
Days in ICU/HDU, median (IQR)
3 (0–7)
0 (0–0)
<0.001
Days in hospital, median (IQR)
10 (5–17)
1 (0–5)
<0.001
Died in hospital, n (%)
15 (36.6%)
25 (86.2%)
<0.001
Died within 90 days of discharge, n (%)
6 (23.0%)c
4 (100%)c
0.009b
SF-12 at admission, median (IQR)
30 (27–31) (n = 17)
-
SF- 12 on day 90 after hospital discharge, median (IQR)
27 (26–32) (n = 17)
-
DNI, “do not intubate”; ICU, intensive care unit; HDU, high dependency unit; IQR, interquartile range; NIV, noninvasive ventilation. a According to Chi square test unless otherwise indicated. b According to Fisher's exact test. c These percentages are based on the number of patients discharged: n = 26 for group 1; n = 4 for group 2. doi:10 1371/journal pone 0149649 t002 Table 2. Outcomes of the Patients with DNI order who received NIV. DNI, “do not intubate”; ICU, intensive care unit; HDU, high dependency unit; IQR, interquartile range; NIV, noninvasive ventilation. a According to Chi square test unless otherwise indicated. b According to Fisher's exact test. According to Fisher s exact test. c These percentages are based on the number of patients discharged: n = 26 for group 1; n = 4 for group 2. Fig 2. HRQOL at admission and at day- 90 postdischarge in patients with a DNI order. doi:10.1371/journal.pone.0149649.g002 Fig 2. HRQOL at admission and at day- 90 postdischarge in patients with a DNI order. doi:10.1371/journal.pone.0149649.g002 doi:10.1371/journal.pone.0149649.g002 PLOS ONE | DOI:10.1371/journal.pone.0149649
February 22, 2016 6 / 9 Noninvasive Ventilation and Patients with "Do Not Intubate" Order difference in DNI-order prevalence may be attributable to selection bias. Four our DNI-status
patients who received NIV as treatment (group 1: withholding therapy), the in-hospital mortal-
ity rate was similar to that found by Azoulay et al [6]. Another important finding of our study is the fact that half the patients in group 1 were
alive 90 days after hospital discharge, with no significant change in HRQOL since the time of
admission. Thus, we agree with Azoulay et al [6] that NIV appears to be valuable treatment for
ARF or ACRF in patients who do not benefit from IMV but who may benefit from other life-
supporting interventions [6]. In our study, 41% the patients with a DNI order admitted to the ED received NIV for symp-
tom relief only (group 2), and only 4 (14%) of these were alive at discharge. Most patients in
group 2 died on the day of hospital admission, and NIV had to be stopped in more than half of
group 2, which suggests that NIV may not be an effective palliative measure in such patients. This finding differs from results of a study by Nava et al [22], who found that NIV was more
effective than oxygen in reducing the dyspnea, and that the dose of morphine could be
decreased in patients with end-stage cancer [23]. Therefore, future research is warranted to
assess the effects of NIV as comfort therapy only, including the perceptions and satisfaction of
family members and the perspectives of healthcare professionals. This study has several limita-
tions. Because it is a single-center study, conducted in a tertiary care hospital with extensive
NIV experience, [18], the results may not be generalizable to other settings or circumstances,
and may represent underestimations or overestimations of actual data obtained in different set-
tings or larger populations. Our study population was small, and became even smaller when
the patients were subcategorized, many of whom did not survive through 90 days post-
discharge. Therefore, the results must be interpreted with caution. Only half the patients in
group 1 were alive90 days after discharge, which result in a small sample for evaluating
HRQOL. Acknowledgments We are grateful to Professor Margarida Lima for all the support provided throughout the suc-
cess of this study. Supporting Information S1 Table. Minimum Data Set. (PDF) However, the interview response rate was high (85%) among these survivors. Conclusion In the present study, a DNI order was present for nearly one-third of ED-admitted patients
who received NIV for ARF or ACRF. Nearly half the DNI-status who received NIV as a treat-
ment were alive 90 days after hospital discharge, none of whom experienced a noteworthy
change in HRQOL throughout the study. Among patients who received NIV only for symptom
relief, more than half did not experience significant improvement of symptoms. All patients in
this group died within 90 days of discharge. Additional research on this topic is warranted, par-
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failure. Thorax. 2002; 57:192–211. PMID: 11867822 25. Cabrini L, Moizo E, Nicelli E, Licini G, Turi S, Landoni G, et al. Noninvasive ventilation outside the inten-
sive care unit from the patient point of view: a pilot study. Respir Care. 2012; 57:704–9. PMID:
22152336 9 / 9
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https://hal.science/hal-01605112/file/corrigendum_noroy_fcim_2017_2.pdf
|
English
| null |
Comparative Genomics of the Zoonotic Pathogen Ehrlichia chaffeensis Reveals Candidate Type IV Effectors and Putative Host Cell Targets
|
Frontiers in cellular and infection microbiology
| 2,017
|
cc-by
| 599
|
A corrigendum on Comparative Genomics of the Zoonotic Pathogen Ehrlichia chaffeensis Reveals Candidate Type
IV Effectors and Putative Host Cell Targets
by
Noroy,
C.,
and
Meyer,
D. F. (2017). Front. Cell. Infect. Microbiol. 6:204. doi: 10.3389/fcimb.2016.00204 CORRECTION
published: 04 April 2017
doi: 10.3389/fcimb.2017.00120 Keywords: type IV effectors, Ehrlichia chaffeensis, comparative genomics, host–pathogen interactions, genome
plasticity Keywords: type IV effectors, Ehrlichia chaffeensis, comparative genomics, host–pathogen interactions, genome
plasticity In the original article, there was a mistake in the legend for Table 1 as published. The citation of the
Ehrlichia chaffeensis GSCID genomic project was missing. The correct legend appears below. The
authors apologize for this error and state that this does not change the scientific conclusions of the
article in any way. Edited and reviewed by:
Rey Carabeo,
Washington State University, USA
*Correspondence:
Damien F. Meyer
damien.meyer@cirad.fr Edited and reviewed by:
Rey Carabeo,
Washington State University, USA Washington State University, USA y
y
TABLE 1 | Main biological and genetic characteristics of the eight Ehrlichia chaffeensis
strains analyzed. Adapted from Rikihisa et al. (2011). *Correspondence:
Damien F. Meyer
damien.meyer@cirad.fr 1 CIRAD, UMR ASTRE, Guadeloupe, France, 2 INRA, UMR 1309 ASTRE, Montpellier, France, 3 Université des Antilles,
Guadeloupe, France 1 CIRAD, UMR ASTRE, Guadeloupe, France, 2 INRA, UMR 1309 ASTRE, Montpellier, France, 3 Université des Antilles,
Guadeloupe, France REFERENCES Received: 13 March 2017 Rikihisa, Y., Hotopp, J. C. D., and Lin, M. (2011). Sequencing and Comparison of Genomes and Transcriptome
Profiles
of
Human
Ehrlichiosis
Agents. Available
online
at:
http://gscid.igs.umaryland.edu/doc/whitepapers/
sequencing_and_comparison_of_genomes_and_transcriptome_profiles_of_human_ehrlichiosis_agents.pdf
(Accessed
April, 2016). Rikihisa, Y., Hotopp, J. C. D., and Lin, M. (2011). Sequencing and Comparison of Genomes and Transcriptome
Profiles
of
Human
Ehrlichiosis
Agents. Available
online
at:
http://gscid.igs.umaryland.edu/doc/whitepapers/
sequencing_and_comparison_of_genomes_and_transcriptome_profiles_of_human_ehrlichiosis_agents.pdf
(Accessed
April, 2016). Accepted: 24 March 2017 Published: 04 April 2017 Corrigendum: Comparative
Genomics of the Zoonotic Pathogen
Ehrlichia chaffeensis Reveals
Candidate Type IV Effectors and
Putative Host Cell Targets Christophe Noroy 1, 2, 3 and Damien F. Meyer 1, 2* Citation: Noroy C and Meyer DF (2017)
Corrigendum: Comparative Genomics
of the Zoonotic Pathogen Ehrlichia
chaffeensis Reveals Candidate Type IV
Effectors and Putative
Host Cell Targets. Front. Cell. Infect. Microbiol. 7:120. doi: 10.3389/fcimb.2017.00120 Noroy C and Meyer DF (2017) Corrigendum: Comparative Genomics Conflict of Interest Statement: The authors declare that the research was conducted in the absence of any commercial or
financial relationships that could be construed as a potential conflict of interest. Conflict of Interest Statement: The authors declare that the research was conducted in the absence of any commercial or
financial relationships that could be construed as a potential conflict of interest. Corrigendum: Comparative Genomics
of the Zoonotic Pathogen Ehrlichia of the Zoonotic Pathogen Ehrlichia chaffeensis Reveals Candidate Type IV Copyright © 2017 Noroy and Meyer. This is an open-access article distributed under the terms of the Creative Commons
Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s)
or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. Copyright © 2017 Noroy and Meyer. This is an open-access article distributed under the terms of the Creative Commons
Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s)
or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. April 2017 | Volume 7 | Article 120 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org
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https://openalex.org/W3100022931
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https://www.aanda.org/articles/aa/pdf/2019/03/aa35253-19.pdf
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English
| null |
First direct detection of an exoplanet by optical interferometry; Astrometry and K-band spectroscopy of HR8799 e
|
arXiv (Cornell University)
| 2,019
|
cc-by
| 6,344
|
⋆The reduced spectrum is available at the CDS via anonymous ftp
to cdsarc.u-strasbg.fr (130.79.128.5) or via http://cdsarc.
u-strasbg.fr/viz-bin/qcat?J/A+A/623/L11.
⋆⋆Based on observations collected at the European Organisation for
Astronomical Research in the Southern Hemisphere, ID 60.A-9102(G).
⋆⋆⋆51 Pegasi b Fellow. Received 12 February 2019 / Accepted 28 February 2019 Received 12 February 2019 / Accepted 28 February 2019 ABSTRACT Aims. To date, infrared interferometry at best achieved contrast ratios of a few times 10−4 on bright targets. GRAVITY, with its dual-field mode,
is now capable of high contrast observations, enabling the direct observation of exoplanets. We demonstrate the technique on HR 8799, a young
planetary system composed of four known giant exoplanets. Methods. We used the GRAVITY fringe tracker to lock the fringes on the central star, and integrated off-axis on the HR 8799 e planet situated at
390 mas from the star. Data reduction included post-processing to remove the flux leaking from the central star and to extract the coherent flux
of the planet. The inferred K band spectrum of the planet has a spectral resolution of 500. We also derive the astrometric position of the planet
relative to the star with a precision on the order of 100 µas. Results. The GRAVITY astrometric measurement disfavors perfectly coplanar stable orbital solutions. A small adjustment of a few degrees to
the orbital inclination of HR 8799 e can resolve the tension, implying that the orbits are close to, but not strictly coplanar. The spectrum, with
a signal-to-noise ratio of ≈5 per spectral channel, is compatible with a late-type L brown dwarf. Using Exo-REM synthetic spectra, we derive a
temperature of 1150 ± 50 K and a surface gravity of 104.3±0.3 cm s2. This corresponds to a radius of 1.17+0.13
−0.11 RJup and a mass of 10+7
−4 MJup, which
is an independent confirmation of mass estimates from evolutionary models. Our results demonstrate the power of interferometry for the direct
detection and spectroscopic study of exoplanets at close angular separations from their stars. Key words. stars: individual: HR 8799 – planets and satellites: atmospheres – planet-star interactions – techniques: interferometric Open Access article, published by EDP Sciences, under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Astronomy
&
Astrophysics Astronomy
&
Astrophysics A&A 623, L11 (2019)
https://doi.org/10.1051/0004-6361/201935253
c⃝S. Lacour et al. 2019 Astronomy
&
Astrophysics A&A 623, L11 (2019)
https://doi.org/10.1051/0004-6361/201935253
c⃝S. Lacour et al. 2019 LETTER TO THE EDITOR LETTER TO THE EDITOR First direct detection of an exoplanet by optical interferometry
Astrometry and K-band spectroscopy of HR 8799 e⋆,⋆⋆
GRAVITY Collaboration: S. Lacour1,2, M. Nowak1, J. Wang20,⋆⋆⋆, O. Pfuhl2, F. Eisenhauer2, R. Abuter8,
A. Amorim6,14, N. Anugu7,22, M. Benisty5, J. P. Berger5, H. Beust5, N. Blind10, M. Bonnefoy5, H. Bonnet8,
P. Bourget9, W. Brandner3, A. Buron2, C. Collin1, B. Charnay1, F. Chapron1, Y. Clénet1, V. Coudé du Foresto1,
P. T. de Zeeuw2,12, C. Deen2, R. Dembet1, J. Dexter2, G. Duvert5, A. Eckart4,11, N. M. Förster Schreiber2, P. Fédou1,
P. Garcia7,9,14, R. Garcia Lopez15,3, F. Gao2, E. Gendron1, R. Genzel2,13, S. Gillessen2, P. Gordo6,14,
A. Greenbaum16, M. Habibi2, X. Haubois9, F. Haußmann2, Th. Henning3, S. Hippler3, M. Horrobin4, Z. Hubert1,
A. Jimenez Rosales2, L. Jocou5, S. Kendrew17,3, P. Kervella1, J. Kolb9, A.-M. Lagrange5, V. Lapeyrère1,
J.-B. Le Bouquin 5, P. Léna1, M. Lippa2, R. Lenzen3, A.-L. Maire19,3, P. Mollière12, T. Ott2, T. Paumard1,
K. Perraut5, G. Perrin1, L. Pueyo18, S. Rabien2, A. Ramírez9, C. Rau2, G. Rodríguez-Coira1, G. Rousset1,
J. Sanchez-Bermudez21,3, S. Scheithauer3, N. Schuhler9, O. Straub1,2, C. Straubmeier4, E. Sturm2, L. J. Tacconi2,
F. Vincent1, E. F. van Dishoeck2,12, S. von Fellenberg2, I. Wank4, I. Waisberg2, F. Widmann2, E. Wieprecht2,
M. Wiest4, E. Wiezorrek2, J. Woillez8, S. Yazici2,4, D. Ziegler1, and G. Zins9 1. Introduction atmospheres. More precisely, the L-T transition is an important
observable for understanding the evolution of atmospheres as a
function of temperature. At lower temperatures (<1200 K), opac-
ity changes due to the transition of CO to methane in chemi-
cal equilibrium, and the likely disappearance of silicate and iron
clouds under the photosphere, makes the spectral appearance of
T-type BDs bluer. On the contrary, young giant exoplanets of
temperature ≈1000 K still have redder near-infrared colors typ-
ical of late-L BDs. This is explained by the relatively low sur-
face gravity (g ≤104 cm s2), and hence larger scale heights,
in planetary atmospheres. However, the exact cause (cloud
properties and/or vertical chemical mixing) is not properly
understood (Allard et al. 2012). Once the problem of cloud for-
mation and chemical processes are solved (Helling et al. 2014;
Moses et al. 2016), the determination of the molecular com-
position of exoplanet atmospheres will become a crucial tool
toward understanding the formation process of planets: the Obtaining accurate orbits, masses, and atmospheric spectra of
directly imaged planets is key to determining their natures and,
ultimately, their formation histories. Here we demonstrate the
power of a new technique, using optical interferometry, to obtain
this information for an exoplanet as close as 390 mas to its parent
star. Because they are better known, the spectra of brown dwarfs
(BD) are often used as references to classify the young exoplanet L11, page 1 of 6 A&A 623, L11 (2019) 0
10
20
30
40
50
60
70
Spatial frequency (M )
10
5
10
4
10
3
10
2
10
1
100
Visibility
mag=10.7
Stellar visibility
incoherent flux
UT1-UT2
UT1-UT3
UT2-UT3
UT1-UT4
UT2-UT4
UT3-UT4
-50
-25
0
25
50
U (M )
-50
-25
0
25
50
V (M )
HR8799e
Fig. 1. Colored lines are HR 8799 e visibilities |Vplanet|, as defined by Eq. (1), obtained from the ratio between the coherent flux observed on the
planet and on the star. The underlying dotted colored lines correspond to the errors estimated by the pipeline. The theoretical stellar visibility
corresponds to the black dashed line (uniform disk of diameter 0.342 mas). The upper horizontal dotted black line corresponds to the observed
incoherent flux (stellar flux leaking in the planet’s field). The lower horizontal dotted black line corresponds to the theoretical visibility of a planet
10.7 mag fainter than the star. 1. Introduction Right inset: coverage of the spatial frequency plane, east is to the right. The arrow indicates the direction of the
planet situated to the northwest of the star. Fig. 1. Colored lines are HR 8799 e visibilities |Vplanet|, as defined by Eq. (1), obtained from the ratio between the coherent flux observed on the
planet and on the star. The underlying dotted colored lines correspond to the errors estimated by the pipeline. The theoretical stellar visibility
corresponds to the black dashed line (uniform disk of diameter 0.342 mas). The upper horizontal dotted black line corresponds to the observed
incoherent flux (stellar flux leaking in the planet’s field). The lower horizontal dotted black line corresponds to the theoretical visibility of a planet
10.7 mag fainter than the star. Right inset: coverage of the spatial frequency plane, east is to the right. The arrow indicates the direction of the
planet situated to the northwest of the star. Sect. 2 we present the GRAVITY observation of HR 8799 e
and the data reduction. HR 8799 is a bright (K = 5.24 mag),
nearby (d = 39.4 ± 0.1 pc) A5 star. We know that at least
four planets are orbiting the star (the first three discovered by
Marois et al. 2008). In Sect. 3 we present a new astrometric mea-
surement of the fourth planet (K = 15.9 mag), discovered in
2010 by Marois et al. (2010) at 368 ± 9 mas from its host star. The youth of the star (≈30 Myr, member of the Columba Associ-
ation Malo et al. 2013), implies that the planet is still warm from
its initial gravitational energy. In Sect. 4 we use the K-band spec-
tra and photometry to constrain its spectral type, temperature,
and radius. Finally, in Sect. 5, we summarize our results and
briefly address the prospects of the interferometric technique. atomic ratio or even isotope ratio will change depending on
the conditions of formation. For example, the C-to-O ratio
in the gas of a protoplanetary disk is predicted to increase
outwards past the H2O (≈140 K), CO2 (≈50 K), or even CO
(≈20 K) ice-lines (Öberg et al. 2011): C/O in the planet atmo-
sphere should therefore change depending on where in a disk
planets form and how much gas and how many planetesi-
mals they accrete (Mordasini et al. 2016). 1. Introduction Similarly, the D-to-
H ratio in planets can be linked to the accretion of icy bodies
(Feuchtgruber et al. 2013) and can be seen in molecular absorp-
tion spectra (Mollière & Snellen 2019). The study of cloud properties and composition requires spec-
tral information, which can currently only be obtained by two
means: transit spectroscopy or thermal emission spectroscopy. Transit spectroscopy is best for characterizing planets in close
orbit around the host star, with puffy (inflated) irradiated atmo-
spheres (Crossfield 2015, and references herein). Thermal emis-
sion spectroscopy is more adapted to young, self-luminous
planets in orbits with a semimajor axis of a few tens of AU
around the host star. Young planets are warm as they still pos-
sess excess entropy tracing back to the formation process (e.g.,
Marleau & Cumming 2014). The difficulty with emission spec-
troscopy is that a planet’s signal is contaminated by stellar pho-
tons, which vary in time with changing observing conditions,
resulting in a spatially and spectrally varying speckle pattern. One of the solutions for emission spectroscopy is to go to space
to benefit from a stable point spread function. Another is to use
high contrast and high angular resolution observations on 8 m
to 10 m class telescopes from the ground, and to deconvolve
the image to remove the speckles by using spectro-spatial cor-
relations. This is typically done using integral field spectroscopy
and techniques like spectral differential imaging (Rameau et al. 2015) or angular differential imaging (Marois et al. 2006). L11, page 2 of 6 2. Observations and data reduction The observations were obtained with the VLTI using the
four 8 m Unit Telescopes and the GRAVITY instrument
(Eisenhauer et al. 2011; Gravity Collaboration 2017) on 28
August 2018. GRAVITY can observe two objects located
in the VLTI field of view by simultaneously injecting, at
each telescope coudé focus, the light of each object into
a separate single-mode fiber. The two fibers have an effec-
tive field of view equal to ≈60 mas, the K-band diffraction
limit of a single telescope (Pfuhl et al. 2014). Each object is
thus interferometrically observed separately, but an ultrapre-
cise laser telemetry constantly monitors the differential opti-
cal path between the two objects. The first fiber of GRAVITY
was placed on the star for fringe tracking (Lacour et al. 2019)
and phase referencing. The second fiber was centered sequen-
tially on the planet and on the star, situated at ≈390 mas from
each other. This second fiber fed the science spectrometer con-
figured at medium resolution (R = 500). Observations of the
star were used to calibrate the observation of the planet. Because
of the faintness of the planet, a detector integration time (DIT)
of 100 s was required. As the star is more than 10 mag brighter
than the planet in K band, a DIT of 1 s was sufficient for the With the technique presented in this paper, we go one step
further by using the resolving power of the ≈100 m baselines
offered by optical interferometry to distinguish between the
coherent flux originating from the star and from the planet. In L11, page 2 of 6 GRAVITY Collaboration: Astrometry and K-band spectroscopy of HR 8799 e and K-band spectroscopy of HR 8799 e
Table 2. Astrometry on HR 8799 e. MJD
∆RA
∆Dec
Covariance
(mas)
(mas)
(mas2)
58358.190
−357.63
163.59
58358.205
−357.68
163.63
58358.217
−357.54
163.05
58358.241
−357.58
163.28
58358.255
−357.61
163.12
58358.269
−357.62
163.22
58358.282
−357.80
163.41
Global
−357.64 ± 0.07
163.34 ± 0.18
−0.00668
800
600
400
200
0
200
400
R.A. Offset (mas)
400
200
0
200
400
Decl. Offset (mas)
400
300
200
100
0
100
358
357
163.0
163.5
Fig. 2. Keplerian orbit fit of HR 8799 e. The black point is the
GRAVITY measurement, and the gray points are from previous astrom-
etry (Konopacky et al. 2016; Wang et al. 2018a). The yellow lines are
250 random draws from the posterior. 2. Observations and data reduction The orbit determination is cur-
rently limited by the mas-level astrometry of the previous epochs (top
inset). Image magnified by ∼200x to display the uncertainties in the
GRAVITY astrometry. The plotted error bars are rotated to be aligned
with the principal axes of the error ellipse. Bottom inset: image magni-
fied by ∼2x to display the uncertainties in the previous measurements. Table 1. Observing log (data taken on 2018-Aug-28). Target UT Time
DIT
NDIT Seeing
τ0
Airmass par. angle
Planet 04:33:59 100 s
10
0.8′′
4.9 ms
1.48
−164.3◦
Star
04:51:27
1 s
50
0.5′′
7.1 ms
1.45
−169.6◦
Sky
04:52:56
1 s
50
0.5′′
6.7 ms
1.45
−170.0◦
Planet 04:54:35 100 s
10
0.6′′
6.2 ms
1.45
−170.6◦
Planet 05:11:55 100 s
10
0.6′′
6.2 ms
1.44
−176.0◦
Sky
05:29:27 100 s
10
0.4′′
8.5 ms
1.44
178.5◦
Planet 05:46:56 100 s
10
0.5′′
6.3 ms
1.44
172.9◦
Planet 06:07:13 100 s
10
0.6′′
5.6 ms
1.47
166.7◦
Star
06:24:42
1 s
50
0.8′′
4.2 ms
1.50
161.5◦
Sky
06:26:10
1 s
50
0.8′′
3.9 ms
1.50
161.1◦
Planet 06:28:04 100 s
10
0.7′′
4.9 ms
1.50
160.5◦
Planet 06:45:25 100 s
10
0.7′′
6.2 ms
1.55
155.7◦
Sky
07:04:02 100 s
10
1.0′′
3.6 ms
1.62
150.9◦
Notes. τ0 is the coherence time in the visual (500 nm); par. angle is the
parallactic angle. Table 2. Astrometry on HR 8799 e. Table 1. Observing log (data taken on 2018-Aug-28). 800
600
400
200
0
200
400
R.A. Offset (mas)
400
200
0
200
400
Decl. Offset (mas)
400
300
200
100
0
100
358
357
163.0
163.5 Notes. τ0 is the coherence time in the visual (500 nm); par. angle is the
parallactic angle. science channel observations of the star. Seeing conditions were
average to good. The log of the observations is presented in
Table 1, where exposures on the planet are shown along the sky
and stellar calibration exposures. p
The frequency plane and the amplitude of the planet’s vis-
ibilities are presented in Fig. 1. The colored dotted lines below
the visibilities are the errors estimated by the pipeline. The mean
S/N per spectral channel is ≈5. The detailed data reduction pro-
cedure will be presented by Nowak et al. (in prep.). The main
steps are as follows: 400
200
0
R.A. Offset (mas) Fig. 2. Keplerian orbit fit of HR 8799 e. 1 The pipeline in its version 1.1.2 is currently available at https://
www.eso.org/sci/software/pipelines/gravity. 2. Observations and data reduction The black point is the
GRAVITY measurement, and the gray points are from previous astrom-
etry (Konopacky et al. 2016; Wang et al. 2018a). The yellow lines are
250 random draws from the posterior. The orbit determination is cur-
rently limited by the mas-level astrometry of the previous epochs (top
inset). Image magnified by ∼200x to display the uncertainties in the
GRAVITY astrometry. The plotted error bars are rotated to be aligned
with the principal axes of the error ellipse. Bottom inset: image magni-
fied by ∼2x to display the uncertainties in the previous measurements. p
1. Extraction of the coherent flux (the VISDATA) for individual
files using the ESO GRAVITY pipeline1; 2. Derivation of the position of the planet with respect to the
star by fitting the coherent flux with models of the coherent
flux from the star and from the planet; 3. Removal of the coherent flux of stellar origin by linear
decomposition on the models of step 2. This step assumes
the position of the planet from step 2; 4. Normalization in phase and amplitude of the remaining
coherent flux by the coherent flux observed on the star mul-
tiplied by the theoretical visibility function of the star. This
gives the complex visibility of the planet 4. Normalization in phase and amplitude of the remaining
coherent flux by the coherent flux observed on the star mul-
tiplied by the theoretical visibility function of the star. This
gives the complex visibility of the planet The upper dotted black line corresponds to the average resid-
ual flux from the star entering the science spectrometer. The
lower dotted black line corresponds to the theoretical flux of an
unresolved source with a 10.7 difference in magnitude. Vplanet = VISDATAplanet
VISDATA∗
star
× 2J1(πθstaru)
πθstaru
,
(1) (1) 3. Relative astrometry where J1 is a Bessel function of the first kind, of order 1; θstar
is the stellar diameter; and u is the spatial frequency in rad−1. The amplitude of Vplanet is plotted as solid curves in Fig. 1; where J1 is a Bessel function of the first kind, of order 1; θstar
is the stellar diameter; and u is the spatial frequency in rad−1. The amplitude of Vplanet is plotted as solid curves in Fig. 1;
5. Retrieval of the spectrum of the planet by assuming a diam-
eter for the planet and a synthetic stellar spectrum: where J1 is a Bessel function of the first kind, of order 1; θstar
is the stellar diameter; and u is the spatial frequency in rad−1. The amplitude of Vplanet is plotted as solid curves in Fig. 1; where J1 is a Bessel function of the first kind, of order 1; θstar
is the stellar diameter; and u is the spatial frequency in rad−1. The amplitude of Vplanet is plotted as solid curves in Fig. 1;
5. Retrieval of the spectrum of the planet by assuming a diam-
eter for the planet and a synthetic stellar spectrum: In the same way as we can disentangle the complex coherent
energy from the star and the planet, it is also possible to fit
the wavelength dependence of the phase, which is tantamount
to measuring a separation. Each fit, for each baseline, gives a
χ2 minimum for an optimal optical path difference (OPD). This
OPD corresponds to an angular separation projected in the direc-
tion of the baseline vector. Several of these optimal OPDs are
necessary to derive a position. By combining all the baselines
together, we can use each exposure file separately, giving the
seven optimal positions listed in Table 2. The global minimum
is at ∆RA = −357.64 ± 0.07 mas and ∆Dec = 163.34 ± 0.18 mas
with highly elliptical uncertainty (covariance of −0.00668 mas2). Along the longest baseline (position angle, PA = 78◦) the 1σ
uncertainty is 55 µas. Orthogonal to that baseline (PA = 168◦)
the uncertainty is 190 µas. The plate scale and true north error
is negligible at that level (>50 µas) as the spatial frequencies are
defined by the physical position of the telescopes. Atmospheric
dispersion is also negligible. A detailed description of the error is the stellar diameter; and u is the spatial frequency in rad
. 3. Relative astrometry The red curve is the X-SHOOTER spectrum of the bro
d
f L h
16 A f
L di
t l (2015)
th d t th GRAVITY
l ti
Th
d
d
2
i 2 4 (
236◦
f f
d
) Th Fig. 3. GRAVITY K band spectrum of HR8799 e at spectral resolution 500 (gray points). The red curve is the X-SHOOTER spectrum of the brown
dwarf Luhman 16 A from Lodieu et al. (2015), smoothed to the GRAVITY resolution. The reduced χ2
red is 2.4 (over 236◦of freedom). The orange
curve is the best fit of the Exo-REM models from Charnay et al. (2018). The reduced χ2
red is 2.7. The dashed curve is the K-band GPI spectrum
from Greenbaum et al. (2018). The square dots are the SPHERE photometry from Zurlo et al. (2016). 400
600
800
1000
1200
1400
1600
1800
2000
Temperature (K)
3.0
3.5
4.0
4.5
5.0
5.5
6.0
log(g)
R = 5Rjup
R = 2Rjup
R = 1Rjup
R = 0.7Rjup
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
2
red 400
600
800
1000
1200
1400
1600
1800
2000
Temperature (K)
3.0
3.5
4.0
4.5
5.0
5.5
6.0
log(g)
R = 5Rjup
R = 2Rjup
R = 1Rjup
R = 0.7Rjup
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
2
red
Fig. 4. Reduced χ2 as a function of effective temperature and surface
gravity from a grid of Exo-REM models (Charnay et al. 2018). The yel-
low contours correspond to the 5σ error, indicating a valley of possible
temperatures between 1100 and 1200 K. The vertical lines correspond
to the planet’s radius from the model K-band luminosity assuming a
distance of 39.4 pc. terms of interferometric astrometry is presented in Lacour et al. (2014). As this astrometry is an order of magnitude more precise
than the best measurements made by direct imaging instru-
ments (Wang et al. 2018a), we investigate the orbital constraints
provided by this datapoint. We fit a single Keplerian orbit
by combining this measurement with the astrometry reported
in Konopacky et al. (2016) and Wang et al. (2018a). Given
the assymetry in the GRAVITY measurement, we fit for the
location of the planet at the GRAVITY epoch in a rotated
frame that is aligned with the two principal axes of the error
ellipse (top inset of Fig. 2). 3. Relative astrometry We use the parallel-tempered
Markov chain Monte Carlo sampler (Foreman-Mackey et al. 2013; Vousden et al. 2016) in the orbit fitting code orbitize
(Blunt et al. 2019) to estimate the orbital parameters and find a
semimajor axis of 16.4+2.1
−1.1 AU, an eccentricity of 0.15 ± 0.08,
and an inclination of 25◦± 8◦. A single 100 µas precision point
is able to significantly constrain the position of the planet at the
epoch of observation, but the determination of the planet’s veloc-
ity, acceleration, and orbital properties are still dominated by the
mas-level uncertainties in the previous astrometry. We therefore
defer a thorough dynamical study to a time when multi-epoch
orbital monitoring of the planet with VLTI/GRAVITY has been
obtained. 000
00
0
Temperature (K) Fig. 4. Reduced χ2 as a function of effective temperature and surface
gravity from a grid of Exo-REM models (Charnay et al. 2018). The yel-
low contours correspond to the 5σ error, indicating a valley of possible
temperatures between 1100 and 1200 K. The vertical lines correspond
to the planet’s radius from the model K-band luminosity assuming a
distance of 39.4 pc. We can also compare the location of the planet measured
by GRAVITY with the ∆RA = −352.6+3.1
−2.6 mas and ∆Dec =
−157.9 ± 1.8 mas predicted by the dynamically stable coplanar
solutions from Wang et al. (2018a). The positions are inconsis-
tent by 5 mas in both axes and none of the 9792 stable copla-
nar orbits are consistent with our measurement at the 3σ level. With this single astrometric point, we are therefore able to disfa-
vor dynamically stable configurations in which the four planets
are perfectly coplanar. Changing the inclination of HR 8799 e by
≈−2◦accounts for this 5 mas difference, and Wang et al. (2018a)
did find 14 stable non-coplanar orbits with mutual inclinations
of less 8◦out of 20 million trials. We note that given the uncer-
tainties in the orbital planes of the other three planets, we can-
not pinpoint the mutual inclinations of the planets in this simple
analysis. Continued monitoring of the orbit with GRAVITY can
further constrain the planet’s orbital elements, allowing a search
for dynamically stable non-coplanar orbital solutions to be com-
putationally tractable and providing more accurate constraints
on the masses of the multiple planets. 3. Relative astrometry The amplitude of Vplanet is plotted as solid curves in Fig. 1; p
5. Retrieval of the spectrum of the planet by assuming a diam-
eter for the planet and a synthetic stellar spectrum: Fplanet =
|Vplanet|Fstar
2J1(πθplanetu)/πθplanetu·
(2) (2) The stellar diameter is assumed to be θstar = 0.342 ± 0.008 mas
(Baines et al. 2012) and is plotted as the black dashed line in
Fig. 1. The planet diameter is assumed to be negligible at the
resolution of the interferometer. For the star, we used a BT-
NextGen model (T = 7400 K, [Fe/H] = −0.5, and log(g) =
4.0) from Hauschildt et al. (1999), scaled for a K-band flux of
3.191 × 10−12 Wm−2 µm−1. The stellar diameter is assumed to be θstar = 0.342 ± 0.008 mas
(Baines et al. 2012) and is plotted as the black dashed line in
Fig. 1. The planet diameter is assumed to be negligible at the
resolution of the interferometer. For the star, we used a BT-
NextGen model (T = 7400 K, [Fe/H] = −0.5, and log(g) =
4.0) from Hauschildt et al. (1999), scaled for a K-band flux of
3.191 × 10−12 Wm−2 µm−1. L11, page 3 of 6 L11, page 3 of 6 A&A 623, L11 (2019) 1.9
2.0
2.1
2.2
2.3
2.4
2.5
Wavelength ( m)
0.00
0.01
0.02
0.03
F
(10
14Wm
2 m
1)
Luhman 16A
Exo-REM T=1150K / log(g)=4.3
GPI data
SPHERE photometry
GRAVITY data
Fig. 3. GRAVITY K band spectrum of HR8799 e at spectral resolution 500 (gray points). The red curve is the X-SHOOTER spectrum of the brown
dwarf Luhman 16 A from Lodieu et al. (2015), smoothed to the GRAVITY resolution. The reduced χ2
red is 2.4 (over 236◦of freedom). The orange
curve is the best fit of the Exo-REM models from Charnay et al. (2018). The reduced χ2
red is 2.7. The dashed curve is the K-band GPI spectrum
from Greenbaum et al. (2018). The square dots are the SPHERE photometry from Zurlo et al. (2016). 1.9
2.0
2.1
2.2
2.3
2.4
2.5
Wavelength ( m)
0.00
0.01
0.02
0.03
F
(10
14Wm
2 m
1)
Luhman 16A
Exo-REM T=1150K / log(g)=4.3
GPI data
SPHERE photometry
GRAVITY data
Fig. 3. GRAVITY K band spectrum of HR8799 e at spectral resolution 500 (gray points). L11, page 4 of 6 Acknowledgements.
GRAVITY was developed via a collaboration of the Max
Planck Institute for Extraterrestrial Physics, LESIA of Paris Observatory and
IPAG of Université Grenoble Alpes/CNRS, the Max Planck Institute for Astron-
omy, the University of Cologne, the Centro Multidisciplinar de Astrofisica 306 Gagné, J., Faherty, J. K., Cruz, K. L., et al. 2015, ApJS, 219, 33
Gravity Collaboration (Abuter, R., et al.) 2017, A&A, 602, A94 y
(
,
,
)
,
,
,
9
Greenbaum, A. Z., Pueyo, L., Ruffio, J.-B., et al. 2018, AJ, 155, 226 Greenbaum, A. Z., Pueyo, L., Ruffio, J.-B., et al. 2018, AJ, 155, 2 Hauschildt, P. H., Allard, F., Ferguson, J., Baron, E., & Alexander, D. R. 1999,
ApJ, 525, 871 4. Atmosphere of HR 8799 e Part of this work
was supported by the European Union under ERC grant 639248 LITHIUM. J.W. is supported by the Heising-Simons Foundation 51 Pegasi b postdoc-
toral fellowship. A.A., P.G., and N.A. acknowledge funding from Fundação
para a Ciência e Tecnologia through grants PTDC/CTE-AST/116561/2010,
SFRH/BD/52066/2012, COMPETE FCOMP-01-0124-FEDER-019965, UID/
FIS/00099/2013, and SFRH/BSAB/142940/2018. R.G.L. acknowledges funding
by H2020 Marie Curie fellowship 706320. 1 LESIA, Observatoire de Paris, Université PSL, CNRS, Sorbonne
Université, Univ. Paris Diderot, Sorbonne Paris Cité, 5 place Jules
Janssen, 92195 Meudon, France
e-mail:
sylvestre.lacour@obspm.fr, mathias.nowak@obs
pm.fr 5. Summary and conclusions p
Helling, C., Woitke, P., Rimmer, P. B., et al. 2014, Life, 4, 142 Helling, C., Woitke, P., Rimmer, P. B., et al. 2014, Life, 4, 142
K
k
Q M B
T S M
i
h B A & M
i
C 2013 S i Konopacky, Q. M., Barman, T. S., Macintosh, B. A., & Marois, C. 2013, Science,
339, 1398 Interferometric astrometry, an order of magnitude more accu-
rate than direct imaging, opens new possibilities to study the
dynamics of planetary systems. With just a single data point
from GRAVITY, we can strongly disfavor perfectly coplanar
stable orbits for the HR 8799 planets. As the dynamics probe
the masses, formation history, and the future system architec-
ture, interferometric orbital monitoring at the 10–100 µas level
can significantly improve our understanding of directly imaged
systems. Konopacky, Q. M., Marois, C., Macintosh, B. A., et al. 2016, AJ, 152, 28
Lacour, S., Eisenhauer, F., Gillessen, S., et al. 2014, A&A, 567, A75 Lacour,
S.,
Dembet,
R.,
Abuter,
R.,
et
al. 2019,
A&A,
accepted
[arXiv:1901.03202] Lodieu, N., Osorio, M. R. Z., Rebolo, R., et al. 2015, A&A, 581, A73
Luhman, K. L. 2013, ApJ, 767, L1 Malo, L., Doyon, R., Lafrenière, D., et al. 2013, ApJ, 762, 88 Marleau, G.-D., & Cumming, A. 2014, MNRAS, 437, 1378 Marois, C., Lafreniere, D., Doyon, R., Macintosh, B., & Nadeau, D. 2006, ApJ,
641, 556 y
Based on the K-band spectrum, we confirm a spectral type
(≈L7), equivalent to a higher temperature BD. The discrepancy
between spectral type (T > 1400 K; Schweitzer et al. 2002)
and effective temperature derived from wide-band photometry
(T < 1200 K) can be solved by using models taking the lower
surface gravity into account. It is interesting to note that the
GRAVITY K-band spectrum does constrain this low surface
gravity, as shown by the residual map in Fig. 4. We determine
a surface gravity compatible with a 10 MJup planet. Marois, C., Macintosh, B., Barman, T., et al. 2008, Science, 322, 1348 Marois, C., Zuckerman, B., Konopacky, Q. M., Macintosh, B., & Barman, T. 2010, Nature, 468, 1080 Mollière, P., & Snellen, I. A. G. 2019, A&A, 622, A139 Mordasini, C., van Boekel, R., Mollière, P., Henning, T., & Benneke, B. 2016,
ApJ, 832, 41 Moses, J. I., Marley, M. S., Zahnle, K., et al. 2016, ApJ, 829, 66
Öberg, K. I., Murray-Clay, R., & Bergin, E. A. 4. Atmosphere of HR 8799 e The GRAVITY spectrum of HR 8799 e was obtained by multi-
plying the visibility of the planet with the theoretical spectrum of
the star. This is following Eq. (2) and assuming θplanet = 0. The
resulting spectrum is represented as the gray points in Fig. 3. The CO-band head at 2.29 µm is the most prominent feature. As
already mentioned by Konopacky et al. (2013) and Wang et al. (2018b) for HR8799 c, no clear CH4 absorption is seen, in agree-
ment with a typical L-type BD spectrum. Using H and K band
GPI spectra, Greenbaum et al. (2018) obtained a best fit with the
spectrum of the brown dwarf WISE J1049-5319A (also called
Luhman 16 A from Luhman 2013) of spectral type L7.5. The
fit is equally good with the GRAVITY spectrum, and gives a
reduced χ2
red of 2.4. ed
We fitted the catalog of BD spectra from the Montreal library
(Gagné et al. 2015; Robert et al. 2016) to try to narrow down the
spectral type from K-band spectroscopy only. With a reduced
χ2 of 2.4, the best fit indicates a spectral type close to L7 BD, L11, page 4 of 6 L11, page 4 of 6 GRAVITY Collaboration: Astrometry and K-band spectroscopy of HR 8799 e GRAVITY Collaboration: Astrometry and K-band spectroscopy of HR 8799 e GRAVITY Collaboration: Astrometry and K-band spectroscopy of HR 8799 e in agreement with Bonnefoy et al. (2016) and Greenbaum et al. (2018). A T-type BD spectrum is clearly ruled out. The reduced
χ2 increases to 3 for spectral types ≈L4, which is significant with
230 ◦of freedom. Similarly, we fitted a grid of BT-Settl 2014
synthetic spectra (Baraffe et al. 2015) to derive a temperature
and a surface density. The best fit was obtained for a temperature
of 1400 K and a surface gravity of 104 cm s2. This corresponds
to a planetary radius of 0.8 RJup. Lisbon and Porto, and the European Southern Observatory. Part of this work
was supported by the European Union under ERC grant 639248 LITHIUM. J.W. is supported by the Heising-Simons Foundation 51 Pegasi b postdoc-
toral fellowship. A.A., P.G., and N.A. acknowledge funding from Fundação
para a Ciência e Tecnologia through grants PTDC/CTE-AST/116561/2010,
SFRH/BD/52066/2012, COMPETE FCOMP-01-0124-FEDER-019965, UID/
FIS/00099/2013, and SFRH/BSAB/142940/2018. R.G.L. acknowledges funding
by H2020 Marie Curie fellowship 706320. Lisbon and Porto, and the European Southern Observatory. 6 Universidade de Lisboa – Faculdade de Ciências, Campo Grande,
1749-016 Lisboa, Portugal 2 Max Planck Institute for extraterrestrial Physics, Giessenbach-
straße 1, 85748 Garching, Germany 5. Summary and conclusions 2011, ApJ, 743, L16 Pfuhl, O., Haug, M., Eisenhauer, F., et al. 2014, Optical and Infrared
Interferometry IV, 9146, 914623 y
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,
Rameau, J., Chauvin, G., Lagrange, A. M., et al. 2015, A&A, 581, A80
Robert, J., Gagné, J., Artigau, E., et al. 2016, ApJ, 830, 144
Schweitzer, A., Gizis, J. E., Hauschildt, P. H., et al. 2002, ApJ, 566, 435
Snellen, I. A. G., Brandl, B. R., de Kok, R. J., et al. 2014, Nature, 509, 63
Vousden, W. D., Farr, W. M., & Mandel, I. 2016, MNRAS, 455, 1919
Wang, J. J., Graham, J. R., Dawson, R., et al 2018a, AJ, 156, 192
Wang, J., Mawet, D., Fortney, J. J., et al. 2018b, AJ, 156, 272
Zurlo, A., Vigan, A., Galicher, R., et al. 2016, A&A, 587, A57 Rameau, J., Chauvin, G., Lagrange, A. M., et al. 2015, A&A, 581, A80
Robert, J., Gagné, J., Artigau, E., et al. 2016, ApJ, 830, 144 p
The interferometric technique brings unique possibilities
to characterize exoplanets. With the technique described here,
any planet with Kmag ⪅19, ∆Kmag ⪅11, and separation
⪆100 mas is, in theory, observable with GRAVITY. The num-
bers are still to be refined, but it would mean that GRAVITY
could observe most of the known imaged planets, and maybe
in the near future planets detected by radial velocity. Futher-
more, the good normalization of the continuum spectrum offers
new ways to measure the column density of molecules without
the need for smoothing and cross-correlation (e.g., Snellen et al. 2014; Konopacky et al. 2013). Finally, the idea that an interfer-
ometer can resolve the surface of exoplanets, giving radius and
resolving clouds patchiness, is now becoming more plausible. However, it would require an interferometer with baselines on
the order of 10 km. This could be a goal for ESO after ELT
construction. 1 LESIA, Observatoire de Paris, Université PSL, CNRS, Sorbonne
Université, Univ. Paris Diderot, Sorbonne Paris Cité, 5 place Jules
Janssen, 92195 Meudon, France
e-mail:
sylvestre.lacour@obspm.fr, mathias.nowak@obs
pm.fr 2 Max Planck Institute for extraterrestrial Physics, Giessenbach-
straße 1, 85748 Garching, Germany
3 3 Max Planck Institute for Astronomy, Königstuhl 17, 69117 Heidel-
berg, Germany
4 4 1st Institute of Physics, University of Cologne, Zülpicher Straße 77,
50937 Cologne, Germany
5 5 Univ. References p
This radius being incompatible with evolutionary mod-
els, we turned to the Exo-REM model (Baudino et al. 2015;
Charnay et al. 2018). We found that values of 1150 ± 50 K and
log(g) = 4.3 ± 0.3 (error bars 3σ) correctly reflect the spectrum
in the K band (Fig. 4). According to the luminosity estimated by
the model, it corresponds to a radius of R = 1.17+0.13
−0.11 RJup. This
gives a model-dependent estimate of the mass of HR 8799 e of
10+7
−4 MJup. Simulations with Exo-REM predict that the LT tran-
sition occurs at a lower effective temperature for exoplanets than
for field brown dwarfs, due to effects of pressure on the forma-
tion of iron and silicate clouds. This trend is apparent in Fig. 4,
where the LT transition corresponds to a sudden increase in χ2
and occurs at an effective temperature just 100 K lower than our
best fit. Allard, F., Homeier, D., Freytag, B., & Sharp, C. M. 2012, EAS Pub. Ser., 57, 3
Baines, E. K., White, R. J., Huber, D., et al. 2012, ApJ, 761, 57 Baraffe, I., Homeier, D., Allard, F., & Chabrier, G. 2015, A&A, 577, A42
Baudino, J.-L., Bézard, B., Boccaletti, A., et al. 2015, A&A, 582, A83 Blunt, S., Ngo, H., Wang, J., et al. 2019, Sblunt/Orbitize: Expand Default Orbit
Plots (Zenodo) Bonnefoy, M., Zurlo, A., Baudino, J. L., et al. 2016, A&A, 587, A58 Charnay, B., Bézard, B., Baudino, J.-L., et al. 2018, ApJ, 854, 172
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306 5. Summary and conclusions Grenoble Alpes, CNRS, IPAG, 38000 Grenoble, Fr
6 6 Universidade de Lisboa – Faculdade de Ciências, Campo Grande,
1749-016 Lisboa, Portugal L11, page 5 of 6 L11, page 5 of 6 A&A 623, L11 (2019) 15 Dublin Institute for Advanced Studies, 31 Fitzwilliam Place, Dublin
2, Ireland 7 Faculdade de Engenharia, Universidade do Porto, rua Dr. Roberto
Frias, 4200-465 Porto, Portugal g
8 European Southern Observatory, Karl-Schwarzschild-Straße 2,
85748 Garching, Germany 16 Department of Astronomy, University of Michigan, Ann Arbor, MI
48109, USA 17 European Space Agency, Space Telescope Science Institute, 3700
San Martin Drive, Baltimore, MD 21218, USA 9 European Southern Observatory, Casilla 19001, Santiago 19, Chile 10 Observatoire de Genève, Université de Genève, 51 Ch. des Mail-
lettes, 1290 Versoix, Switzerland 18 Space Telescope Science Institute, Baltimore, MD 21218, USA ,
,
11 Max Planck Institute for Radio Astronomy, Auf dem Hügel 69,
53121 Bonn, Germany 19 STAR Institute, Université de Liège, Allée du Six Août 19c, 4000
Liège, Belgium y
12 Sterrewacht Leiden, Leiden University, Postbus 9513, 2300 RA Lei-
den, The Netherlands 20 Department of Astronomy, California Institute of Technology,
Pasadena, CA 91125, USA ,
13 Departments of Physics and Astronomy, Le Conte Hall, University
of California, Berkeley, CA 94720, USA 21 Instituto de Astronomía, Universidad Nacional Autónoma de Méx-
ico, Apdo. Postal 70264, Ciudad de México 04510, Mexico y
14 CENTRA – Centro de Astrofísica e Gravitação, IST, Universidade
de Lisboa, 1049-001 Lisboa, Portugal 22 School of Physics, Astrophysics Group, University of Exeter,
Stocker Road, Exeter EX4 4QL, UK L11, page 6 of 6
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https://discovery.ucl.ac.uk/id/eprint/10162755/1/Medium%20and%20long-term%20efficacy%20of%20psychoeducational%20family%20intervention%20for%20bipolar%20I%20disorder%20Results%20from%20a%20real-world%2C%20mul.pdf
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English
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Medium and long‐term efficacy of psychoeducational family intervention for bipolar I disorder: Results from a real‐world, multicentric study
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Bipolar disorders
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This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
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© 2022 The Authors. Bipolar Disorders published by John Wiley & Sons Ltd. DOI: 10.1111/bdi.13182 DOI: 10.1111/bdi.13182 O R I G I N A L A R T I C L E Bipolar Disorders. 2022;24:647–657. Medium and long-term efficacy of psychoeducational family
intervention for bipolar I disorder: Results from a real-world,
multicentric study Mario Luciano1
| Gaia Sampogna1 | Valeria Del Vecchio1 | Vincenzo Giallonardo1 |
Arcangelo Di Cerbo1 | Carmela Palummo1 | Claudio Malangone2 | Debora Lampis3 |
Franco Veltro4 | Francesco Bardicchia5 | Giusy Ciampini6 | Emanuele Orlandi7 |
Annamaria Moroni8 | Silvia Biondi9 | Massimiliano Piselli10 | Giulia Menculini11 |
Giuseppe Nicolò12 | Enrico Pompili12 | Giuseppe Carrà13
| Andrea Fiorillo1 1Department of Psychiatry, University of Campania “Luigi Vanvitelli”, Naples, Italy
2Mental Health Centre of Ravello, Ravello, Italy
3Mental Health Centre of Lanusei, Lanusei, Italy
4Mental Health Department of Campobasso, Campobasso, Italy
5Mental Health Centre of Grosseto, Grosseto, Italy
6Mental Health Centre of Lanciano, Lanciano, Italy
7Mental Health Centre of Sassuolo, Sassuolo, Italy
8Department of Psychiatry, Niguarda Hospital, Milan, Italy
9Mental Health Centre of Montecatini, Montecatini, Italy
10Mental Health Centre of Foligno, Foligno, Italy
11Department of Psychiatry, University of Perugia, Perugia, Italy
12Mental Health Centre of Colleferro, Colleferro, Italy
13Department of Medicine and Surgery, University of Milano Bicocca, Monza, Italy 1Department of Psychiatry, University of Campania “Luigi Vanvitelli”, Naples, Italy
2Mental Health Centre of Ravello, Ravello, Italy
3Mental Health Centre of Lanusei, Lanusei, Italy
4Mental Health Department of Campobasso, Campobasso, Italy
5Mental Health Centre of Grosseto, Grosseto, Italy
6Mental Health Centre of Lanciano, Lanciano, Italy
7Mental Health Centre of Sassuolo, Sassuolo, Italy
8Department of Psychiatry, Niguarda Hospital, Milan, Italy
9Mental Health Centre of Montecatini, Montecatini, Italy
10Mental Health Centre of Foligno, Foligno, Italy
11Department of Psychiatry, University of Perugia, Perugia, Italy
12Mental Health Centre of Colleferro, Colleferro, Italy
13Department of Medicine and Surgery, University of Milano Bicocca, Monza, Italy Correspondence
Mario Luciano, Department of Psychiatry,
University of Campania “L. Vanvitelli”,
Largo Madonna delle Grazie 1, 80138,
Naples, Italy. Email: mario.luciano@unicampania.it
Funding information
Italian Ministry of Health 1 | INTRODUCTION interventions (PFI) are recommended by the most updated treat-
ment guidelines for bipolar disorder, as adjunctive intervention to
pharmacological treatment13,14 for increasing patients’ and relatives’
knowledge about the illness, improving patients’ adherence to treat-
ment, and reducing hospitalizations and recurrences.15 However,
while most of available studies have explored the short-term effi-
cacy of these interventions, only a few studies have explored the
medium and long-term impact of PFI on clinical, social and family
outcome of patients with bipolar I disorder. Moreover, most studies
have been carried out in tertiary settings, with strict selection crite-
ria and rigorous methodologies,6 being not generalizable to the real
life of patients with BD and their family members. 1 Bipolar disorder (BD) is a chronic psychiatric illness, characterized
by an alternance of depressive and manic or hypomanic episodes. In
addition to mood instability, BD is associated with significant func-
tional impairment, low quality of life, and high suicide rate.1,2 Up to
50% of individuals with bipolar I disorder do not recover from severe
manic episodes within one year, and only about 25% return to their
previous level of functioning.3 While psychotropic medications re-
main the mainstream treatment for bipolar disorder,4 pharmacother-
apy alone allows remission only to a minority of patients.5 BD is associated with severe levels of burden on family members
and on the society at large due to recurrent mood episodes, frequent
hospitalizations, and loss of productivity.3 In particular, several stud-
ies found high levels of burden, expressed emotions,6,7 dysfunc-
tional coping strategies and significant morbidity8 in the majority of
relatives. In fact, taking care of a person with BD is very a demanding
task characterized by a sense of powerlessness, hopelessness, and
inability to positively cope with the situation.9 This study, funded by the Italian Ministry of Health and coordi-
nated by Department of Psychiatry of the University of Campania
“L. Vanvitelli”, has been carried out in 11 randomly selected Italian
mental health centres. The primary aim of our study was to explore
the efficacy of the Falloon psychoeducational intervention16 in
patients with bipolar I disorder and relatives as add-on therapy to
treatment as usual (TAU) compared to TAU alone in terms of: (1) im-
provement of patients’ global psychopathological status and global
functioning; (2) reduction of relatives’ objective and subjective
burden and improvement of coping strategies. Secondary analyses
allowed us to evaluate the medium and long-term efficacy of this
intervention. 1 | INTRODUCTION In this paper we report the results of our study at 1 and
5 years after the intervention. High levels of family burden are associated with poor patients’
outcome, significant morbidity and mortality,10 poor treatment ad-
herence and frequent relapses and hospitalizations.3 Moreover, pa-
tients living in families with high levels of burden have a reduced
social functioning,6 a poor quality of life11 and present residual
symptoms more frequently than patients living in families with low
levels of family burden.12 Moreover, high levels of family burden are associated also with
significant distress in relatives, who frequently show sleep distur-
bances, mild mental disturbances, depressive symptoms, psycho-
social impairment, emotional exhaustion and a high utilization of
mental and physical health care services.10 Abstract Objectives: This study aims to explore the long-term efficacy of a psychoeducational
family intervention (PFI) in bipolar I disorder at one and five years post-intervention in
terms of improvement of: (1) patients’ symptoms and global functioning and (2) rela-
tives’ objective and subjective burden and coping strategies. Methods: This is a multicentre, real-world, controlled, outpatient trial. Recruited pa-
tients and key-relatives were consecutively allocated to the experimental interven-
tion or treatment as usual. Patients were assessed at baseline, and after one and five
years. Results: One hundred and thirty-seventh number families have been recruited;
70 have been allocated to the experimental intervention, and 67 have been allocated
to the control group. We observed an increasing positive effect of the PFI on patients’
clinical status, global functioning and objective and subjective burden after one year. wileyonlinelibrary.com/journal/bdi Bipolar Disorders. 2022;24:647–657. 648 | 648 LUCIANO et al. We also found a reduction in the levels of relatives’ objective and subjective burden
and a significant improvement in the levels of perceived professional support and of
coping strategies. The efficacy of PFI on patients’ clinical status was maintained at
five years from the end of the intervention, in terms of relapses, hospitalizations and
suicide attempts. Conclusions: The study showed that the provision of PFI in real-world settings is as-
sociated with a significant improvement of patients’ and relatives’ mental health and
psychosocial functioning in the long term. We found that the clinical efficacy of the
intervention, in terms of reduction of patients’ relapses, hospitalization and suicide
attempts, persists after 5 years. It is advisable that PFI is provided to patients with BD
I in routine practice. K E Y W O R D S
bipolar I disorder, family, long-term efficacy, psychoeducation, real-world 2 | MATERIALS AND METHODS This is a multicentric real-world controlled study, which included the
following phases: (1) randomly selection of 11 Italian mental health
centres, stratified by geographical area and population density; (2)
development of educational materials and selection of assessment
instruments; (3) training of at least 2 mental health professionals in Despite the evidence of a massive involvement of relatives in
the health care of patients with BD, family supportive interventions
are provided only rarely. In particular, psychoeducational family LUCIANO et al. 649 each participating centre on PFI and on assessment tools; (4) recruit-
ment of at least 16 families of patients with bipolar I disorder in each
centre. level, occupational status, pharmacological and psychosocial
interventions. The Brief Psychiatric Rating Scale (BPRS),17 a semi-structured
interview consisting of 24-items, scoring from 1 (none) to 7 (very se-
vere), grouped in four subscales: positive symptoms, negative symp-
toms, depressive symptoms and manic-hostility symptoms, has been
used to assess patients’ clinical status. Patients referring to the outpatient units of participating men-
tal health centres have been invited to participate if they were: (a)
aged between 18–65 years; (b) in charge to the local mental health
centre for at least 6 months, with at least one access per month;
(c) experiencing an affective episode in the previous three years;
(d) living with at least one adult relative aged 18–70 years; (e) able
to provide written informed consent. Patients who were not clin-
ically stable at recruitment and those suffering from a severe and
disabling chronic physical condition requiring intensive medical
care were excluded. The Disability Assessment Schedule (DAS),18 which includes 11
areas (“self-care”, “participation in daily activities”, “slowness”, “so-
cial withdrawal”, “family participation”, “affective and marital role”,
“parental role”, “social contacts”, “occupational role”, “interest and
information”, and “behavior in emergency situations”), has been used
to assess patients’ social and personal functioning. A total score as-
sessing patients’ overall general functioning is included at the end
of the interview. Higher scores indicate a worse social functioning;
each area of functioning ranges from 1 (excellent functioning) to 6
(very severe dysfunction). All patients who agreed to participate were asked permission
to contact and involve their key-relative(s). For each patient, one or
more key-relative could be recruited. Key-relatives were defined as
those spending the highest number of hours in contact with the pa-
tient during the last year. 2.1 In each participating center, two mental health professionals (one
of them being a psychiatrist) received a training course on the in-
tervention and on the study protocol. The training consisted of
three-monthly sessions, each lasting two and half days (20 h per
session). Five supervision meetings lasting one and half days were
provided in order to support mental health professionals during
the study period. An additional training course on the use of as-
sessment tools and to test participants’ inter-rater reliability has
been carried out. Adherence to pharmacological treatment was mandatory to
be included in the study. Pharmacological treatment regimen was
considered adequate if at least one mood stabilizer or one atypical
antipsychotic drug was prescribed, in accordance with the NICE
guidelines for the management of bipolar disorder.21 Patients and relatives were assessed at baseline (T0), at the
end of the intervention (T1), and after one year from the end of the
intervention (T2). After five years (T3), information on the follow-
ing course indicators were collected: number of relapses requir-
ing a significant modification of the pharmacological treatment,
number of hospitalizations and total length of hospitalizations,
suicide attempts and number of suicide attempts. In the present
paper T2 and T3 data are reported. T1 data have been reported
elsewhere.6,8 2 | MATERIALS AND METHODS The Personal Problems’ Questionnaire (PPQ), a self-reported
questionnaire including 34 items, grouped in 7 subscales (subjec-
tive and objective burden, practical and affective support, social
and professional help, social network) has been used to assess pa-
tients’ burden of illness. Each item scores from 1 (“never”) to 4 (“al-
ways”)19 The same questionnaire, relatives’ version (Family Problem
Questionnaire – FPQ), has been used to assess relatives’ objective
and subjective burden.20 Patients and their relatives were consecutively allocated to re-
ceive the experimental intervention or the control group. Patients
from both groups continued to receive the treatment usually pro-
vided in their centre (TAU), which included regular outpatient psy-
chiatric assessment, pharmacological treatment and management of
medications’ side effects. All patients received an adequate phar-
macological treatment according to the NICE guidelines6 for the
whole duration of the study. Patients who refused to take medica-
tions were excluded. More information on the study methodology
is reported elsewhere.6 The study has been carried out in compli-
ance with the ethical principles of the Declaration of Helsinki and
has been approved by the Ethical Committee of the University of
Campania “L. Vanvitelli (number: 9556/2009). The Social Network Questionnaire (SNQ),19 a self-administered
questionnaire including 15 items grouped in 4 subscales (practical
support, affective support, social and professional help, and help in
emergency) has been used to assess patients’ and relatives’ social
network. Items range from 1 (“never”) to 4 (“always”). The Family Coping Questionnaire (FCQ),19 a self-administered
questionnaire consisting of 34 items, has been used to assess rel-
atives’ coping strategies. Items are rated on a 4-level scale, from 1
(“never”) to 4 (“always”), grouped into 11 subscales (seeking for in-
formation on patient's illness, positive communication toward the
patient, relatives’ maintenance of social interests, patient's involve-
ment in social activities, talking with friends about the patient's con-
dition, coercion, avoidance, resignation, use of alcohol and drugs,
and collusion). 3 | RESULTS The experimental intervention is based on the psychoeducational
family intervention model developed by Falloon16 for patients
with schizophrenia and their relatives. The Falloon model has been
adapted to bipolar disorder by our research group to be used in
Italian non-tertiary settings, taking into account recent changes
occurred in families’ composition and structure.22 The approach
has been adapted to BD according to the following methodology:
(1) analysis of scientific literature, handbooks and manuals on bi-
polar disorder23-26; (2) focus groups with relevant stakeholders
(researchers, expert clinicians, users and carers) in order to iden-
tify the most important components to be included in the inter-
vention; (3) development or adaptation of the following sessions:
(1) individual and family assessment; (2) information on clinical and
course characteristics of BD, its treatment, early warning signs,
management of suicidal behaviors; (3) communication skills; (4)
problem solving skills. One of the 11 centres did not provide the intervention and
was excluded from the study. 143 families of patients with
BD from the remaining 10 centres have been invited to par-
ticipate. Of these, 137 agreed to participate and have been
randomly allocated to the experimental (70 patients and 85
relatives) or the control group (67 patients and 70 relatives). Fourteen families dropped-out during the first six month of
the study (10 families from the experimental group and 4 from
the control group), due to logistic difficulties in attending the
sessions, lack of interest, onset of a severe physical disorder
in one family member, illness exacerbation in the patient. The
retention rate was 93% in the experimental group and 94% in
the control group at T1, with a study sample of 123 families (60
patients and 72 relatives in the experimental group and 63 pa-
tients and 67 relatives in the control group). There have been
no dropouts at T2. After 5 years (T3), a total of 23 patients (11
from the experimental and 13 from the control group) have not
been reassessed due to patients’ death (1 for suicide and 4 for
physical illnesses), onset of a severe Alzheimer disease (N = 1),
or patients not being in charge anymore to the participating
mental health centre (N = 11). Six patients were excluded
from the analyses because they refused to take medications
(two patients from the experimental and four from the control
group). 2.5 | Statistical analyses Differences between patients’ and relatives’ socio-demographic
characteristics from the experimental and the control groups have
been tested using χ2 or t-test for independent samples, as appro-
priate. Differences at T0 and T2 samples, and at T0 and T3, with
respect to patients’ and relatives’ socio-demographic characteris-
tics have been explored with χ2 or t-test for independent samples,
as appropriate. The impact of the intervention on patients’ social
and clinical variables, as well as on relatives’ burden and coping
strategies after one year in the two groups, has explored by the
Student t-test for paired samples. Linear regression models have
been used to test the impact of socio-demographic and clinical
characteristics on patients’ clinical status and global functioning
at one year. Logistic regression analyses have been carried out to
test the efficacy of the experimental intervention on course indi-
cators at five years. All clinical and socio-demographic variables 650 |
2.3 | Inter-rater reliability LUCIANO et al. 650 that were significantly different at the relevant univariate analy-
ses, as well as other potential explanatory variables identified
from the literature (i.e., age, gender, years of education, BPRS
subscores at baseline, employment and number of relatives per
each patient), have been included in the regression model. The T0
BPRS subscales’ scores have been used as independent variables
in all regression analyses in order to correct multivariate models
for the baseline symptom levels. Data analysis has been carried
out using SPSS Statistical software, Version 18.0, with a signifi-
cance level of p < 0.05. Cohen's kappa coefficient for BPRS was between 1.0 and 0.90 for
43% of items, between 0.89 and 0.70 for 29%, and between 0.69
and 0.50 for the remaining 28% of items. Cohen kappa coefficient
for DAS was between 1 and 0.90 for 39% of items, between 0.89
and 0.70 for 16%, and between 0.69 and 0.50 for the remaining 45%
of items. 3 | RESULTS The retention rate at T3 was 70% in the experimental
group and 75% in the control group, with a final study sample
of 99 patients (49 in the experimental and 50 in the control
group). There were no statistically significant differences at
T0 between patients and relatives who completed the T3 as-
sessments and those who dropped-outs in terms of sociode-
mographic and clinical characteristics. Sessions are provided every 10 days (three times a month) for 4
to 6 months (about 12–18 sessions in total). Each session lasts about
90 min. Site and frequency of sessions are adapted to families’ needs
and mental health professionals’ duties and workloads. Leaflets and
other written materials are usually given to family members, when-
ever relevant. 2.2 | Assessment instruments Sociodemographic and clinical characteristics of patients and rela-
tives have been recorded through ad-hoc schedules. Recorded infor-
mation included diagnosis, illness duration, age at onset, number of
affective episodes and of previous hospitalizations, age at first hos-
pitalization, number of suicide attempts, age, gender, educational 3.2 | Relatives’ socio-demographic characteristics Relatives’ socio-demographic characteristics are reported in Table 2. At T0 there were no statistically significant differences between
treated relatives and those included in the control group. We also observed an improvement of coping strategies of treated
relatives. In particular, family members more frequently adopted
problem-oriented coping strategies, such as positive communication
with the patient (p < 0.01) and seek for information (p < 0.05), and
less frequently used emotion-focused strategies, such as collusion
(p < 0.0001), resignation (p < 0.001) and avoidance (p < 0.01) (Table 4). In the control group, we found an increase of coercion (p < 0.001), and
a reduction of patients’ involvement in social activities (p<.05) and of
positive communication with the patients (p < 0.01) (Table 4). 3.3 | Efficacy of psychoeducational family
intervention on patients’ clinical status, global
functioning and personal burden at one year We found an increasing positive effect of the intervention on clinical
status and global functioning was found in the experimental group. In particular, we observed a significant reduction at the BPRS posi-
tive (p < 0.05), negative (p < 0.01) and depression/anxiety symptoms’
subscales (p < 0.001), as well as a significant improvement at the DAS
global score (p < 0.01) (Table 3). Moreover, we also found a significant
improvement in patients’ objective (p < 0.001) and subjective burden
(p<.001). There were no significant changes in the control group with
respect to patients’ clinical status, social functioning and personal
burden (Table 3). 3.4 | Efficacy of psychoeducational family
intervention on family functioning at one-year (74.9 ± 70.6 months in the experimental group vs. 103.2 ± 73.1 in
the control group, p < 0.05) (Table 1). We observed a reduction in the levels of family objective
(p < 0.01) and subjective burden (p < 0.001) and a significant
improvement in the levels of perceived professional support
(p < 0.001) after one year from the end of the intervention in the
experimental group. There were no significant differences in the
control group (Table 3). | LUCIANO et al. 651 | TA B LE 1 Socio-demographic features of the patients at T0 TA B LE 1 Socio-demographic features of the patients at T0 Total sample (N = 137)
Experimental group
(N = 70)
Control group (N = 67)
p
Gender, F % (n)
62.7 (86)
60.3 (42)
65.7 (44)
NS
Age, M (sd)
47 (±11.1)
46.3 (10.0)
48.3 (±12.1)
NS
Marital status, married, yes, % (N)
60.3 (82)
64.3 (45)
56.1 (37)
NS
Level of education, % (N)
NS
Primary school degree
47.1 (64)
41.4 (29)
53 (35)
High school degree
44.5 (61)
47.1 (33)
39.4(28)
University degree
9.6 (13)
11.4 (8)
7.6 (5)
Employed, Yes, % (N)
38.3 (55)
42.5 (31)
34.3 (23)
NS
Number of family members, M (sd)
3.3 (±1.1)
3.4 (±1.0)
3.2 (±1.1)
NS
Times in charge to MHC, months, M (sd)
88 (±72.8)
74.2 (±70.3)
103.3 (±73.7)
<.05
Duration of illness, years, M (sd)
14.6 (±9.5)
13.7 (±9.3)
15.8 (±9.7)
NS
No. voluntarily admission from onset of the disorder,
M (sd)
2.7 (±3.6)
2.6 (±3.8)
2.9 (±3.4)
NS
No. voluntarily admission during the last year, M (sd)
0.4 (±0.7)
0.4 (±0.6)
0.5 (±0.8)
NS
No. involuntarily admission from onset of the
disorder, M (sd)
1 (±3.1)
0.7 (±1.8)
1.4 (±4.1)
NS
Involuntarily admission during the last year; yes % (N)
7.1 (10)
5.5 (4)
9 (6)
NS
Suicide attempts, yes %(N)
23.4 (32)
23.6 (17)
21.7 (15)
NS
BPRS- positive symptoms; M (sd)
1.2 (±0.4)
1.2 (±0.3)
1.3(±0.4)
NS
BPRS- negative symptoms; M (sd)
1.4 (±0.5)
1.3 (±0.5)
1.5(±0.5)
NS
BPRS-manic symptoms; M (sd)
1.3 (±0.5)
1.3 (±0.5)
1.3(±0.5)
NS
BPRS- depressive symptoms; M (sd)
2 (±0.7)
2.0 (±0.7)
2.0(±0.8)
NS
DAS- global score; M (sd)
2.9 (±0.9)
2.9 (±0.9)
2.9(±1.0)
NS 3.4 | Efficacy of psychoeducational family
intervention on family functioning at one-year 3.1 | Patients’ socio-demographic and clinical
characteristics The socio-demographic characteristics of the global sample and of
the two groups are reported in Table 1. At T0 there were no sta-
tistically significant differences between the two groups, with
the exception of time in charge to the local mental health centre .5 | Linear regression models The efficacy of the intervention on patients’ symptoms and global
functioning has been confirmed by the linear regression models,
which explained 31.3% of the total variance for DAS global score, LUCIANO et al. 52 | 652 TA B LE 2 Socio-demographic
characteristics of relatives at T0 Total sample
N=155
Experimental
group N=85
Control group
N=70
p
Gender, F % (N)
58.7 (91)
58.3 (49)
60.0 (42)
NS
Age, M (sd)
51.7 (±13.5)
51.2 (13.7)
52.8 (13.6)
NS
Marital status, married, yes, % (N)
67.7 (105)
66.7 (56)
70 (49)
NS
Level of education, % (N)
NS
Primary school degree
54.4 (84)
53.6 (45)
55.7 (39)
High school degree
38.6 (61)
36.9 (33)
40.0 (28)
University degree
7 (11)
9.5 (8)
4.3 (3)
Employed, Yes, % (N)
49.0 (76)
53.6 (45)
44.3 (31)
NS
Type of family member, % (N)
NS
Parent
28.7 (45)
25.3 (21)
32.9 (24)
Spouse
48.4 (76)
51.8 (45)
44.3 (31)
Son
14 (22)
12.0 (11)
15.5 (11)
Sibling
7 (11)
9.6 (8)
4.3 (3)
Other
1.9 (3)
1.2 (1)
2.9 (2)
Years of cohabiting with patient, M (sd)
25.8 (±12.1)
24.4 (±12.2)
27.6 (±11.8)
NS
Hours daily spend with patient, M (sd)
6.8 (±3.6)
6.5 (±3.3)
7.2 (±4)
NS 55.2% of variance for the BPRS depressive/anxiety subscale, 45.2%
of variance for the negative subscale and 23.5% of variance for the
positive symptom subscale. Italian population of patients with BDI, given the random selection
of participating mental health centres, after stratification for geo-
graphic area and population density. At one year, patients receiving the experimental intervention
had a better social functioning and lower depressive/anxiety, nega-
tive and positive symptoms (Table 5). The efficacy of PFI in bipolar disorder has been investigated
mainly in short to medium-term follow-up studies (usually no more
than one year), while only two studies have tested its effectiveness
after four27 and 5 years,28,29 but in both studies the intervention was
provided in group format. 3.6 | Five-year efficacy of the experimental
intervention Although the efficacy of the experimental intervention immedi-
ately after the treatment had been already confirmed in our previous
analyses,6,8 we found that the intervention significantly improved
patients’ positive, negative and depressive/anxiety symptoms, and
their global functioning, at the medium-term follow-up (Figure 1). These results, which are largely overlapping with those found imme-
diately after the end of the intervention, highlight that the positive
effects of the intervention on patients’ symptoms and global func-
tioning are sustained over time, and that this intervention may be
useful in stabilizing patients from an illness characterized by mood
instability and emotional overreactivity. This medium-term effect
may be due to increased adherence to medications,30 a better rec-
ognition of early warning signs (with consequent reduction of clinical
relapses), improvement of patients’ and relatives’ problem-solving
skills, or improvement of the family functioning, which is a well-
known risk factor for relapses. The efficacy of the experimental intervention was maintained after
five years from the end of the intervention. In particular, we found
significant differences between the experimental and the control
groups in terms of patients’ relapses (28.3% in the experimental group
vs. 44.4% in the control group, p < 0.05), number of hospitalizations
(16.7% in the experimental group vs. 30.2% in the control group,
p < 0.01) and total number of suicide attempts (0% in the experimen-
tal group vs. 9.5% in the control group, p < 0.01) (Table 6). The positive
effect of the experimental intervention on the likelihood of having a
relapse or hospitalization in the five years following the end of the in-
tervention was confirmed by the linear and logistic regression models
(Table 7). Regression models were not applicable for suicide attempts,
since there were any in the experimental group. One important finding of our study is the significant improvement
of patients’ psychosocial functioning after one year from the end of
the intervention. While in the long-term the efficacy of PFI has been
mainly investigated in terms of relapse prevention and symptom re-
duction,2,12 its effects on patients’ psychosocial functioning has been
less frequently considered as an outcome measure. Since BD is usu-
ally associated with a significant impairment in patients’ autonomy,
social, working and family functioning, this finding may be extremely 4 | DISCUSSION 654 | TA B LE 4 Efficacy of the intervention
on relatives’ coping strategies (N = 155) Experimental group
(N = 85)
Control group (N = 70)
T0 mean
(sd)
T2 mean
(sd)
T0 mean
(sd)
T2 mean
(sd)
Collusion
2.1 (0.4)
1.9 (0.3)**
2.1 (0.4)
2.1 (0.4)
Patients’ involvement in social activities
3.0 (0.7)
3.0 (0.7)
3.1 (0.7)
2.8 (0.7)*
Resignation
2.1 (0.9)
1.6 (0.7)***
1.9 (1.0)
2.0 (1.0)
Avoidance
1.4 (0.7)
1.2 (0.4)**
1.3 (0.6)
1.4 (0.7)
Coercion
2.0 (0.6)
1.9 (0.4)
2.0 (0.6)
2.3 (0.5)***
Relatives’ maintenance of social interests
2.7 (0.7)
3.0 (0.7)***
2.5 (0.8)
2.4 (0.8)
Positive communication
3.1 (0.6)
3.3 (0.5)**
3.1 (0.6)
2.9 (0.6)**
Seek for information
2.4 (1.0)
2.7 (0.9)**
2.3 (0.9)
1.9 (0.9)
Use of alcohol and drugs
1.0 (0.3)
1.1 (0.4)
1.2 (0.6)
1.1 (0.5)
Talking with friends about patient's
2.1 (0.9)
1.9 (0.9)
1.9 (1.0)
1.9 (0.9)
Note: Abbreviation: sd, standard deviation. *p < 0.05; **p < 0.01; ***p < 0.001. 4 | DISCUSSION r regression models to test the efficacy of the intervention on patients’ global functioning and levels of psych TA B LE 5 Linear regression models to test the efficacy of the intervention on patients’ global functioning and levels of psychopathology
after one year odels to test the efficacy of the intervention on patients’ global functioning and levels of psychopathology TA B LE 5 Linear regression models to test the efficacy of the intervention on patients’ global functioning a
after one year TA B LE 5 Linear regression models to test the efficacy of the intervention on patients’ global functioning and levels of psychopathology
after one year
DAS
Depressive Anxiety
symptoms
Negative symptoms
Positive symptoms
Number of subjects included
in the analysis
123
123
123
123
F (df)
6.49 (10)
11.05 (10)
14.824 (10)
4.52 (10)
P
<0.0001
<0.0001
<0.000
<0.000
Adjusted R square
0.317
0.460
0.539
0.230
Constant
1.15 (0.33 to 3.071)
0.52 (−0.10 to 1.13)
0.45 (0.04 to 0.85)
0.53 (0.06 to 1.00)
B (95% Cis)
B (95% CIs)
B (95% CIs)
B (95% CIs)
Experimental treatment
−0.35 (−0.65 to −0.05)*
−0.24 (−0.45 to −0.03)*
−0.14 (−0.27 to 0.00)*
−0.23 (−0.37 to −0.68)**
Patient's gender, female
0.25 (−0.05 to 0.56)
0.19 (−0.02 to 0.41)
0.6 (−0.07 to 0.21)
−0.15 (−0.01 to 0.31)
Patient's age
−0.08 (−0.06 to 0.02)
0.03 (−0.01 to 0.01)
0.9 (−0.00 to 0.01)
−0.01 (−0.03 to 0.01)
Patient's level of education
−0.03 (−0.07 to 0.01)
−0.02 (−0.05 to 0.06)
−0.02 (−0.04 to 0.00)*
−0.09 (−0.34 to 0.01)
Employment, yes
−0.01 (−0.30 to 0.33)
−0.14 (−0.36 to 0.08)
−0.02 (−0.16 to 0.12)
−0.01 (−0.16 to 0.18)
Number of key-relatives
0.12 (−0.9 to 0.33)
0.10 (−0.5 to.25)
0.2 (−0.07 to 0.12)
0.03 (−0.09 to 0.14)
Month on caseload of mental
health center
0.01 (−0.00 to 0.00)
0.00 (−0.00 to 0.00)
0.00 (0.00 to 0.00)
0.00 (−0.00 to 0.00)
BPRS-positive symptoms at
baseline
0.25 (−0.41 to 0.90)*
0.18 (−0.28 to 0.62)
0.01 (−0.29 to 0.31)
0.67 (0.32 to 1.01)****
BPRS-negative symptoms at
baseline
0.47 (0.10 to 0.84)*
0.11 (−0.14 to 0.37)
0.59 (0.42 to 0.76)****
−0.02 (−.22 to 0.18)
BPRS-depression/anxiety
symptoms at baseline
0.30 (−0.79 to 0.53)***
0.49 (0.34 to 0.66)****
0.13 (0.02 to 0.23)*
0.35 (0.09 to 0.16)
BPRS-manic/hostility
symptoms at baseline
−0.02 (−.48 to 0.45)
−0.06 (−0.38 to 0.25)
−0.31 (0.24 to 0.17)
−0.17 (−0.41 to 0.07)
Abbreviations: B, Beta Coefficient; BPRS, Brief Psychiatric Rating Scale; CIs, Confidence Intervals; DAS, Disability Assessment Scale; df, degree of freedom. 4 | DISCUSSION To our knowledge, this is the first study exploring the efficacy of
psychoeducational family intervention in patients with bipolar I dis-
order in 2 follow-up periods, at 1 and 5 years after the end of the
intervention. Our sample can be considered representative of the LUCIANO et al. 653 E 3 One-year efficacy of the experimental intervention
Patients (N = 123)
Relatives (N = 155)
Experimental intervention (N = 60)
Control group (N = 60)
Experimental intervention (N = 85)
Control group (N = 70)
T0 Mean
(sd)
T2 Mean
(sd)
t Student
T0 Mean
(sd)
T2 Mean
(sd)
t Student
T0 Mean
(sd)
T2 Mean (sd)
t Student
T0 Mean (sd)
T2 Mean (sd)
t Student
lobal score
2.9 (1.0)
2.5 (0.8)
3.0**
3.0 (1.0)
3.0 (1.0)
−0.293
NA
NA
NA
NA
NA
NA
tive burden
2.1 (0.9)
1.7 (0.6)
3.8***
2.0 (0.8)
1.9 (0.8)
1.2
1.6 (0.7)
1.4 (0.4)
3.5**
1.6 (0.7)
1.6 (0.7)
0.5
tive burden
2.3 (0.8)
1.9 (0.6)
4.7***
2.2 (0.8)
2.1 (0.7)
2.2
2.0 (0.6)
1.6 (0.5)
5.6***
1.9 (0.6)
1.9 (0.7)
−1.0
contacts
2.2 (0.6)
2.3 (0.5)
−0.5
2.2 (0.5)
2.2 (0.5)
−1.1
2.2 (0.4)
2.3 (0.4)
−1.2
2.2 (0.4)
2.2 (0.4)
0.3
cal support
2.8 (0.7)
2.8 (0.6)
−0.4
2.8 (0.7)
2.9 (0.6)
−1.4
2.4 (0.7)
2.6 (0.7)
−1.6
2.4 (0.7)
2.6 (0.6)
−2.2*
ive support
2.4 (0.4)
2.4 (0.4)
−0.7
2.4 (0.4)
2.4 (0.4)
0.6
2.5 (0.6)
2.6 (0.6)
−1.6
2.4 (0.6)
2.5 (0.7)
−1.0
sional help
2.8 (0.4)
2.8 (0.5)
0.6
2.8 (0.5)
2.8 (0.4)
0.1
2.9 (0.6)
3.3 (0.4)
−5.9***
2.9 (0.7)
3 (0.7)
−0.3
n emergencies
2.7 (0.5)
2.8 (0.4)
−1.6
2.6 (0.4)
2.6 (0.4)
−0.1
2.5 (0.3)
2.6 (0.3)
−1.7
2.5 (0.3)
2.5 (0.3)
−0.3
positive symptoms
1.2 (0.4)
1.1 (0.2)
2.7*
1.3 (0.4)
1.4 (0.6)
−1.5
NA
NA
NA
NA
NA
NA
negative symptoms
1.3 (0.5)
1.2 (0.4)
3.6**
1.4 (0.5)
1.4 (0.6)
−0.0
NA
NA
NA
NA
NA
NA
depression/anxiety
mptoms
2.0 (0.7)
1.6 (0.7)
5.0***
2.1 (0.8)
1.9 (0.8)
1.5
NA
NA
NA
NA
NA
NA
manic/hostility
mptoms
1.3 (0.5)
1.3 (0.6)
0.6
1.3 (0.5)
1.4 (0.8)
−1.128
NA
NA
NA
NA
NA
NA LUCIANO et al. 4 | DISCUSSION In order to improve its
availability in routine settings, virtual settings should be explored in
terms of efficacy and feasibility.38-42 TA B LE 7 Logistic regression models to test the efficacy of the
intervention on patients’ relapses and hospitalizations after five
years from the end of the intervention Relapses
Hospitalizations
Nagelkerke R square
0.394
0.317
P
<0.0001
<0.0001
constant
7.09
5.84
B (95% CIs)
B (95% CIs)
Experimental
treatment
−1.20 (0.12 to 9.21)*
−0.99 (0.95 to 7.64)*
Patient's gender,
female
−0.39 (0.25 to 1.88)
−0.97 (0.12 to 1.17)
Patient's age
0.90 (0.87 to 0.97)
−0.07 (−0.88 to −0.99)*
Patient's level of
education
−.06 (−0.07 to 0.66)
−0.15 (0.73 to 1.01)
Patient's employment
0.93 (0.87 to 7.38)
−0.52 (0.19 to 1.89)
Month on caseload
of mental health
center
0.00 (1.00 to 1.02)*
0.00 (1.00 to 1.02)
Number of
key-relatives
0.07 (0.46 to 2.50)
−0.26 (0.28 to 2.11)
BPRS-positive
symptoms
−1.80 (0.16 to 1.66)
−2.26 (0.01 to 1.4)
BPRS-negative
symptoms
−1.28 (0.07 to 1.11)
−1.24 (0.05 to 1.62)
BPRS-depression/
anxiety symptoms
0.70 (0.92 to 2.90)
0.57 (0.73 to 3.78)
BPRS-manic/hostility
symptoms
−0.66 (0.09 to 8.90)
0.63 (0.37 to 9.28)
Abbreviations: B, Beta Coefficient; BPRS, Brief Psychiatric Rating Scale;
CIs, Confidence Interval. *p < 0.05. Although not significant, we also found a reduction in the total
length of hospitalization in treated patients compared to patients
from the control group (32.2 ± 37.7 vs. 40.8 ± 25.2 days), confirming
that providing PFI may be associated with a significant reduction of
the costs of bipolar disorder. For the whole duration of the study, all enrolled patients took
regularly the prescribed medications according to NICE Guidelines. Patients who discontinued the pharmacological treatment have been
excluded from the analyses. Given the small sample size at 5 years,
the mediating effect of the different mood stabilizers on PFI has not
been assessed. Further studies may help to verify whether the ef-
ficacy of family psychoeducation on the course of bipolar disorder
may be at least partially mediated by mood stabilizers such as lithium. The study has some limitations, such as the lack of an active con-
trol group and the use of different outcome measures for medium-
and long-term assessments. However, the study was conceived as a
“real-world” study and therefore it was not possible to include another
active intervention as comparator besides TAU, nor to include an
in-depth assessment after five years. 4 | DISCUSSION *p < 0.05; **p < 0. 01; ***p < 0.001; ****p < 0.0001. Abbreviations: B, Beta Coefficient; BPRS, Brief Psychiatric Rating Scale; CIs, Confidence Intervals; DAS, Disability Assessment Scale; df, degree of freedom. *p < 0.05; **p < 0. 01; ***p < 0.001; ****p < 0.0001. important in clinical practice31 as it suggests the need for an integrated
pharmacological and psychosocial approach in BD. of the experimental intervention (Figure 1). Despite the evidence
clearly shows the negative impact of family instability and maladap-
tive coping strategies on the long-term outcome of bipolar disorder,
relatives’ coping strategies have been considered only rarely as a Moreover, the improvement of relatives’ coping strategies has
also been considered among the outcome measures of efficacy LUCIANO et al. 655 TA B LE 6 Five-year efficacy of the intervention
Experimental
group (N = 49)
Control group
(N = 50)
Relapse N (%)
17 (28.3)
28 (44.4)*
Number of relapse M ± SD
2.5 ± 2.2
2.4 ± 1.7
Hospitalization N (%)
10 (16.7)
19 (30.2)**
Days of hospitalization
M ± SD
32.2 ± 37.7
40.8 ± 35.2
Suicide's attempt N (%)
0
6 (9.5)**
Note: Abbreviations: M, Mean; SD, Standard Deviation. *p < 0.05; **p < 0.01. TA B LE 6 Five-year efficacy of the intervention the important role of family members in the recovery from bipolar
disorder.34,35 We also found that PFI reduced family burden one year after
the end of the intervention. This finding, which is in line with other
studies on the impact of PFI on family burden in bipolar disorder36
and schizophrenia,37 may contribute to the better patients’ clinical
outcome at 5 years, confirming the need for these patients to live in
stable emotional environments at family and social levels. One of the mains strengths of the study is the evaluation of
the efficacy of PFI at 5 years. In particular, we observed a signifi-
cant reduction in the number of relapses, hospitalizations and sui-
cide attempts in treated patients (Figure 1). This finding confirms
that psychoeducation should be considered an integral part of the
“disease-management training” of bipolar I disorder28,29 and that
it should be routinely provided to these patients according to the
recovery-oriented model of mental disorders. REFERENCES several positive outcomes for both patients and relatives. In particular,
at one year, the intervention was particularly effective in improving pa-
tient's clinical status and psychosocial status, as well as relatives’ cop-
ing strategies and perceived professional help, and in reducing family
objective and subjective burden. Moreover, for the first time our study
showed that a six-month single-family psychoeducational intervention
is associated with a five-year improvement of several clinical hard in-
dicators, including number of patients’ relapses, hospitalizations and
suicide attempts, suggesting a possible impact of the intervention in
reducing the costs of illness. Moreover, the intervention was well re-
ceived by patients and relatives, as demonstrated by the high retention
rate. According to our results, it is possible to conclude that the pro-
vision of a psychoeducational family intervention in real-world setting
is associated with significant and long-lasting positive effects on pa-
tients’ and relatives’ mental health and well-being. Strategies should be
implemented worldwide in order to provide this intervention in routine
settings for patients with bipolar I disorder and their relatives. 1. Kilbourne AM, Cornelius JR, Han X, et al. Burden of general medical
conditions among individuals with bipolar disorder. Bipolar Disord. 2004;6:368-373. 1. Kilbourne AM, Cornelius JR, Han X, et al. Burden of general medical
conditions among individuals with bipolar disorder. Bipolar Disord. 2004;6:368-373. 2. Novick DM, Swartz HA. Psychosocial interventions for bipolar II
disorder. Am J Psychother. 2019;72:47-57. 2. Novick DM, Swartz HA. Psychosocial interventions for bipolar II
disorder. Am J Psychother. 2019;72:47-57. 3. Soo SA, Zhang ZW, Khong SJ, et al. Randomized controlled trials of
psychoeducation modalities in the management of bipolar disorder:
a systematic review. J Clin Psychiatry. 2018;79:17r11750. 4. Steardo L Jr, Luciano M, Sampogna G, et al. Efficacy of the interper-
sonal and social rhythm therapy (IPSRT) in patients with bipolar dis-
order: results from a real-world, controlled trial. Ann Gen Psychiatry. 2020;19:15. 5. Pallaskorpi S, Suominen K, Ketokivi M, et al. Five-year outcome of
bipolar I and II disorders: findings of the Jorvi Bipolar Study. Bipolar
Disord. 2015;17:363-374. 6. Fiorillo A, Del Vecchio V, Luciano M, et al. Efficacy of psychoeduca-
tional family intervention for bipolar I disorder: a controlled, multi-
centric, real-world study. J Affect Disord. 2015;172:291-299. 6. Fiorillo A, Del Vecchio V, Luciano M, et al. Efficacy of psychoeduca-
tional family intervention for bipolar I disorder: a controlled, multi-
centric, real-world study. J Affect Disord. 2015;172:291-299. 7. CONFLICT OF INTEREST 9. Siddiqui S, Khalid J. Determining the caregivers’ burden in caregivers
of patients with mental illness. Pak J Med Sci. 2019;35:1329-1333. 9. Siddiqui S, Khalid J. Determining the caregivers’ burden in caregivers
of patients with mental illness. Pak J Med Sci. 2019;35:1329-1333. Authors declare to have no conflict of interests. Authors declare to have no conflict of interests. 10. Perlick DA, Hohenstein JM, Clarkin JF, Kaczynski R, Rosenheck RA. Use of mental health and primary care services by caregivers of
patients with bipolar disorder: a preliminary study. Bipolar Disord. 2005;7:126-135. 4 | DISCUSSION 656 6 | 5 years
after the end of the
intervention 12 months
after the end of the
intervention Baseline Emoon-focused
coping strategies
Resigna
on***
Avoidance**
Collusion** Family burden
Objec
ve burden**
Subjec
ve burden*** FI G U R E 1 Effect of the experimental intervention on patients’ and relatives’ outcome measures at 1 and 5 years. *p < 0.05; **p < 0.01;
***p < 0.001 ACKNOWLEDGEMENTS 8. Sampogna G, Luciano M, Del Vecchio V, et al. The effects of
psychoeducational family intervention on coping strategies of
relatives of patients with bipolar I disorder: results from a con-
trolled, real-world, multicentric study. Neuropsychiatr Dis Treat. 2018;14:977-979. Open Access Funding provided by Universita degli Studi della
Campania Luigi Vanvitelli within the CRUI-CARE Agreement. REFERENCES Fiorillo A, Del Vecchio V, Luciano M, et al. Feasibility of a psychoed-
ucational family intervention for people with bipolar I disorder and
their relatives: results from an Italian real-world multicentre study. J Affect Disord. 2016;190:657-662. DATA AVAILABILITY STATEMENT The data that support the findings of this study are available on re-
quest from the corresponding author. The data are not publicly avail-
able due to privacy or ethical restrictions. 11. Pompili M, Innamorati M, Gonda X, et al. Affective temperaments
and hopelessness as predictors of health and social functioning
in mood disorder patients: a prospective follow-up study. J Affect
Disord. 2013;150:216-222. 4 | DISCUSSION We decided to select a limited
number of hard clinical indicators in order to collect information on as
many patients as possible minimizing the drop-out rate. The reduced
number of patients who have been reassessed at 5 years (99 at T3 vs
137 at T0) is another possible limitation of the study. However, we
found no statistically significant differences in patients’ and relatives’
socio-demographic and clinical characteristics between T0 and T3 as-
sessments. Finally, one more possible limitation is the use of the BPRS
to assess affective symptoms rather than more specific instruments
for bipolar disorder. This choice was due to the fact that the BPRS is
a well-known instrument frequently used in ordinary psychiatric set-
tings, and it can be easily used by mental health professionals with
different background and after a brief training.43 proxy outcome measure.32,33 When relatives adopt positive coping
strategies, patients feel less stigmatized and stressed, and report a
reduced rate of relapses and hospitalizations. In our study, we found
a significant improvement of relatives’ coping strategies in the group
receiving PFI, and increasing levels of maladaptive coping strate-
gies (including coercion) in non-treated relatives. The high levels of
maladaptive coping strategies in the control group may explain the
worse clinical outcome found at five years in this group, confirming The present study gave us the opportunity to assess the efficacy of
a single-family psychoeducational intervention in real-world settings
over a medium- and long-term period. According to our findings, the
provision of psychoeducational family intervention is associated with 656 |
LUCIANO et al. FI G U R E 1 Effect of the experimental intervention on patients’ and relatives’ outcome measures at 1 and 5 years. *p < 0.05; **p < 0.01;
***p < 0.001
Clinical indexes
Number of relapses*
Number of hospitaliza
ons*
Patients
Relatives
12 months
after the end of the
intervention
Baseline
5 years
after the end of the
intervention
Family burden
Objec
ve burden**
Subjec
ve burden***
Emoon-focused
coping strategies
Resigna
on***
Avoidance**
Collusion**
Received support
Professional support***
Problem-oriented coping strategies
Posi
ve communica
on with the pa
ent**
Seeking for informa
on on the illness**
Clinical symptomatology
Posi
ve symptoms**
Depressive/anxiety symptoms*
Nega
ve symptoms*
Personal funconing
Global func
oning* 656 | LUCIANO et al. doi:10.1111/bdi.12609 15. National Institute for Health and Care Excellence (NICE). Bipolar
disorder: assessment and management. Last update: February
2020. Available at: https://www.nice.org.uk/guidance/cg185 33. Perlick DA, Miklowitz DJ, Lopez N, et al. Family-focused treatment
for caregivers of patients with bipolar disorder. Bipolar Disord. 2010;12:627-637. 16. Falloon IRH. Family management of schizophrenia: a controlled
study of clinical, social, family and economic benefits. John Hopkins
University Press, 1985. 34. Masten AS. Resilience from a developmental systems perspective. World Psychiatry. 2019;18:101-102. 17. Morosini PL, Casacchia M. Traduzione italiana della Brief Psychiatric
Rating Scale, versione 4.0 ampliata (BPRS 4.0). Rivista di riabilitazi-
one Psichiatrica e Psicosociale. 1995;3:199-228. 35. Reynolds CF 3rd. Building resilience through psychotherapy. World
Psychiatry. 2019;18:289-291. 18. Morosini P. Guida alla valutazione del funzionamento personale e
sociale. In: Andrews G, Hunt C, Jarry M, Morosini P, Roncone R,
Tibaldi G, eds. Disturbi mentali. Competenze di base, strumenti e
tecniche per tutti gli operatori. Centro Scientifico Editore; 2004:272-
277.ISBN: 88-7640-692-1 36. Miziou S, Tsitsipa E, Moysidou S, et al. Psychosocial treatment and
interventions for bipolar disorder: a systematic review. Ann Gen
Psychiatry. 2015;7(14):19. 37. Koutra K, Triliva S, Roumeliotaki T, et al. Impaired family function-
ing in psychosis and its relevance to relapse: a two-year follow-up
study. Compr Psychiatry. 2015;62:1-12. 19. Magliano L, Fiorillo A, Malangone C, De Rosa C, Maj M. Family in-
tervention working group implementing psychoeducational inter-
ventions in Italy for patients with schizophrenia and their families. Psychiatr Serv. 2006;57:266-269. 38. Hickie IB. The role of new technologies in monitoring the evolu-
tion of psychopathology and providing measurement-based care in
young people. World Psychiatry. 2020;19:38-39. 20. Morosini PL, Roncone R, Veltro F, Palomba U, Casacchia M. Routine
assessment tool in psychiatry: the questionnaire of family attitudes
and burden. Ital J Psychiatry Behav Sci. 1991;1:95-101. 39. Cohen AS, Schwartz E, Le T, et al. Validating digital phenotyping
technologies for clinical use: the critical importance of "resolution". World Psychiatry. 2020;19:114-115. 40. Torous J, Bucci S, Bell IH, et al. The growing field of digital psychia-
try: current evidence and the future of apps, social media, chatbots,
and virtual reality. World Psychiatry. 2021;20:318-335. 21. National Institute for Health and Care Excellence (NICE) Bipolar
disorder: assessment and management. 2014. Available from:
https://www.nice.org.uk/guidance/cg185/chapter/1-Recommenda
tions#care-for-adults-children-and-young-people-across-all-phase
s-of-bipolar-disorder-2 41. Torous J, Choudhury T, Barnett I, Keshavan M, Kane J. Smartphone
relapse prediction in serious mental illness: a pathway towards per-
sonalized preventive care. World Psychiatry. 2020;19:308-309. 22. ORCID Mario Luciano
https://orcid.org/0000-0002-4338-1371
Giuseppe Carrà
https://orcid.org/0000-0002-6877-6169 12. Miklowitz DJ, Chung B. Family-focused therapy for bipolar disorder:
reflections on 30 years of research. Fam Process. 2016;55:483-499. 12. Miklowitz DJ, Chung B. Family-focused therapy for bipolar disorder:
reflections on 30 years of research. Fam Process. 2016;55:483-499. 12. Miklowitz DJ, Chung B. Family-focused therapy for bipolar disorder:
reflections on 30 years of research. Fam Process. 2016;55:483-499. LUCIANO et al. 657 13. Salcedo S, Gold AK, Sheikh S, et al. Empirically supported psycho-
social interventions for bipolar disorder: current state of the re-
search. J Affect Disord. 2016;201:203-214. 30. Hayes SC, Hofmann SG. "Third-wave" cognitive and behavioral
therapies and the emergence of a process-based approach to inter-
vention in psychiatry. World Psychiatry. 2021;20:363-375. 14. Yatham LN, Kennedy SH, Parikh SV, et al. Canadian Network for
Mood and Anxiety Treatments (CANMAT) and International Society
for Bipolar Disorders (ISBD) 2018 guidelines for the management
of patients with bipolar disorder. Bipolar Disord. 2018;20(2):97-170. doi:10.1111/bdi.12609 31. Post RM, Altshuler LL, Kupka R, et al. 25 years of the International
bipolar collaborative network (BCN). Int J Bipolar Disord. 2021;9(1):13. 32. Goossens PJ, Van Wijngaarden B, Knoppert-van Der Klein EA, Van
Achterberg T. Family caregiving in bipolar disorder: caregiver con-
sequences, caregiver coping styles, and caregiver distress. Int J Soc
Psychiatry. 2008;54:303-316. doi:10.1111/bdi.12609 Luciano M, Sampogna G, Del Vecchio V, et al. The family in Italy:
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mote therapy and learning seen through the lens of the COVID-19
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living with manic depression. One word publications; 2002. 26. Colom F, Vieta E. Manual de Psicoeducacìon para el trastorno bipolar. Ars medica; 2004. 27. Buizza C, Candini V, Ferrari C, Ghilardi A, Saviotti FM, Turrina C,
Nobili G, Sabaudo M, de Girolamo G. The Long-term effectiveness
of psychoeducation for bipolar disorders in mental health services. A 4-year follow-up study. Front Psychiatry. 2019;10:873. How to cite this article: Luciano M, Sampogna G, Del Vecchio
V, et al. Medium and long-term efficacy of psychoeducational
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Determination of p-y curves for offshore piles based on in-situ soil investigations
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MATEC web of conferences
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cc-by
| 4,263
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Determination of p-y curves for offshore piles based
on in-situ soil investigations 1Gdańsk University of Technology, Faculty of Civil and Environmental Engineeri
ul. Narutowicza 11/12, 80-233 Gdańsk, Poland Abstract. Offshore piles are subjected to complex loads with considerable
lateral component. The pile-soil response to lateral loads can be described
with the p-y method. For a given depth the load–deflection relationship is
built to simulate the surrounding soil stiffness. This state-of-art paper
presents a brief discussion of determination methods for the p-y curves
using a standard approach based on the soil parameters derived from
laboratory and in-situ tests or directly from field tests. The basic
relationships for both cohesive and cohesionless soils are discussed. The
advantage of direct design methods to describe the p-y curve relies in the
reduction of necessary laboratory tests. 1 Introduction Nowadays, most of offshore wind farms in Europe are located on waters with depths up to
20 m, and the most popular type of foundation structures are monopiles. These structures
are appropriate for water depths up to 35 m. They are made of steel, cylindrical pipes with
diameters up to 9 m and wall thickness up to 150 mm [1, 2]. This article focuses on free-headed piles subjected to horizontal loads only (no bending
moments). The piles under lateral loads can be divided into three categories: )
- flexible, - rigid, - of intermediate stiffness. The lateral resistance for piles under horizontal loading can be calculated by
constructing non-linear load-deflection (p-y) curves. This method is most common and
recommended in e.g. the Offshore Standards DNV-OS-J101 [3] or in the API
Recommended Practice 2A-WSD [4]. The API p-y formulation is proper for long flexible
piles with diameters of up to 1m and the L/D ratio around 30. A pile is considered to be
long flexible if it meets the condition [5, 6]: 0
3 l
L
with
4
/
1
0
4
K
I
E
l
p
(1) (1) * Corresponding author: kamila.miedlarz@pg.edu.pl MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 https://doi.org/10.1051/matecconf/201821905003 Determination of p-y curves for offshore piles based
on in-situ soil investigations
Kamila Międlarz1,*, and Lech Bałachowski1
1Gdańsk University of Technology, Faculty of Civil and Environmental Engineering,
ul. Narutowicza 11/12, 80-233 Gdańsk, Poland 0l
L 0l
L 0l
L The cases between the relations from eq. (1) and (2) are intermediate and can be
considered either flexible or rigid. The lateral response of rigid piles is still often modelled
with the use of p-y curves, as for flexible piles, which may not accurately describe their
behavior. For this reason, many studies and field testing have been carried out to develop a
method more suitable for monopiles [6]. The p-y curves are used to model the soil stiffness
as non-linear springs applied between beam-column elements - representing pile in
foundation analysis. A division of methods used to determine p-y curves is presented in this
article. In the design of offshore support structures it is vital to perform geotechnical tests: both
in-situ (CPT/less often DMT test) and laboratory tests (on undisturbed or evenly disturbed
samples) [7]. The aim of the work is to collect and discuss the available methods applied to create p-y
curves during the offshore pile modelling. The article is the introduction to further research,
applying the presented calculation methods and formulas as an input to create an offshore
pile model. The presented review of direct and indirect methods for piles subjected to
lateral loads considers mainly flexible piles. The next step of the research intends to modify
the given approach and adjust it to the behaviour of rigid monopile. g
pp
j
g
p
The determination of soil stiffness using CPT and DMT is a starting point for the study
of monopile foundation. However, the behaviour mechanism of such a foundation is
different from the flexible pile case. Lateral deformations of rigid foundations are more
uniform, interaction occurs between the base and shaft mechanism, as the monopiles
resembles a block foundation. Additional model tests and numerical analysis are necessary
to better analyse this behaviour. * Corresponding author: kamila.miedlarz@pg.edu.pl © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0/). MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 https://doi.org/10.1051/matecconf/201821905003 where:
l0
transfer length,
Ep
modulus of the pile material,
I
pile moment of inertia,
K
soil stiffness. where:
l0
transfer length,
Ep
modulus of the pile material,
I
pile moment of inertia,
K
soil stiffness. l0
transfer length, Ep
modulus of the pile material, I
pile moment of inertia, The monopiles are relatively short and rigid of 10 times greater diameters and
length/diameter (L/D) ratio of values lower than 30. They can be considered short rigid
piles if their length satisfies the relationship [5]: 0l
L
(2) (2) 2.1 Indirect approach In static loading: In static loading:
u
c
u
u
p
y
y
p
p
3
1
2
c
c
y
y
for
y
y
for
8
8
(5)
u
c
u
u
p
y
y
p
p
3
1
2
c
c
y
y
for
y
y
for
8
8
(5) (5) In cyclic loading and X>XR: In cyclic loading and X>XR:
c
u
c
c
u
u
y
y
for
p
y
y
for
y
y
p
p
3
72
,0
3
2
3
1
(6)
c
u
c
c
u
u
y
y
for
p
y
y
for
y
y
p
p
3
72
,0
3
2
3
1
(6) (6) In cyclic loading and X≤XR: In cyclic loading and X≤XR: In cyclic loading and X≤XR: In cyclic loading and X≤XR:
c
R
u
c
c
c
c
R
u
c
c
u
y
y
for
X
X
p
y
y
y
for
y
y
y
X
X
p
y
y
for
y
y
p
p
15
72
,0
15
3
12
3
1
1
72
,0
3
2
3
1
(7)
cy
y
for
3
c
R
u
c
c
c
c
R
u
y
y
for
X
X
p
y
y
y
for
y
y
y
X
X
p
p
15
72
,0
15
3
12
3
1
1
72
,0
(7) (7) with
D
y
c
c
5,2
here: with
D
y
c
c
5,2
where: with
D
y
c
c
5,2
where: where:
εc
strain which occurs at one-half the maximum stress in laboratory undrained compression
tests. 2.1 Indirect approach The non-linear p-y curves presented in API RP 2A-WSD [4] and DNV CN 30.4 [7] are
used to design laterally loaded pile structures with diameters up to 2,5 m. They can be also
applied in case of not ideally flexible piles. Construction of p-y curves depends on the soil type and differs for cohesive and
cohesionless soils. In the case of cohesionless soils it is necessary to estimate the effective
friction angle.. g
In the case of cohesive soils the ultimate lateral resistance is based on undrained shear
strength (gained from laboratory testing) to be calculated as [4]:
D
c
X
c
J
D
X
c
p
u
u
u
u
9
)
'
3
(
for
for
R
R
X
X
X
X
0
(3) (3) 2 2 rences 219, 05003 (2018)
https://doi.org/10.1051/matecconf/201821905003 MATEC Web of Conferences 219, 05003 (2018)
https://doi.org/10.1051/matecconf/201821905003
BalCon 2018 MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 https://doi.org/10.1051/matecconf/201821905003 where:
X
depth below soil surface,
XR
transition depth, below which the value ((3cu+γ' X)D+JcuX) exceeds 9cu [m], here:
X
depth below soil surface, XR
transition depth, below which the value ((3cu+γ' X)D+JcuX) exceeds 9cu [m], J
c
D
D
X
u
R
'
6
(4) J
c
D
D
X
u
R
'
6
(4) where:
D
pile diameter, p
,
cu
undrained shear strength for undisturbed soil samples,
γ'
effective unit weight of soil, J
empirical coefficient with values from 0,25 to 0,50 (the upper limits value is assumed for
soft, normally consolidated cohesive soils). 2.1 Indirect approach where:
εc
strain which occurs at one-half the maximum stress in laboratory undrained compression
tests. where:
εc
strain which occurs at one-half the maximum stress in laboratory undrained compression
tests. In the case of cohesionless soils, p-y curves are also non-linear but can be approximated
[4]: [4]:
y
p
A
X
k
p
A
p
u
i
init
u
i
tanh
(8) (8) 3 https://doi.org/10.1051/matecconf/201821905003 MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 where:
Ai
factor to account for static or cyclic loading: Ai=(3-0,8(∙z/D))>0,9 for static and Ai=0,9
for cyclic loading,
pu
static ultimate resistance at depth z,
Y
lateral deflection,
kinit
initial modulus of subgrade reaction dependent on the friction angle (see [3]). where:
Ai
factor to account for static or cyclic loading: Ai=(3-0,8(∙z/D))>0,9 for static and Ai=0,9
for cyclic loading, y
g
pu
static ultimate resistance at depth z, pu
static ultimate resistance at depth z, Y
lateral deflection, ,
kinit
initial modulus of subgrade reaction dependent on the friction angle (see [3]). kinit
initial modulus of subgrade reaction dependent on the friction angle (see [3]). The value of ultimate lateral resistance is soil depth dependent. It has been found that in
the case of shallow waters it can be calculated from eq. (9) in the case of deeper waters
from eq. (10). At a particular depth, the equation leading to lower value should be
considered decisive [4]. X
D
C
X
C
pus
'
)
(
2
1
(9)
X
D
C
pud
'
3
(10) (9) (10) where:
C1, C2, C3
coefficients dependent on the friction angle ϕ’ (see [3]). where:
C1, C2, C3
coefficients dependent on the friction angle ϕ’ (see [3]). The friction angle can be obtained from laboratory tests or in-situ data. If the laboratory
data is not available, the values of effective friction angle in sands can be evaluated from
CPTU using eq. (11) [8] or eq. 2.1 Indirect approach (12) [9]:
0
'
log
38
,0
1,0
arctan
'
v
c
CPT
q
(11)
)
log(
0,
11
6,
17
'
1
c
CPT
q
(12)
0
'
log
38
,0
1,0
arctan
'
v
c
CPT
q
(11) (11) )
log(
0,
11
6,
17
'
1
c
CPT
q
)
log(
0,
11
6,
17
'
1
c
CPT
q
(12) (12) where: 5,0
0
1
'
v
c
c
Pa
Pa
q
q
(13) (13) with Pa = 100 kPa, σ’v0 - vertical effective stress [kPa]. with Pa = 100 kPa, σ’v0 - vertical effective stress [kPa]. Safe estimation of effective angle of internal friction in sands can be also determined
from DMT [10]: Safe estimation of effective angle of internal friction in sands can be also determined
from DMT [10]: D
D
DMT
K
K
2
log
1,2
log
6,
14
28
'
(14) (14) In the case of undrained shear strength, the following equations can be used for clays: kt
v
t
CPT
u
N
q
c
0
,
(15) (15) 25
,1
0
,
)
5,0
(
22
,0
D
v
DMT
u
K
c
(16) (16) where:
Nkt
cone factor for clays (default to 15); Nkt=10,5+7∙log(Fr)
Fr
normalized friction ratio, MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 https://doi.org/10.1051/matecconf/201821905003 %
100
' 0
v
t
s
r
q
f
F
(17) %
100
' 0
v
t
s
r
q
f
F
(17) KD
horizontal stress index; KD=(p0-u0)/σv0,
p0
pressure applied to the soil at the start of the expansion,
u0
hydrostatic pore water pressure. KD
horizontal stress index; KD=(p0-u0)/σv0, p0
pressure applied to the soil at the start of the expansion, u0
hydrostatic pore water pressure. 2.2 Direct approach This approach uses the results of advanced in-situ soil investigations to predict the p-y
curve and pile response to lateral loading. It reduces the errors due to inaccurate estimation
of undrained shear strength and friction angle with the use of eq. (11),(12),(15), it also
eliminates the need for laboratory testing on undisturbed soil samples [11]. Based on API
and DNV methods Lehane and Truong [12] determined the construction of p-y curves
directly from CPT data. They suggested the following equations for soft clay [12]:
3
0
98
,3
026
tanh
5,0
85
,0
D
X
for
D
X
D
y
I
p
p
r
u
(18) (18)
3
3,2
151
,0
tanh
85
,0
D
X
for
D
y
I
p
p
r
u
(19) (19) where: kt
n
r
N
q
E
I
3
1
(20) kt
n
r
N
q
E
I
3
1
(20) kt
n
r
N
q
E
I
3
1 (20) and
Ir
rigidity index G/cu,
G
shear modulus (from eq. (22))
qn
net cone resistance; qn=qt-σv0,
qn
cone tip resistance; qt=qc+(1-a)∙u2,
a
cone coefficient,
E
Young’s modulus (from eq. (21)). and
Ir
rigidity index G/cu,
G
shear modulus (from eq. (22))
qn
net cone resistance; qn=qt-σv0,
qn
cone tip resistance; qt=qc+(1-a)∙u2,
a
cone coefficient,
E
Young’s modulus (from eq. (21)). cone tip resistance; qt=qc+(1-a)∙u2,
cone coefficient, a
cone coefficient,
E
Young’s modulus (from eq. (21)).
68
,1
55
,0
0
10
015
,0
)
(
cI
v
tq
E
(21)
2)
5,
18
ln
6,
51
(
8,9
sf
G
(22) (21) (22) and p0 and p1 – corrected readings from DMT. and p0 and p1 – corrected readings from DMT. and p0 and p1 – corrected readings from DMT. For cohesionless soils, also the eq. (3) is used, however the ultimate lateral resistance pu
is the lower value from eq. (26) (Reese, 1974) [17] and eq. (27) [18]:
tan
'
tan
' 0
p
a
p
v
u
K
x
K
K
D
p
(26)
a
p
a
p
v
u
K
K
K
K
D
p
'
tan
'
tan
2
'
2
3
0
(27) (26) (27) where: 2
'
45
(28) 2
'
45
(28) D
F
E
y
D
v
c
)'
sin
1(
'
'
sin
17
,4
0
(29) (29) and 1
F
, Ka
active earth pressure coefficient, Kp
passive earth pressure coefficient. Parameters such as friction angle and undrained shear strength are calculated with the
help of equations (14) and (16), applying the data from the DMT test [19]. Regarding sands, Lehane and Suryasentana (2014) [13] proposed:
89
,
0
2
,1
62
,0
75
,0
67
,0
1
4,2
D
y
D
X
c
e
D
x
X
y
q
D
X
y
p
(23) (23) Another method (Robertson, 1989) [14] to obtain the p-y curves for laterally loaded
piles is based on DMT data. For cohesive soils, the equation of p-y curves is the same as in Another method (Robertson, 1989) [14] to obtain the p-y curves for laterally loaded
piles is based on DMT data. For cohesive soils, the equation of p-y curves is the same as in 5 5 5 https://doi.org/10.1051/matecconf/201821905003 MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 the API Recommendations (eq. (3),(4)), however the equation for the pile deflection
changes [15,16] and yc can be evaluated from: the API Recommendations (eq. (3),(4)), however the equation for the pile deflection
changes [15,16] and yc can be evaluated from: D
c
u
c
E
F
D
c
y
5,0
67
,
23
(24) (24) where:
Fc
empirical factor Fc=10,
ED
dilatometer modulus. where:
Fc
empirical factor Fc=10,
ED
dilatometer modulus. Fc
empirical factor Fc=10, Fc
empirical factor Fc=10,
ED
dilatometer modulus. ED
dilatometer modulus. )
(
7,
34
0
1
p
p
ED
(25) (25) and p0 and p1 – corrected readings from DMT. 3 Monopile lateral stiffness Application of the p-y method, according to the API and DNV guidelines overestimates the
subgrade modulus thus produces enormous results if applied to monopiles [1,20]. As a
result, many solutions based on both analytical and three-dimensional analysis have been
developed [21]. For the purpose of the article, only some of the developed methods are
briefly presented. One of the methods, formulated for cohesive soils, was proposed by
Dunnavant & O’Neil [22,23]. The main idea of API Recommendation formulas remains the
same, however the expression for the static ultimate lateral resistance pu and critical
deflection yc changes [24]:
9
,
)
(
'
2
min
X
D
J
c
X
D
c
p
ua
v
u
u
(30) (30) 6 MATEC Web of Conferences 219, 05003 (2018)
https://doi.org/10.1051/matecconf/201821905003
BalCon 2018 nces 219, 05003 (2018)
https://doi.org/10.1051/matecconf/201821905003 MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 https://doi.org/10.1051/matecconf/201821905003 875
,0
4
0063
,0
I
E
L
E
y
r
s
c
(31) 875
,0
4
0063
,0
I
E
L
E
y
r
s
c
(31) (31) where:
cua
average shear strength between the layer surface and depth X,
Es
secant modulus,
Lr
representative pile length. where:
cua
average shear strength between the layer surface and depth X,
Es
secant modulus, where:
cua
average shear strength between the layer surface and depth X,
Es
secant modulus, where:
cua
average shear strength between the layer surface and depth X,
Es
secant modulus, ,
representative pile length. ,
Lr
representative pile length.
L
D
D
E
I
E
L
s
r
,
3
,
min
286
,0
4
(32) (32) Similar simplified approach was proposed by Mayne et al. (1992) [25]. These alternative
formulations improve the
monopile design
mainly in
overconsolidated clays. For cohesionless soils a new approach was developed by Thieken et al. (2015) [20]. In
this method, a deflection-dependent correction factor, is applied to increase the pu value at
shallow depths. Calculations are made by means of an iterative procedure. In the first step,
deformations are calculated with the use of basic p-y curves. 3 Monopile lateral stiffness Next, the correction factor is
applied to the curve and the calculation of deflection is repeated. These steps are reiterated
until no significant change is noticed [20]. Apart from analytical approaches, numerical methods are also applied to verify their
results [26]. Moreover, model tests in a reduced scale are carried out for a better
understanding of the pile – soil interaction. Geotechnical centrifuge is used to investigate
the response of model monopiles subjected to different loads [27]. Next, model
observations can be extrapolate to analyse the prototype behaviour [28]. Despite many attempts, there is still no specific method for estimating lateral stiffness
for large diameter piles. This problem remains unsolved and requires more analysis and
systematic research. 4 Conclusions The advantage of direct method to establish p-y curve is the reduction of extent of
laboratory tests on high quality samples. The formulations should be however well
calibrated and adjusted to given soil conditions. Following direct approach it is impossible
to completely reject laboratory testing and the use of correlation between soil strength
characteristics and parameters measured by in-situ soil investigation. The well-developed
direct and indirect approaches exists for flexible piles up to 2,5 m in diameter. The
monopiles used in offshore structures are generally rigid piles, so they cannot be analysed
using any standard p-y approach for flexible piles. The case of rigid or intermediate piles
needs further efforts considering analytical and numerical solutions combined with
advanced physical modelling of centrifuge tests. 2. J. van der Tempel, N.F.B. Diepeveen, D.J. Cerda Salzmann, W.E. De Vries, Wind
Power Generation and WInd Turbine Design, 559-594, 768 (2010) 1. M. Achmus, K. Abdel-Rahman, Y. S. Kuo, 11th Baltic Sea Geotechnical Conf.
Geotechnics In Maritime Engineering, 1, 463-470 (2008)
2. J. van der Tempel, N.F.B. Diepeveen, D.J. Cerda Salzmann, W.E. De Vries, Wind
Power Generation and WInd Turbine Design, 559-594, 768 (2010) References 1. M. Achmus, K. Abdel-Rahman, Y. S. Kuo, 11th Baltic Sea Geotechnical Conf. Geotechnics In Maritime Engineering, 1, 463-470 (2008)
2. J. van der Tempel, N.F.B. Diepeveen, D.J. Cerda Salzmann, W.E. De Vries, Wind
Power Generation and WInd Turbine Design, 559-594, 768 (2010) 1. M. Achmus, K. Abdel-Rahman, Y. S. Kuo, 11th Baltic Sea Geotechnical Conf. Geotechnics In Maritime Engineering, 1, 463-470 (2008) 7 MATEC Web of Conferences 219, 05003 (2018)
BalCon 2018 https://doi.org/10.1051/matecconf/201821905003 3. Det Norske Veritas, Offshore Standard DNV-OS-J101design of Offshore Wind Turbine
Structures, 207-214 (2014) 4. American Petroleum Institute, Recommended Practice for Planning, Designing and
Constructing Fixed Offshore Platforms – Working Stress Design, 63-66 (2002) 5. J.L. Briaud, Geotechnical Engineering: Unsaturated and Saturated Soils, 599-603
(2013) 6. F.C. Schroeder, A.S. Merritt, K.W. Sørensen, A. Muir Wood, C.L. Thilsted, D.M. Potts, Frontiers in Offshore Geotechnics III, 735-740 (2015) 7. Det Norske Veritas, Classification Notes No. 30.4 Foundations, 8, 16-20 (1992) 8. P. K. Robertson, R. G. Campanella, Canadian geotechnical journal, 20(4), 718-733
(1983) 9. F. H. Kulhawy, P. W. Mayne, Manual on estimating soil properties for foundation
design, EPRI-EL-6800, (1990) 10. G. Totani, S. Marchetti, P. Monaco, M. Calabrese, Intl. Conf. On
In
situ
Measurement of Soil (2001) 11. S. Malhotra, Wind Turbines, 241-247 (2011) 12. P. Truong, B.M. Lehane, 3rd Intl Symp. on Cone Penetration Testing, 975-982 (2014 13. S. Suryasentana, B.M. Lehane, Géotechnique 64, 3, 186-194 (2014) 14. P. K. Robertson, M. P. Davies, R. G. Campanella, Geotechnical Testing Journal, 12(1),
30-38 (1989) 15. J.B. Anderson, F.C. Townsend, B. Grajales, Proc. from the Second Intl. Flat
Dilatometer Conf., 50-53 (2006) 16. S. Marchetti, G. Totani, M. Calabrese, P. Monaco, Proc. 4th Intl Conf. DFI-Deep
Foundation Institute USA on Piling and Deep Foundations, 1, 263-272 (1991) 17. L. C. Reese, W. R. Cox, F. D. Koop, Offshore Technology in Civil Engineering Hall of
Fame Papers from the Early Years, 95-105 (1974) 18. J. M. Murchison, M. W. O'Neill, Analysis and design of pile foundations,174-191
(1984) 19. S. Marchetti, Journal of the geotechnical engineering division, 299-320 (1980) 20. K. Thieken, M. Achmus, K. Lemke, Frontiers in Offshore Geotechnics III , 741-746
(2015) 21. J. Wiemann, K. Lesny, W. Richwien, Proc. 7th German Wind Energy Conf. (DEWEK)
(2004) 22. T.W. Dunnavant, M.W. O’Neil, JoGE, 115(1), 95-114 (1989) 23. T.W. Dunnavant, M.W. O’Neil, JoGE, 117(5), 827-829 (1991) 24. M. Arroyo, D. Abadias, M. References Coelho, Frontiers in Offshore Geotechnics III, 693-698
(2015) 25. P.W. Mayne, F.H. Kulhawy, C.H. Trautmann, F. H. Kulhawy, Experimental study of
undrained lateral and moment behavior of drilled shafts during static and cyclic
loading, EPRI-TR-100221 (1992) 26. M. Achmus, Indian Geotechnical Conference GEOtrendz - 2010, 92-102 (2010) 27. R.T. Klinkvort, M. Poder, P. Truong, V. Zania, Proc. of the 3rd European Conf.on
Physical Modelling in Geotechnics (2015) 28. R.T. Klinkvort, O. Hededal, S.M. Springman, IJPMG, 13(2), 38-49 (2013) 8
|
https://openalex.org/W4378228667
|
https://journal.stikesyarsimataram.ac.id/index.php/lentera/article/download/200/79
|
Indonesian
| null |
PENINGKATAN PEMAHAMAN IBU HAMIL TENTANG PENANGANAN ANEMIA PADA KEHAMILAN DI DESA JEMPONG BARU WILAYAH KERJA PUSKESMAS SEKARBELA KOTA MATARAM
|
Jurnal Lentera
| 2,023
|
cc-by-sa
| 2,552
|
LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 Dian Soekmawaty Riezqy Ariendha1 , Irni Setyawati2, Kusniyati Utami3 , Hardaniyati4 dan
Yesvi Zulfiana5
1-6Dosen Stikes Yarsi Mataram
Email: Diansoekmawaty.ra@gmail.com 1-6Dosen Stikes Yarsi Mataram
Email: Diansoekmawaty.ra@gmail.com ABSTRAK Anemia memiliki efek yang sangat buruk, terutama bagi bayi dalam kandungan,
termasuk dapat menyebabkan keguguran, bayi lahir tidak cukup bulan, bayi
belum berkembang sempurna, pendarahan saat melahirkan, Kontraksi yang tidak
teratur, gangguan selama proses persalinan dan bahkan rentan terhadap infeksi
mengakibatkan produksi ASI tidak lancar. Pengabdian kepada masyarakat
bertujuan untuk meningkatkan pengetahuan tentang pencegahan anemia. Metode: Pelaksanaan kegiatan pengabdian kepada masyarakat dilakukan di
kelurahan Jempong. Hasil: ibu hamil yang hadir sangat antusias, setelah
mengolah kuesioner sebelum dan sesudah pemberian pendidikan kesehatan,
terjadi peningkatan pengetahuan. Kesimpulan: Implementasi memberikan
pendidikan kesehatan untuk meningkatkan pengetahuan bagi masyarakat
dengan risiko yang mungkin terjadi dengan Kondisi masyarakat sangat perlu
dilakukan Selain sebagai penambah dan penambah pengetahuan, juga
merupakan tindakan untuk mengurangi risiko masalah kesehatan bagi
masyarakat. Kata Kunci: ibu hamil, anemia, penanganan anemia. Kata Kunci: ibu hamil, anemia, penanganan anemia. PENINGKATAN PEMAHAMAN IBU HAMIL TENTANG PENANGANAN ANEMIA PADA
KEHAMILAN DI DESA JEMPONG BARU WILAYAH KERJA PUSKESMAS SEKARBELA KOTA
MATARAM Dian Soekmawaty Riezqy Ariendha1 , Irni Setyawati2, Kusniyati Utami3 , Hardaniyati4 dan
Yesvi Zulfiana5
1-6Dosen Stikes Yarsi Mataram
Email: Diansoekmawaty.ra@gmail.com Dian Soekmawaty Riezqy Ariendha1 , Irni Setyawati2, Kusniyati Utami3 , Hardaniyati4 dan
Yesvi Zulfiana5
1-6Dosen Stikes Yarsi Mataram
Email: Diansoekmawaty.ra@gmail.com Keywords: Pregnancy, anemia, anemia treatment *Corresponding Author: Dian Soekmawaty Riezqy Ariendha
(email: Diansoekmawaty.ra@gmail.com ), Indonesia. *Corresponding Author: Dian Soekmawaty Riezqy Ariendha
(email: Diansoekmawaty.ra@gmail.com ), Indonesia. LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 ABSTRACT Anemia has a very negative effect, especially for babies in the womb, including it
can cause miscarriage, babies born not quite months, babies are not fully
developed, bleeding during childbirth, irregular contractions, disruption during the
delivery process and susceptibility to infection can even result in a lack of
production of breast milk. Aim of community services is to improve knowledge
about prevention of anemia. Methods: The implementation of community service
activities is carried. Results: pregnant women who attended were very
enthusiastic, after processing the questionnaire before and after the provision of
health
education,
there
was
an
increase
in
knowledge. Conclusion:
Implementation of providing health education to increase knowledge for the
community with risks that may occur with the condition of the community is very
necessary to be done Apart from being an enhancer and an increase in
knowledge, it is also an action to reduce the risk of health problems for the
community 226 |LENTERA (Jurnal Pengabdian)
Keywords: Pregnancy, anemia, anemia treatment Keywords: Pregnancy, anemia, anemia treatment 226 |LENTERA (Jurnal Pengabdian) LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 laporan KIA Dinas Kesehatan Provinsi
NTB tahun 2018 terdapat 2,32% ibu
hamil mengalami anemia 618 orang ibu
hamil,
dimana
336
orang
(2,9%)
diantaranya menderita anemia (Laporan
Dinas Kesehatan NTB, 2018).[3] oksigen) tidak cukup untuk memenuhi
kebutuhan fisiologis tubuh [10]. Kebutuhan fisiologis spesifik bervariasi
dengan kebutuhan seseorang usia,
jenis kelamin, ketinggian tempat
tinggal di atas permukaan laut
(ketinggian), merokok perilaku, dan
berbagai
tahap
kehamilan
[11]. Kekurangan
zat
besi
diperkirakan
menjadi penyebab paling umum dari
anemia secara global, tetapi nutrisi
lainnya
defisiensi
(termasuk
folat,
vitamin B12 dan vitamin A), akut dan
kronis peradangan, infeksi parasit,
dan kelainan bawaan atau didapat
yang
mempengaruhi
sintesis
hemoglobin, produksi sel darah
merah atau sel darah merah
kelangsungan
hidup,
semua
dapat
menyebabkan anemia[12]. Ibu hamil
dikatakan
anemia
apabila
kadar
hemoglobin dalam darah kurang dari 11
gram/liter [13]. Menurut Kementerian
Kesehatan RI ada 3 penyebab anemia
yaitu defisiensi zat gizi, perdarahan (loss
of blood volume), dan hemolitik[14]. Gejala
yang
sering
ditemui
pada
penderita anemia adalah 5 L (Lesu,
Letih, Lemah, Lelah, Lalai), disertai sakit
kepala dan pusing, mata berkunang-
kunang, mudah mengantuk, cepat
capai serta sulit konsentrasi. Secara
klinis penderita anemia ditandai dengan
“pucat” pada muka, kelopak mata, bibir,
kulit, kuku dan telapak tangan [15] oksigen) tidak cukup untuk memenuhi
kebutuhan fisiologis tubuh [10]. Kebutuhan fisiologis spesifik bervariasi
dengan kebutuhan seseorang usia,
jenis kelamin, ketinggian tempat
tinggal di atas permukaan laut
(ketinggian), merokok perilaku, dan
berbagai
tahap
kehamilan
[11]. Kekurangan
zat
besi
diperkirakan
menjadi penyebab paling umum dari
anemia secara global, tetapi nutrisi
lainnya
defisiensi
(termasuk
folat,
vitamin B12 dan vitamin A), akut dan
kronis peradangan, infeksi parasit,
dan kelainan bawaan atau didapat
yang
mempengaruhi
sintesis
hemoglobin, produksi sel darah
merah atau sel darah merah
kelangsungan
hidup,
semua
dapat
menyebabkan anemia[12]. Ibu hamil
dikatakan
anemia
apabila
kadar
hemoglobin dalam darah kurang dari 11
gram/liter [13]. Menurut Kementerian
Kesehatan RI ada 3 penyebab anemia
yaitu defisiensi zat gizi, perdarahan (loss
of blood volume), dan hemolitik[14]. Gejala
yang
sering
ditemui
pada
penderita anemia adalah 5 L (Lesu,
Letih, Lemah, Lelah, Lalai), disertai sakit
kepala dan pusing, mata berkunang-
kunang, mudah mengantuk, cepat
capai serta sulit konsentrasi. Secara
klinis penderita anemia ditandai dengan
“pucat” pada muka, kelopak mata, bibir,
kulit, kuku dan telapak tangan [15] Data PWS ibu wilayah puskesmas
Karang Pule hingga November 2021
memiliki sasaran ibu hamil sebanyak
1268, dengan angka Persentase di atas
menunjukkan bahwa kota Mataram
mempunyai wanita yang bermasalah
status gizinya meskipun kota Mataram
sebagai ibukota provinsi. Kota Mataram
telah masuk kategori kota metropolitan
sedang yang dilengkapi dengan berbagai
fasilitas pelayanan ekonomi, sosial,
pendidikan, sarana dan prasarana. Dari
sekian banyak fasilitas yang telah ada,
idealnya wanita di kota Mataram
mempunyai kecukupan asupan nutrisi. Berdasarkan analisis situasi yang telah
dijabarkan, masalah yang teridentifikasi
diantaranya: 1. Belum adanya kesadaran tentang
nutrisi ibu hamil untuk mencegah
terjadinya anemia 2. Pengetahuan tentang anemia dan
cara pencegahannya 3. Pola konsumsi tablet besi untuk
mencegah anemia Analisis Situasi Angka tersebut masih jauh dari target
Rancangan
Pembangunan
Jangka
Menengah (RPJM) tahun 2015 sebesar
306 per 100.000 kelahiran hidup dan
target Sustainable Development Goals
(SDG’s)
sebesar
70
per
100.000
kelahiran hidup tahun 2016 [1]. World
Health Organization (WHO) melaporkan
bahwa prevalensi wanita hamil yang
mengalami defesiensi sekitar 37-75%
serta semakin meningkat seiring dengan
bertambahnya
usia
kehamilan
[7]. Dimana 40% kematian ibu di negara
berkembang berkaitan dengan anemia
pada kehamilan dan kebanyakan anemia
pada
kehamilan
disebabkan
oleh
defesiensi besi dan perdarahan akut,
bahkan tidak jarang keduanya saling
berinteraksi [7] . Sementara persentase
wanita hamil dari keluarga miskin terus
meningkat (8%) anemia di trimester I,
12% persen, anemia di trimester II dan
29% anemia di trimester III [8] Rencana Pembangunan Kesehatan
Jangka Menengah Nasional (RPJMN)
pada periode 2015-2019 merupakan. Program
Indonesia
Sehat
dengan
sasaran peningkatan derajat kesehatan
dan status gizi masyarakat melalui
upaya kesehatan dan pemberdayaan
masyarakat
yang
didukung
dengan
perlindungan finansial dan pemerataan
pelayanan kesehatan. Adapun termasuk
didalamnya peningkatan kesehatan dan
status gizi ibu dan anak [1]. Berdasarkan
SDKI 2012 angka kematian ibu di
Indonesia sebesar 359 per 100.000
kelahiran
hidup
[2]. Berdasarkan
laporan kabupaten/kota jumlah kasus
kematian ibu di Provinsi NTB selama
tahun 2016 adalah 92 kasus, menurun
dibandingkan tahun 2015 dengan 95
kasus [3]. Adapun kematian ibu di
Indonesia masih didominasi oleh tiga
penyebab
utama
kematian,
yaitu
perdarahan (30.3%), hipertensi dalam
kehamilan (27.1%), dan infeksi (7.3%)
[4]. Tingginya prevalensi anemia pada
ibu hamil merupakan masalah yang
tengah dihadapi pemerintah Indonesia
saat ini . Data Riset Kesehatan Dasar
(RISKESDAS) tahun 2018 menunjukkan
terjadinya peningkatan kejadian anemia
pada ibu hamil pada rentang waktu
tahun 2007 hingga tahun 2018 [4]. Jumlah ibu hamil yang mengalami
anemia pada tahun 2007 yaitu sebanyak
24,5%,
meningkat
di
tahun
2013
menjadi 37,1% dan terus mengalami
peningkatan hingga 48,9% di tahun 2018
[9] Anemia pada ibu hamil dapat
dikatakan “potensial danger to mother
and child” (potensial membahayakan
ibu dan anak) [5].Oleh karenanya
anemia memerlukan perhatian serius
dari semua pihak yang ada dalam
pelayanan kesehatan. Menurut WHO,
tahun 2017 terdapat 40% kematian ibu
di Negara berkembang berhubungan
dengan
anemia
kehamilan
[6]. Berdasarkan data survey demografi dan
kesehatan Indonesia (SDKI) pada tahun
2012
menyebutkan
bahwa
angka
kematian ibu (AKI) di Indonesia sebesar
359 per 100.000 kelahiran hidup [2]. [9] Anemia adalah suatu kondisi di
mana jumlah sel darah merah
(hemoglobin
sebagai
pembawa 227 |LENTERA (Jurnal Pengabdian) LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 Sekarbela Kota Mataram. Solusi yang
ditawarkan
adalah
pemberian
pendidikan kesehatan tentang
penanganan anemia pada ibu hamil
dengan sasarannya adalah ibu hamil. Kegiatan ini terdiri dari beberapa
tahap, yaitu pretest, pelaksanaan
pendidikan kesehatan, dan
posttest. Setelah selesai kegiatan pretest,
tim pengabdian memberikan materi
pendidikan kesehatan selama 15
menit dan dilanjutkan dengan tanya
jawab. Media yang digunakan adalah
leaflet dan PPT yang berisi materi
dilengkapi gambar sehingga peserta
mudah memahami materi yang
disampaikan. Para peserta sangat
antusias mengikuti kegiatan tersebut,
dilihat dari banyaknya peserta yang
bertanya dan menjawab ketika
diajukan pertanyaan. Pelaksanaan
kegiatan
dilakukan selama 1 hari, yaitu
pemberian pendidikan kesehatan
tentang penanganan anemia, yang
dilaksanakan pada tanggal 29 Mei
2022 bersamaan dengan kegiatan
Posyandu dengan kelompok sasaran
adalah ibu hamil. Gambar 2
Penyampaian Materi kepada ibu
Hamil METODE Mitra pengabdian kepada
masyarakat ini yaitu Kepala
Desa Kelurahan Jempong Baru
Kecamatan Sekarbela Kota Mataram. Metode pelaksanaan pengabdian ini
terdiri dari dua tahap. Pertama
merupakan perencanaan kegiatan
yang akan dilakukan dan tahap
kedua merupakan pelaksanaan
kegiatan pengabdian berupa solusi
yang telah disetujui kepala Desa
Kelurahan Jempong Baru Kecamatan Upaya pencegahan dan
penanggulangan anemia dilakukan
dengan memberikan asupan zat besi
yang cukup ke dalam tubuh untuk
meningkatkan
pembentukan
hemoglobin. Cara-cara
yang
dapat
dilakukan berupa meningkatkan asupan
makanan sumber zat besi, fortifikasi
bahan makanan dengan zat besi, dan
suplementasi zat besi[16]. Berdasarkan 228 |LENTERA (Jurnal Pengabdian) LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 masyarakat pada umumnya dalam
kegiatan ini pada ibu hamil khususnya. masyarakat pada umumnya dalam
kegiatan ini pada ibu hamil khususnya. Agar masyarakat indonesia tetap kuat,
sehat dan produktif. Upaya
ini
tidak
hanya
mencakup sosialisasi tetapi dengan
dilakukan interaksi langsung dapat
mempengaruhi
pengetahuan
ibu
tentang pentingnya konsumsi tablet Fe
selama
proses
kehamilan.Sebagian
besar
pengetahuan
seseorang
diperoleh melalui penglihatan dan
pendengaran. Agar masyarakat indonesia tetap kuat,
sehat dan produktif. UCAPAN TERIMAKASIH Ucapan terimakasih kami sampaikan kepada STIKes Yarsi Mataram yang telah
memfasilitasi terlaksananya kegiatan pengabdian kepada masyarakat ini dan kepada
semua ibu hamil yang sudah meluangkan waktunya pada kegiatan ini. SARAN Setelah kegiatan pengabdian
kepada masyarakat ini diharapkan ibu
hamil terutama ibu hamil trimester
III dapat mulai menerapkan semua
materi
yang
diperoleh
tentang
penanganan pada anemia ibu hamil. HASIL DAN PEMBAHASAN Kegiatan pelaksanaan pengabdian
teridiri atas tiga tahap. Tahap
pertama merupakan tahap pretest,
dimana tim pngabdian membagikan
kuesioner kepada 30 peserta ibu
hamil. Gambar 2
Penyampaian Materi kepada ibu
Hamil mil. Gambar 1
Kegiatan pretes pengisian
kuesioner Gambar 1
Kegiatan pretes pengisian
kuesioner Selanjutnya dilakukan kegiatan
posttest
dengan
membagikan
kuesioner. Hasil posttest menunjukkan
terjadi peningkatan pengetahuan,
dengan presentase 66,7% ibu hamil
memiliki pengetahuan yang baik dan
33,3%
ibu
hamil
memiliki
pengetahuan yang cukup tentang
penanganan anemia pada ibu hamil. Pendidikan kesehatan tentang anemia
pada
ibu
hamil
terbukti
dapat
mengurangi kejadian anemia pada
kehamilan. Tablet Fe selalu dibagikan
setiap posyandu atau setiap kontrol
kehamilan ke pelayanan kesehatan
tetapi juga menegaskan pentingnya
konseling, informasi dan edukasi. Gambar 1
Kegiatan pretes pengisian
kuesioner Hasil pretest menunjukkan 24,2%
ibu hamil memiliki pemahaman yang
baik, 44,2% memiliki pengetahuan
yang cukup dan 33,4% ibu
hamil memiliki pengetahuan yang
kurang tentang penanganan anemia. 229 |LENTERA (Jurnal Pengabdian) SIMPULAN DAN SARAN
Simpulan 1. 1. 1.Ibu hamil memahami pengertian
anemia
dalam
kehamilan,
tanda
anemia dalam kehamilan, keluhan
yang sering dialami ibu l, perubahan
fisik
dan
emosional
ibu
hamil,
pemeriksaan
kehamilan, pelayanan
kesehatan pada ibu hamil, hal-hal yang
harus dihindari oleh ibu selama hamil. Pengetahuan merupakan hasil
dari tahu danbiasanya terjadi setelah
seseorang melakukan penginderaan
terhadap objek tertentu [12]. Pada
waktu
penginderaan
sangat
dipengaruhi oleh intensitas perhatian
persepsi
terhadap
objek. Dimana
pengetahuan
seseorang
biasanya
diperoleh
dari
pengalaman
yang
berasal
dari
berbagai
seumber,
misalnya media massa, media poster
dan lain sebagainya [13]. Pelaksanaan
pemberian
pendidikan
kesehatan
untuk meningkatkan pengetahuan bagi
masyarakat
dengan
resiko
yang
mungkin bisa terjadi dengan keadaan
masyarakat sangat perlu dilakukan,
selain
sebagai
penambahan
dan
peningkatan pengetahuan juga sebagai
tindakan untuk mengurangi resiko
terjadinya masalah kesehatan bagi 2. 2. 2. Ibu
hamil
yang
mengikuti
penyuluhan
mengetahui
dan
memahami pemahaman anemia pada
kehamilan yang ditunjukkan dengan
adanya peningkatan pengetahuan dan
pemahaman
ibu
setelah
diberi
penyuluhan dan diskusi. DAFTAR PUSTAKA (1) Kementerian Perencanaan dan Pembangunan Nasional/ Badan
Perencanaan dan Pembangunan Nasional. Rencana Pembangunan Jangka
Menengah Nasional (RPJMN) 2015-2019. 2014. (2) SDKI 2012. Survey Demografi dan Kesehatan Indonesia 2012. (3) Profil Kesehatan 2015. Kota NTB
(4) Kementrian Kesehatan RI. Hasil Utama Riskesdas 2016 (1) Kementerian Perencanaan dan Pembangunan Nasional/ Badan
Perencanaan dan Pembangunan Nasional. Rencana Pembangunan Jangka
Menengah Nasional (RPJMN) 2015-2019. 2014. (2) SDKI 2012. Survey Demografi dan Kesehatan Indonesia 2012. (3) Profil Kesehatan 2015. Kota NTB (4) Kementrian Kesehatan RI. Hasil Utama Riskesdas 2016 230 |LENTERA (Jurnal Pengabdian) LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 LENTERA (Jurnal Pengabdian)
ISSN 2774-812X (print); ISSN 2774-9274 (online)
Vol. 2 No. 2 Juli Tahun 2022 pp. 226-231 (5) Manuaba, I. B. G. (2012. Ilmu Kebidanan, Penyakit Kandungan dan
Keluarga Berencana. Jakarta: EGC, 15, 157. Mochtar, R. (2005). Sinopsis
obstetri. edisi dua. Jakarta: EGC. (6) World Healt Organization (WHO). 2015. Maternal Mortality (7) World Health Organization. Guideline: Intermittent iron supplementation
in preschool and school-age children. World Heal. Organ. 28 (2012). (8) Kementrian Kesehatan Repuplik Indonesia. 2014. Pedomaan Gizi
Seimbang. Jakarta : Kemenkes RI. (9) Balitbang Kemenkes RI. 2018. Riset Kesehatan Dasar; RISKESDAS. Jakarta:
Balitbang Kemenkes RI (10) Hariyani, S. (2011). Gizi untuk Kesehatan ibu dan anak. Yogyakarta: Graha
Ilmu. Kemenkes, R. I. (2014). (11) Profil Kesehatan Indonesia Tahun 2013. Jakarta: Kementerian Kesehatan (10) Hariyani, S. (2011). Gizi untuk Kesehatan ibu dan anak. Yogyakarta: Graha
Ilmu. Kemenkes, R. I. (2014). (
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y
,
(
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gy
Ilmu. Kemenkes, R. I. (2014). (11) Profil Kesehatan Indonesia Tahun 2013. Jakarta: Kementerian Kesehatan
RI (11) Profil Kesehatan Indonesia Tahun 2013. Jakarta: Kementerian Kesehatan
RI (11) Profil Kesehatan Indonesia Tahun 2013. Jakarta: Kementerian Kesehatan
RI. (11) Profil Kesehatan Indonesia Tahun 2013. Jakarta: Kementerian Kesehatan
RI. (
) (12) Kristiyanasari, W. (2012). Gizi ibu hamil. Yogyakarta: Nuha Medika. Manuaba, I. (1998). Kapita Selekta Kedokteran. edisi ketiga. Jakarta: EGC. (13) Notoatmodjo,
S. (2012). Metodologi
penelitian
kesehatan. https://jurnalempathy.com/index.php/jurnalempathy/ | 74 (14) Purwaningtyas, M. L., & Prameswari, G. N. (2017). Faktor kejadian anemia
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Development), 1(3), 43– 54. (15) Saifuddin, A. B. (2002). Buku panduan praktis pelayanan kesehatan
maternal dan neonatal. Yayasan Bina Pustaka Sarwono Prawiroharjo. DAFTAR PUSTAKA (16) Setiawati, S., Rilyani, R., Wandini, R., Wardiyah, A., & Aryanti, L. (2014). FaktorFaktor Yang Mempengaruhi Kejadian Anemia Pada Ibu Hamil Di
Wilayah Kerja Puskesmas Sekampung Kabupaten Lampung Timur Tahun
2013. Holistik Jurnal Kesehatan, 8(2). (17) Sulistiyanti, A. (2015). Hubungan tingkat pengetahuan ibu hamil tentang
anemia dengan kepatuhan konsumsi tablet Fe di wilayah kerja Puskesmas
Masaran I Sragen. Jurnal Maternity, 2(2). (18) Sulistyaningsih, Y. (2017). Penatalaksanaan Pendidikan Kesehatan Diit
Anemia Ibu Hamil Dengan Masalah Ketidakseimbangan Nutrisi Kurang
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|
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English
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Past penguin colony responses to explosive volcanism on the Antarctic Peninsula
|
Nature communications
| 2,017
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cc-by
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Citation for published version (APA):
Roberts, S. J., Monien, P., Foster, L. C., Loftfield, J., Schnetger, B., Pearson, E., Juggins, S., Hocking, E.,
Fretwell, P., Ochyra, R., Haworth, A., Allen, C., Moreton, S., Davies, S., Brumsack, H.-J., Bentley, M. J.,
Hodgson, D. A., & Ireland, L. (2017). Past penguin colony responses to explosive volcanism on the Antarctic
Peninsula. Nature Communications, 8, Article 14914. https://doi.org/10.1038/ncomms14914 Past penguin colony responses to explosive volcanism on the Antarctic
P
i
l Past penguin colony responses to explosive volcanism on the Antarctic
Peninsula Roberts, Stephen J.; Monien, Patrick; Foster, Louise C.; Loftfield, Julia; Schnetger, Bernard; Pearson, E.;
Juggins, S.; Hocking, Emma; Fretwell, Peter; Ochyra, Ryszard; Haworth, Anna; Allen, Clare; Moreton, Steven;
Davies, Sarah; Brumsack, Hans-Jurgen; Bentley, Michael J.; Hodgson, Dominic A.; Ireland, Louise Published in:
Nature Communications
DOI:
10.1038/ncomms14914
Publication date:
2017 Published in:
Nature Communications
DOI:
10.1038/ncomms14914 Citation for published version (APA):
Roberts, S. J., Monien, P., Foster, L. C., Loftfield, J., Schnetger, B., Pearson, E., Juggins, S., Hocking, E.,
Fretwell, P., Ochyra, R., Haworth, A., Allen, C., Moreton, S., Davies, S., Brumsack, H.-J., Bentley, M. J.,
Hodgson, D. A., & Ireland, L. (2017). Past penguin colony responses to explosive volcanism on the Antarctic
Peninsula. Nature Communications, 8, Article 14914. https://doi.org/10.1038/ncomms14914 Document License
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• You may freely distribute the URL identifying the publication in the Aberystwyth Research Portal 1 British Antarctic Survey (BAS), Natural Environmental Research Council (NERC), High Cross, Madingley Road, Cambridge CB3 0ET, UK. 2 Institute for
Chemistry and Biology of the Marine Environment (ICBM), Carl-von-Ossietzky-Str. 9–11, 26133 Oldenburg, Germany. 3 Department of Geosciences, Bremen
University, Klagenfurter Str. 2–4, 28359 Bremen, Germany. 4 School of Geography, Politics and Sociology, Newcastle University, Newcastle-upon-Tyne
NE1 7RU, UK. 5 Department of Geography, Northumbria University, Ellison Building, Newcastle-upon-Tyne NE1 8ST, UK. 6 Institute of Botany, Polish Academy
of Sciences, ul. Lubicz 46, 31–512 Krako´w, Poland. 7 School of Earth and Ocean Sciences, Cardiff University, Main Building, Park Place, Cardiff CF10 3AT, UK.
8 NERC Radiocarbon Facility (Environment), Scottish Enterprise Technology Park, Rankine Avenue, East Kilbride, Scotland G75 OQF, UK. 9 Department of
Geography and Earth Sciences, Aberystwyth University, Aberystwyth SY23 3DB, UK. 10 Department of Geography, Science Laboratories, Durham University,
South Road, Durham DH1 3LE, UK. * These authors contributed equally to this work. Correspondence and requests for materials should be addressed to S.J.R.
(email: sjro@bas.ac.uk) or to P.M. (email: monien@icbm.de). Take down policy Take down policy
If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately
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email: is@aber.ac.uk Download date: 24. Oct. 2024 Past penguin colony responses to explosive
volcanism on the Antarctic Peninsula Stephen J. Roberts1,*, Patrick Monien2,3,*, Louise C. Foster1,4,*, Julia Loftfield2, Emma P. Hocking5,
Bernhard Schnetger2, Emma J. Pearson4, Steve Juggins4, Peter Fretwell1, Louise Ireland1, Ryszard Ochyra6,
Anna R. Haworth1,7, Claire S. Allen1, Steven G. Moreton8, Sarah J. Davies9, Hans-Ju¨rgen Brumsack2,
Michael J. Bentley10 & Dominic A. Hodgson1,10 Stephen J. Roberts1,*, Patrick Monien2,3,*, Louise C. Foster1,4,*, Julia Loftfield2, Emma P. Hocking5,
Bernhard Schnetger2, Emma J. Pearson4, Steve Juggins4, Peter Fretwell1, Louise Ireland1, Ryszard Ochyra6,
Anna R. Haworth1,7, Claire S. Allen1, Steven G. Moreton8, Sarah J. Davies9, Hans-Ju¨rgen Brumsack2,
Michael J. Bentley10 & Dominic A. Hodgson1,10 Changes in penguin populations on the Antarctic Peninsula have been linked to several
environmental factors, but the potentially devastating impact of volcanic activity has not been
considered. Here we use detailed biogeochemical analyses to track past penguin colony
change over the last 8,500 years on Ardley Island, home to one of the Antarctic Peninsula’s
largest breeding populations of gentoo penguins. The first sustained penguin colony was
established on Ardley Island c. 6,700 years ago, pre-dating sub-fossil evidence of Peninsula-
wide occupation by c. 1,000 years. The colony experienced five population maxima during the
Holocene. Overall, we find no consistent relationships with local-regional atmospheric and
ocean temperatures or sea-ice conditions, although the colony population maximum,
c. 4,000–3,000 years ago, corresponds with regionally elevated temperatures. Instead, at
least three of the five phases of penguin colony expansion were abruptly ended by large
eruptions from the Deception Island volcano, resulting in near-complete local extinction of
the colony, with, on average, 400–800 years required for sustainable recovery. 1 British Antarctic Survey (BAS), Natural Environmental Research Council (NERC), High Cross, Madingley Road, Cambridge CB3 0ET, UK. 2 Institute for
Chemistry and Biology of the Marine Environment (ICBM), Carl-von-Ossietzky-Str. 9–11, 26133 Oldenburg, Germany. 3 Department of Geosciences, Bremen
University, Klagenfurter Str. 2–4, 28359 Bremen, Germany. 4 School of Geography, Politics and Sociology, Newcastle University, Newcastle-upon-Tyne
NE1 7RU, UK. 5 Department of Geography, Northumbria University, Ellison Building, Newcastle-upon-Tyne NE1 8ST, UK. 6 Institute of Botany, Polish Academy
of Sciences, ul. Lubicz 46, 31–512 Krako´w, Poland. 7 School of Earth and Ocean Sciences, Cardiff University, Main Building, Park Place, Cardiff CF10 3AT, UK. 8 NERC Radiocarbon Facility (Environment), Scottish Enterprise Technology Park, Rankine Avenue, East Kilbride, Scotland G75 OQF, UK. 9 Department of
Geography and Earth Sciences, Aberystwyth University, Aberystwyth SY23 3DB, UK. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE Received 16 Nov 2016 | Accepted 14 Feb 2017 | Published 11 Apr 2017 Received 16 Nov 2016 | Accepted 14 Feb 2017 | Published 11 Apr 2017 ARTICLE )
GC 47
Anvers
Trough
PD
BI
James Ross
Island
HB
Weddell
Sea
Bransfie
ld St
ra
it
GC114
GC57
1/2/4/6/7
11/12
Penguin
Record type
Temperature
Sea ice
Tephra
0
250
500 km
b
© DigitalGlobe, Inc.,
All Rights Reserved 15
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30
62°12'30"S
62°13'S
Ardley Island
Yanou Lake
(YAN)
Ardley Lake
(ARD)
Current penguin
nesting area
AD3 AD4
58°57'W
58°56'W
Raised beaches
13.4–15 m
10.5–11.1 m
4.5–6.6 m
d
Y5
Y2
Y4
G
Sinks
Meltwater streams
Lakes/ponds
Ardley Lake
Lake catchments
0
0.5 km
1
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8
9
5
3
60°S
65°S
65°S
70°S
60°S
3
60°W
PC460/1
a
South Shetland
Islands
Deception
Island
Po
la
r
F
r
ont
Sept. (max.)
Sept. Nov. Dec. Oct. Nov. Oct. Dec. F
e
b
. (
m
i
n
. )
GC 47
Anvers
Trough
PD
BI
James Ross
Island
HB
Weddell
Sea
Bransfie
ld St
ra
it
GC114
GC57
1/2/4/6/7
11/12
Penguin
Record type
Temperature
Sea ice
Tephra
0
250
500 km
b
© DigitalGlobe, Inc.,
All Rights Reserved 58°56'W
59°0'W
Fil
de
s
P
en
insula
62°12'S
62°14'S
c
Maxwell
Bay
Fild
es
S
t
r
ait
d
ARD
YAN
0.15–0.4
0.4–1
0.1–0.15
NDVI Index
2 km
0
1
c
King George Island
Ardley Island
b
12
13
© DigitalGlobe, Inc., All Rights Reserved 58°56'W
59°0'W
Fil
de
s
P
en
insula
62°12'S
62°14'S
c
Maxwell
Bay
Fild
es
S
t
r
ait
d
ARD
YAN
0.15–0.4
0.4–1
0.1–0.15
NDVI Index
2 km
0
1
c
King George Island
Ardley Island
b
. 12
13
© DigitalGlobe, Inc., All Rights Reserved c
King George Island
b
12
13 b a Maxwell
Bay Figure 1 | Study sites and the location of different types of records examined. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 explosive (Volcanic Explosivity Index (VEI)25 of 6–7), producing
an estimated 30–60 km3 of volcanic ash24,26, but the 20 þ
eruptions of the ‘historical’ era (last c. 200 years) and the 30 þ
eruptions identified in Holocene (11.75–0 ka) records have been
smaller and less explosive. Most small eruptions from Deception
Island present an immediate hazard to penguins nesting within its
crater and in the immediate vicinity from ash-fall and pyroclastic
flows. However, fine volcanic ash is often widely dispersed across
the AP by strong Southern Westerly winds20,22,27,28. For example,
following the December 1967–1970 CE eruptions (c. 0.1 km3,
VEI ¼ 3)20, a fine layer of tephra o2 mm thick was deposited on
Ardley Island and the Fildes Peninsula, King George Island and
South Shetland Islands (SSI), c. 120 km north-west of Deception
Island (Fig. 1a)21, and in the James Ross Island (JRI) ice core,
c. 200 km away on the north-eastern AP29. Even relatively minor E E
vidence of different penguin species’ responses to changes in
climate and other environmental variables are based on
short-term observational records (typically the last 30–60
years1–8), studies of the age and provenance of sub-fossils found
in abandoned penguin colonies9–16, and genetic and genomic
studies of their evolutionary history17–19. Most of these studies
have focussed on how climatic, oceanographic and anthropogenic
factors affect penguin populations through access to food and
nesting sites and predator–prey dynamics. As far as we are aware,
no studies have investigated the long-term impact of large
explosive volcanic eruptions on penguin colony size and
distribution. Deception Island off the north-western Antarctic Peninsula
(AP) (Fig. 1a) is a highly active volcano20–24. ARTICLE Its Late Pleistocene-
early Holocene, caldera-forming eruption(s) were exceptionally 15
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62°12'30"S
62°13'S
Ardley Island
Yanou Lake
(YAN)
Ardley Lake
(ARD)
Current penguin
nesting area
AD3 AD4
58°57'W
58°56'W
Raised beaches
13.4–15 m
10.5–11.1 m
4.5–6.6 m
d
Y5
Y2
Y4
G
Sinks
Meltwater streams
Lakes/ponds
Ardley Lake
Lake catchments
0
0.5 km
58°56'W
59°0'W
Fil
de
s
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en
insula
62°12'S
62°14'S
c
Maxwell
Bay
Fild
es
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ait
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ARD
YAN
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0.1–0.15
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2 km
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King George Island
Ardley Island
1
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3
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PC460/1
a
b
South Shetland
Islands
Deception
Island
Po
la
r
F
r
ont
Sept. (max.)
Sept. Nov. Dec. Oct. Nov. Oct. Dec. F
e
b
. (
m
i
n
. )
GC 47
Anvers
Trough
PD
BI
James Ross
Island
HB
Weddell
Sea
Bransfie
ld St
ra
it
GC114
GC57
1/2/4/6/7
11/12
12
13
Penguin
Record type
Temperature
Sea ice
Tephra
0
250
500 km
b
© DigitalGlobe, Inc., All Rights Reserved
© DigitalGlobe, Inc.,
All Rights Reserved
Figure 1 | Study sites and the location of different types of records examined. (a) Antarctica, the northern Antarctic Peninsula (AP), the Anvers Trough
marine core GC047 sampling site and the South Shetland Islands (SSI), located between the mean modern-day (NSIDC 1981–2010 CE; 20% sea-ice
coverage) Austral summer minimum (February or Feb.) and winter maximum (September or Sept.) sea-ice limits (solid white lines) in the Bransfield Strait
area. The minimum (Feb.) sea-ice extent on the western side of the AP is located off-image further south of the December (Dec.) sea-ice extent (sea-ice
data are from https://nsidc.org/data/seaice_index/). This figure illustrates how King George Island becomes sea-ice-free before other parts of the SSI and
AP, enabling earlier nearshore sea-ice-edge foraging during the Austral spring/summer; locations 1–13 refer to penguin sub-fossil data shown in Fig. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE 5c and
listed in Supplementary Data 5; other marine core locations used in tephra analysis are shown in Supplementary Fig. 20; BI ¼ Beak Island, HB ¼ Hope Bay,
PD ¼ Palmer Deep; (b) King George Island (KGI) showing the location of records examined in this study, with legend as in a; (c,d) Fildes Peninsula, Ardley
Island and the study sampling sites at Yanou Lake (YAN, on KGI), Ardley Lake (ARD) and previous study sites (Y2, Y4, G, AD3, AD4) (refs 42–44) on
Ardley Island where bio-geochemical evidence of penguin occupation exists, and the location of meltwater pond Y5. The catchment area of Ardley Lake is
c. 66,250 m2 and has an elevation range of c. 16–60 m above present sea level (m a.p.s.l.; mean elevation: 31±10 m a.p.s.l.) defined from the King George
Island Digital Elevation Model (KGI-DEM). Published raised beach elevations are in m a.p.s.l. as defined in ref. 85. Vegetated areas in c were mapped from a
Normalized Difference Vegetation Index (NDVI) analysis of satellite data acquired on 4 November 2013. See Supplementary Note 3. This figure includes
material copyright of DigitalGlobe, Inc., All Rights Reserved, used with permission under a NERC-BAS educational license and not included in the Creative
Commons license for the article. 15
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62°12'30"S
62°13'S
Ardley Island
Yanou Lake
(YAN)
Ardley Lake
(ARD)
Current penguin
nesting area
AD3 AD4
58°57'W
58°56'W
Raised beaches
13.4–15 m
10.5–11.1 m
4.5–6.6 m
d
Y5
Y2
Y4
G
Sinks
Meltwater streams
Lakes/ponds
Ardley Lake
Lake catchments
0
0.5 km
1
14
8
9
5
3
60°S
65°S
65°S
70°S
60°S
3
60°W
PC460/1
a
South Shetland
Islands
Deception
Island
Po
la
r
F
r
ont
Sept. (max.)
Sept. Nov. Dec. Oct. Nov. Oct. Dec. F
e
b
. (
m
i
n
. Past penguin colony responses to explosive
volcanism on the Antarctic Peninsula 10 Department of Geography, Science Laboratories, Durham University,
South Road, Durham DH1 3LE, UK. * These authors contributed equally to this work. Correspondence and requests for materials should be addressed to S.J.R. (email: sjro@bas.ac.uk) or to P.M. (email: monien@icbm.de). 1 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications TURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | w ARTICLE ARTICLE Ardley Island to provide a long-term and continuous record of
changes in penguin occupation, because, unlike other shallow
ponds on the island (Lake Y1, G, AD3 and AD4, Supplementary
Notes 1–3), it has remained above sea-level for the last c. 9 ka
(refs 45,46) (Fig. 1d). volcanic eruptions can be potentially devastating to the ecology at
locations far from the eruption source30. In terms of penguin
mortality, the fine basaltic-andesitic tephra, most commonly
produced
by
Deception
Island
eruptions,
contains
large
volumes
of
fine
and
physically
abrasive
glass,
poisonous
aerosols (for example, SO2, F), as well as trace elements and
toxic metals (for example, Cd, As, Pb)31 that can adversely affect
their physiological functions. (
) ( g
)
Our control site, Yanou Lake (62 13.243 S, 58 57.591 W; c. 11
m a.p.s.l.), located opposite Ardley Lake on Fildes Peninsula, is a
former shallow marine basin, submerged below sea level until c. 6.5 ka,
with
basal
sediments
deposited
in
a
glaciomarine
environment between c. 12 and 7.8 ka (ref. 45). The marine
embayment evolved into a shallow near-shore lagoonal basin c. 6.5–6.0 ka, and, when sea-level fell below the retaining sill at c. 14.5.–11 m a.p.s.l. (max.–min. elevation; ref. 45). Yanou Lake was
formed and then developed into a predominantly freshwater lake
until the present day. As there is no evidence of past or present
penguin occupation in the Yanou Lake catchment, this record
enabled us to separate the bio-geochemical inputs associated with
penguin guano in the Ardley Lake record from those associated
with the underlying geology, soils, tephra deposition and natural
lake development. Gentoo penguin (Pygoscelis papua) populations across the AP
and elsewhere have remained stable or increased over the last
30 years5,32,33, while more ‘sea-ice dependent’ species such as
Ade´lie penguins (Pygoscelis adeliae) have declined32,34. These
changes have been linked to ‘recent’ regional atmospheric and
oceanographic warming on the AP7,8. Conversely, Ade´lie colony
populations are increasing in parts of Antarctica (for example, the
Ross Sea) where sea-ice is currently expanding35, or have
increased during previous colder periods36. Recent AP-wide
reductions in land and sea-ice extent/seasonality have altered
access routes to breeding sites and have also caused changes in
prey availability by shifting the location and distribution of
northern-AP shelf-edge krill spawning grounds1,3,8,9,35,37. ARTICLE Since
AP krill biomass has not changed significantly over the same
period35,38, recent changes could potentially relate to the early–
mid twentieth century ‘krill-surplus’, which resulted from a
reduction in predation pressure on krill due to the exploitation of
large numbers of seals and whales in the late nineteenth century
to mid twentieth century16,38,39. Gentoo penguins prefer to breed
in ice-free areas, and are generalist, inshore predators (foraging
within c. 20–30 km of their breeding sites), compared to the more
krill-dependent, wider-ranging Ade´lie penguins, while reduced
competition from other species on the AP has increased the
availability of gentoo prey species across all trophic levels4,16,40. Intriguingly, genetic studies have shown that recent AP species-
specific population trends are different from those of previous
warm-periods, but that the response of gentoo penguins to
warming is consistently positive16,17. In this study, we undertook detailed geochemical and multi-
proxy analyses on an 8,500-year lake sediment record from
Ardley Lake (ARD) and compared the results with a lake
sediment record from Yanou Lake (YAN). Using variations in
inorganic bio-element geochemistry, we established a novel
method to determine the proportion of guano present in the
ARD and YAN lake sediments—the ornithogenic sediment
fraction or Fo.sed.. By converting the percentage Fo.sed. into
guano-influenced sediment dry mass accumulation rates, we
modelled estimates of penguin population change for the Ardley
Lake colony (see Methods for details). We then determined local-
regional drivers of past colony change, by comparing results from
the ARD and YAN records with Peninsula-wide records of: (1)
lacustrine and sub-fossil evidence of past penguin colony
presence11,43; (2) palaeoclimate29, palaeoceanographic47,48 and
relative sea level (RSL)45 change, including the first AP lake
sediment
biomarker-based
quantitative
temperature
reconstruction (Yanou Lake), and a new shelf-edge marine
sediment record (Anvers Trough) (Fig. 1a; see Methods for
details); (3) explosive volcanism from Deception Island, which we
conclude had a significant impact on colony population at least
three times during the Holocene. Ardley Island in the SSI (Fig. 1c,d) contains one of the largest
breeding gentoo penguin colonies in the Antarctic41 with c. 5,000
pairs (c. 1.3% of the current global gentoo population), alongside
c. 200 breeding pairs of Ade´lie penguins and o50 breeding pairs
of chinstrap penguins (P. antarctica) (Supplementary Fig. 1). ARTICLE Between 1950 and 1997 CE, the north-western AP was one of the
most rapidly warming regions in the Southern Hemisphere7, and
between 1980 and 2005 CE the number of breeding pairs of
gentoo penguins on Ardley Island increased by c. þ 310%
(minimum–maximum
breeding
pair
count
data),
whereas
between
1980
and
2014,
Ade´lie
( 12%)
and
Chinstrap
( 3.7%)
penguin
populations
have
both
declined
(Supplementary Fig. 1). As each penguin produces c. 84.5 g of
guano per day42, every breeding season c. 139 tonnes (dry mass)
of penguin guano is discharged onto Ardley Island42, either
accumulating in soils and shallow meltwater ponds and lakes
(Fig. 1d), or discharging into the sea. Of these, lakes are protected
by a permanent water column and can accumulate sediments
without significant disturbance. Geochemical analyses of guano
signatures in lake sediments can thereby provide long-term
records of past penguin presence in their catchments43,44
(Supplementary Note 1). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE (a) Antarctica, the northern Antarctic Peninsula (AP), the Anvers Trough
marine core GC047 sampling site and the South Shetland Islands (SSI), located between the mean modern-day (NSIDC 1981–2010 CE; 20% sea-ice
coverage) Austral summer minimum (February or Feb.) and winter maximum (September or Sept.) sea-ice limits (solid white lines) in the Bransfield Strait
area. The minimum (Feb.) sea-ice extent on the western side of the AP is located off-image further south of the December (Dec.) sea-ice extent (sea-ice
data are from https://nsidc.org/data/seaice_index/). This figure illustrates how King George Island becomes sea-ice-free before other parts of the SSI and
AP, enabling earlier nearshore sea-ice-edge foraging during the Austral spring/summer; locations 1–13 refer to penguin sub-fossil data shown in Fig. 5c and
listed in Supplementary Data 5; other marine core locations used in tephra analysis are shown in Supplementary Fig. 20; BI ¼ Beak Island, HB ¼ Hope Bay,
PD ¼ Palmer Deep; (b) King George Island (KGI) showing the location of records examined in this study, with legend as in a; (c,d) Fildes Peninsula, Ardley
Island and the study sampling sites at Yanou Lake (YAN, on KGI), Ardley Lake (ARD) and previous study sites (Y2, Y4, G, AD3, AD4) (refs 42–44) on
Ardley Island where bio-geochemical evidence of penguin occupation exists, and the location of meltwater pond Y5. The catchment area of Ardley Lake is
c. 66,250 m2 and has an elevation range of c. 16–60 m above present sea level (m a.p.s.l.; mean elevation: 31±10 m a.p.s.l.) defined from the King George
Island Digital Elevation Model (KGI-DEM). Published raised beach elevations are in m a.p.s.l. as defined in ref. 85. Vegetated areas in c were mapped from a
Normalized Difference Vegetation Index (NDVI) analysis of satellite data acquired on 4 November 2013. See Supplementary Note 3. This figure includes
material copyright of DigitalGlobe, Inc., All Rights Reserved, used with permission under a NERC-BAS educational license and not included in the Creative
Commons license for the article. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 2 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Results
G Guano geochemistry. The geochemistry of Ardley Lake (ARD,
study site) and Yanou Lake (YAN, control site) sediments showed
significant fluctuations with sediment depth and modelled age
(Figs 2–4, Supplementary Notes 4–7, Supplementary Figs 3–13,
16, Supplementary Tables 1–7, Supplementary Data 1). R-mode
cluster analysis performed on the inter-correlation coefficients of
major and trace element concentrations in the ARD record
clearly separated guano-derived elements (Sr, Cu, Zn, Se, Ca, Se,
P, C, N, S) and guano-associated elements (Cd, As, Hg) from
lithogenic elements (for example, Al, Mg, Si, Sc, Ti, Zr, Y and
REE) derived from weathering of local volcanic bedrock (Fig. 2,
Supplementary Fig. 8b, Supplementary Table 4). No similarly
clear separation of elements was evident in the YAN control
record (Supplementary Fig. 8c; Supplementary Table 5). The
positive correlation between Ca and P (r ¼ 0.63, Po0.001;
Supplementary Table 4) suggests that hydroxylapatite is the main
phosphate phase in the ARD record (Supplementary Notes 1,8). Selected element-aluminium cross-plots (Fig. 3a) show that
Ardley Lake sediments clearly represent a mixture between two
end members: eroded Ardley Island bedrock and ornithogenically
derived (bird-formed) soil and sediment from the lake’s catch-
ment, whereas the geochemistry of Yanou Lake sediments is Ardley Lake (62 12.774 S, 58 56.398 W; c. 16 metres above
present mean sea level, m a.p.s.l., as defined in ref. 45) is the only
large (c. 7,270 m2), permanent closed-basin water body on Ardley
Island (c. 268,510 m2), and its only permanent depositional ‘sink’
(Fig. 1d, Supplementary Fig. 2). With two prominent meltwater
inflows, and an overspill outflow bounded by its retaining sill at
c. 18–16 m a.p.s.l. (max.-min. elevation45), the Ardley Lake
catchment area (c. Results
G 66,250 m2) is well-situated in the centre of 3 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 0
4
8
Visible tephra deposits
Airfall tephra
Redeposited tephra
Munsell colour
2.5Y 2.5/1 Black
2.5Y 3/3 Dark olive brown
2.5Y 3/1 Very dark grey
2.5Y 3/1 Dark grey
2.5Y 3/2 Very dark greyish brown
2.5Y 4/3 Olive brown
2.5Y 4/2 Dark greyish brown
2.5Y 4/4 Olive brown
Sedimentology
Silt
Clay
Sand
Tephra-rich (<50% tephra)
Tephra bed (>50% tephra)
Nodules / peloids
Matrix-supported diamicton
Clast-supported diamicton
Moss bed (>50% moss)
Moss fragments (<50% moss)
1
2
4a
5
Penguin bones
(B1–B6) and bone
fragments
1
3
0.1
0.3
0.5
0.1 0.25 0.4
0
0.4
0.8
Sum of squares
CONISS XRF
Zones (13)
Guano phases
50
150
1
3
5
50
150
M7
M8A
M7A
Munsell colour
Visible tephra
Sedimentology
Munsell colour
Visible tephra
Sedimentology
Clay
Silt
Sand
Grain size
Fine
Med. Coarse
0
50
100
150
200
250
300
350
Depth (cm)
0
50
100
150
200
250
300
350
Depth (cm)
TC/Al
TN/Al
TS/Al
P/Al
Zn/Al
(x 10–4)
As/Al
(x 10–4)
Cu/Al
(x 10–4)
Guano and guano-related elements
4b
3
Diatom zones
Lake environment
T4
T1
T3
B1
B2
B3/4
B5
B6
B1
B2
B3/4
B5
B6
b
c
ab
T6
T7
T8? T5b
T5a
T4
T1
T3b
c
ab
T6
T7
T8? T5b
T5a
Fresh–
brackish
D1
D2
D3
D4
D5
D6
Fresh–
brackish
to
brackish
F.-Brack. Brackish–
fresh
Fresh–
brackish
and fresh
Fresh and
fresh–
brackish
B6
B1
B2
B3/4
2.6
3.0
0.08
0.12
100 200 300
0.5
1.5
0
0.01 0.02 0
4
8
10
20
30
Depth (cm)
Guano and guano-related elements
Lithogenic elements
Si/Al
Ti/Al
Sr/Al
(x 10–4)
Ca/Al
Hg/Al
(x 10–4)
Se/Al
(x 10–4)
Zr/Al
(x 10–4)
0
50
100
150
200
250
300
350
1
3
5
4b
4a
2
Moss
Bulk organic (fresh)
Lacustrine algae
SH13-Terrestrial
Guano-influenced sed. MARINE13 (ΔR=700±50)
Bulk organic (brackish)
Penguin bone–collagen
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
M7
M8A
M7A
B1
B2
B2.1
B2.2
B4.1
B6.1
B6.2
B6.3
B6.4
B3
B4
B5
B6
Figure 2 | Whole core geochemistry of Ardley Lake sediments. Downcore profiles of selected aluminium normalized guano-elements (P, Zn, As, Cu, TN,
TS, TC, Ca, Sr, Hg, Se), lithogenic elements (Si, Ti, Zr) and age-depth model (ARD-M5) of the ARD record (Supplementary Data 1,2). Results
G MARINE13 (ΔR=700±50)
Bulk organic (brackish)
Penguin bone–collagen
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
M7
M8A
M7A
B1
B2
B2.1
B2.2
B4.1
B6.1
B6.2
B6.3
B6.4
B3
B4
B5
B6
Figure 2 | Whole core geochemistry of Ardley Lake sediments. Downcore profiles of selected aluminium normalized guano-elements (P, Zn, As, Cu, TN,
TS TC Ca Sr Hg Se) lithogenic elements (Si Ti Zr) and age depth model (ARD M5) of the ARD record (Supplementary Data 1 2) Intact juvenile Depth (cm) Figure 2 | Whole core geochemistry of Ardley Lake sediments. Downcore profiles of selected aluminium normalized guano-elements (P, Zn, As, Cu, TN,
TS, TC, Ca, Sr, Hg, Se), lithogenic elements (Si, Ti, Zr) and age-depth model (ARD-M5) of the ARD record (Supplementary Data 1,2). Intact juvenile
Pygoscelis Papua bones found at core depths are labelled B1–B6 (scale bars are 1 cm): B1 is a cnemial crest bone of the tibiotarsus (left leg); at B2, two base
occipital condyle bones from a poorly fused skull(s); B3 is a heavily weathered metatarsal (foot) bone; at B4, two weathered carpometacarpus (wing)
bones; B5 is a talon; B6 are mid-upper neck cervical vertebrae bones, found intact vertically (4 of 5 bones shown). Bone-collagen was extracted and
radiocarbon dated from bones B2.1, B4.1, B6.2 (see Supplementary Fig. 4 and Supplementary Table 2 for details). strongly associated with local bedrock and tephra deposition. The
influence of penguin guano on the sediment samples from Ardley
Lake is further supported by their C/N and C/P ratios (C/N ¼ av. 6.6, C/P ¼ av. 3.3), which are close to those previously reported in
ornithogenic soils (C/N ¼ 6.3, C/P ¼ 1.2–3.7) (ref. 49) (Fig. 3b). In contrast, they differ significantly from ratios found in phyto-
plankton and local plants, for example, carpet mosses, lichens
(Usnea antarctica), liverworts and vascular plants, such as
Deschampsia antarctica (Fig. 3b, C/N ¼ 21–114)50 present in the
catchment area of both lakes. Guano phases. Sustained high concentrations of bio-elements
(weighted mean Fo.sed.410%) and stratigraphically constrained
incremental sum of squares (CONISS) cluster analysis were used
to define five phases of elevated guano flux (GP-1 to GP-5) (shown
as 1–5 in circles in Figs 2, 4 and 5; see Methods for details). Periods
of exceptionally elevated guano within each guano phase (darker
green shading in Fig. Results
G Intact juvenile
Pygoscelis Papua bones found at core depths are labelled B1–B6 (scale bars are 1 cm): B1 is a cnemial crest bone of the tibiotarsus (left leg); at B2, two base
occipital condyle bones from a poorly fused skull(s); B3 is a heavily weathered metatarsal (foot) bone; at B4, two weathered carpometacarpus (wing)
bones; B5 is a talon; B6 are mid-upper neck cervical vertebrae bones, found intact vertically (4 of 5 bones shown). Bone-collagen was extracted and
radiocarbon dated from bones B2.1, B4.1, B6.2 (see Supplementary Fig. 4 and Supplementary Table 2 for details). 0
4
8
Visible tephra deposits
Airfall tephra
Redeposited tephra
Munsell colour
2.5Y 2.5/1 Black
2.5Y 3/3 Dark olive brown
2.5Y 3/1 Very dark grey
2.5Y 3/1 Dark grey
2.5Y 3/2 Very dark greyish brown
2.5Y 4/3 Olive brown
2.5Y 4/2 Dark greyish brown
2.5Y 4/4 Olive brown
Sedimentology
Silt
Clay
Sand
Tephra-rich (<50% tephra)
Tephra bed (>50% tephra)
Nodules / peloids
Matrix-supported diamicton
Clast-supported diamicton
Moss bed (>50% moss)
Moss fragments (<50% moss)
1
2
4a
5
Penguin bones
(B1–B6) and bone
fragments
1
3
0.1
0.3
0.5
0.1 0.25 0.4
0
0.4
0.8
Sum of squares
CONISS XRF
Zones (13)
Guano phases
50
150
1
3
5
50
150
M7
M8A
M7A
Munsell colour
Visible tephra
Sedimentology
Munsell colour
Visible tephra
Sedimentology
Clay
Silt
Sand
Grain size
Fine
Med. Coarse
0
50
100
150
200
250
300
350
Depth (cm)
0
50
100
150
200
250
300
350
Depth (cm)
TC/Al
TN/Al
TS/Al
P/Al
Zn/Al
(x 10–4)
As/Al
(x 10–4)
Cu/Al
(x 10–4)
Guano and guano-related elements
4b
3
Diatom zones
Lake environment
T4
T1
T3
B1
B2
B3/4
B5
B6
B1
B2
B3/4
B5
B6
b
c
ab
T6
T7
T8? T5b
T5a
T4
T1
T3b
c
ab
T6
T7
T8? T5b
T5a
Fresh–
brackish
D1
D2
D3
D4
D5
D6
Fresh–
brackish
to
brackish
F.-Brack. Brackish–
fresh
Fresh–
brackish
and fresh
Fresh and
fresh–
brackish
B6
B1
B2
B3/4
2.6
3.0
0.08
0.12
100 200 300
0.5
1.5
0
0.01 0.02 0
4
8
10
20
30
Depth (cm)
Guano and guano-related elements
Lithogenic elements
Si/Al
Ti/Al
Sr/Al
(x 10–4)
Ca/Al
Hg/Al
(x 10–4)
Se/Al
(x 10–4)
Zr/Al
(x 10–4)
0
50
100
150
200
250
300
350
1
3
5
4b
4a
2
Moss
Bulk organic (fresh)
Lacustrine algae
SH13-Terrestrial
Guano-influenced sed. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Results
G 4b) were defined as 4 the upper bound (95%
confidence level) of the whole-record weighted mean Fo.sed. value
of 27.93% (green dotted line in Fig. 4b). g
g
The first occupation of the Ardley Lake catchment by penguins
occurred between 6.7 and 6.3 cal ka BP (GP-1), with further Fo.sed. maxima between 5.8–5.3 (GP-2), 4.5–4.3 (GP-3), 4.0–3.0 (GP-4)
and 2.7–1.3 (GP-5) cal ka BP (Figs 4b and 5, Table 1). No similar
patterns
were
found
in
the
control
site
YAN
(Fig. 4a,
Supplementary Figs 10,11c). Intact juvenile gentoo penguin
bones and bone fragments were found in guano phases GP-2
and GP-4 and in sediments deposited between GP-2 and GP-3
(Fig. 2, Supplementary Fig. 4). Guano dry mass accumulation
rates (Fo.sed. DMAR in g cm 2 a 1, thick black line in Fig. 4b)
account for variations in the sedimentation rate that reflect
changes in erosional input into Ardley Lake, and, therefore, do
not always correspond to higher guano-influenced sediment
Fo.sed. percentages. Since
Fo.sed. DMAR
values
underpin In the ARD record, in-phase changes in several aluminium-
normalized bio (associated) elements, such as P, Zn, As, Cu, Ca,
Sr, Hg, and Se, together with TN, TC (equivalent to TOC) and TS
were recorded (Fig. 2, Table 1, Supplementary Figs 6–8,11b,16). This enabled us to derive the mean relative proportion of guano
or ornithogenically derived sediment (% Fo.sed.) in the Ardley
Lake sediment matrix using a mixing equation (equation
(1, Methods) based on the element/aluminium (Al) ratio of
selected bio-elements (Cu, P, Sr, Zn) in the Ardley Lake
sediments, the mean Al-normalized Ardley Island bedrock51
composition
and
Al-normalized
mean
composition
of
guano-bearing ornithogenic sediment and soils49 from King
George Island as end members (see Methods for details). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 4 4 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 | 0
1
2
3
2
4
6
8
10
Al (mass %)
a
Mg (mass %)
0
0.2
0.4
0.6
0.8
2
4
6
8
10
Al (mass %)
Cu (mg g–1)
0
0.2
0.4
0.6
0.8
1.0
2
4
6
8
10
Al (mass %)
Zn (mg g–1)
0
5
10
15
20
2
4
6
8
10
Al (mass %)
Ca (mass %)
0.5
1.0
1.5
2.0
2.5
2
4
6
8
10
Al (mass %)
Sr (mg g–1)
0
2
4
6
8
10
2
4
6
8
10
Al (mass %)
P (mass %)
r = 0.89
P<0.0001
r = –0.63
P<0.0001
r = –0.90
P<0.0001
r = –0.94
P<0.0001
r = –0.88
P<0.0001
r = –0.90
P<0.0001 0
1
2
3
2
4
6
8
10
Al (mass %)
a
Mg (mass %)
r = 0.89
P<0.0001 0
0.2
0.4
0.6
0.8
2
4
6
8
10
Al (mass %)
Cu (mg g–1)
r = –0.88
P<0.0001 0
0.2
0.4
0.6
0.8
1.0
2
4
6
8
10
Al (mass %)
Zn (mg g–1)
r = –0.90
P<0.0001 a Al (mass %) 0
5
10
15
20
2
4
6
8
10
Al (mass %)
Ca (mass %)
r = –0.63
P<0.0001 0.5
1.0
1.5
2.0
2.5
2
4
6
8
10
Al (mass %)
Sr (mg g–1)
r = –0.90
P<0.0001 0
2
4
6
8
10
2
4
6
8
10
Al (mass %)
P (mass %)
r = –0.94
P<0.0001 P (mass %) Ardley Island bedrock
Fildes Peninsula bedrock Ardley Lake (ARD) sediments
Yanou Lake (YAN) sediments ARD samples
Liverworts
Moss
Lichens
Ornithogenic soils (guano)
Ornithogenic soils (humus)
Ornithogenic soils (phosphatic clay)
Vascular plants
0
10
20
30
40
50
0
TC (mass %)
0
10
20
30
40
50
0
1
2
3
4
5
TN (mass %)
TC (mass %)
r = 0.98
P<0.0001
b
Yanou Lake (YAN) sediments
Fildes Peninsula bedrock
gure 3 | Scatterplots of element/aluminium ratios and comparison of C/N and C/P ratios. (a)
rdley Lake and Yanou Lake sediments (this study), ornithogenic soils49 and local bedrock86. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 ARTICLE ation models, guano phases GP-2, GP-3 and GP-4 corres-
to a higher number of penguins present in the Ardley Lake
h
i Fi
b (
M h d
S
l
N
details). A good correspondence between the Ardley Lake
fossil record and the sub-fossil record of former penguin c
f
h AP
i
d
i
h
h
d
il
ARD samples
Liverworts
Moss
Lichens
Ornithogenic soils (guano)
Ornithogenic soils (humus)
Ornithogenic soils (phosphatic clay)
Vascular plants
0
10
20
30
40
50
0
2
4
6
8
P (mass %)
TC (mass %)
0
10
20
30
40
50
0
1
2
3
4
5
TN (mass %)
TC (mass %)
r = 0.98
ARD data: linear regression
summary statistics
Redfield ratio
P<0.0001
r = 0.89
P<0.0001
Ardley Lake (ARD) sediments
Ornithogenic soils
Ardley Island bedrock
0
1
2
3
2
4
6
8
10
Al (mass %)
a
b
Mg (mass %)
0
0.2
0.4
0.6
0.8
2
4
6
8
10
Al (mass %)
Cu (mg g–1)
0
0.2
0.4
0.6
0.8
1.0
2
4
6
8
10
Al (mass %)
Zn (mg g–1)
0
5
10
15
20
2
4
6
8
10
Al (mass %)
Ca (mass %)
0.5
1.0
1.5
2.0
2.5
2
4
6
8
10
Al (mass %)
Sr (mg g–1)
0
2
4
6
8
10
2
4
6
8
10
Al (mass %)
P (mass %)
Yanou Lake (YAN) sediments
Fildes Peninsula bedrock
r = 0.89
P<0.0001
r = –0.63
P<0.0001
r = –0.90
P<0.0001
r = –0.94
P<0.0001
r = –0.88
P<0.0001
r = –0.90
P<0.0001
ARD: linear regression
summary statistics
3 | Scatterplots of element/aluminium ratios and comparison of C/N and C/P ratios. (a) Scatterplots of selected element/aluminium
Lake and Yanou Lake sediments (this study), ornithogenic soils49 and local bedrock86. (b) Total Carbon/Total Nitrogen (TC/TN) and To
n/Phosphorus (TC/P) ratios of Ardley Lake sediments, local lichens (for example, Usnea antarctica)50, liverworts (Cephalozia varians), mos
ar plants (Deschampsia antarctica)50 and different types of ornithogenic soils49. The solid and the dashed lines show linear regression lines of
ore ARD, and C/N and C/P ratios of phytoplankton according to the Redfield ratio, respectively (Supplementary Data 3). ARTICLE and JRI atmospheric temperature (Fig. 4f)29. Overall, none
of the guano phases were statistically related to warmer sea
surface
temperatures
in
the
Palmer
Deep
(PD)
record. Conversely,
the
non-guano
phases
were
associated
with
significantly warmer sea surface temperatures in the Palmer
Deep
record
(PD-SST
0–200 m;
Fig. 4e)48
(two-tailed
Mann–Whitney U-tests: YAN-GDGT: P ¼ 0.58, JRI: P ¼ 0.57,
PD-SST: P ¼ 0.01; Supplementary Discussion, Supplementary Palaeoenvironmental
records. We
then
compared
these
five phases of elevated guano flux with a range of local and
regional records of past environments to identify the major
drivers of changes in penguin populations. First, we found no
significant difference (5 or 10% level) in temperature data
during guano and non-guano phases from cross-northern
Peninsula 9–0 ka terrestrial temperature records, YAN-GDGT
reconstructed mean summer air temperatures (MSAT) (Fig. 4a) Warm SST (0–200 m)
Warm surface SST
SST (°C)
0
2
Palmer Deep
Temp. Record
+Warm
+Warm
0–200 m
c Maxwell Bay
Sea-ice
Record
TOC (%)
0.0
0.6
0.3
+Open water
d
Diatom ratio
(F. curta/F. kerg.)
Pelagic
open water
diatoms (%)
0
10
20
30
Anvers Shelf
Sea-ice
Record
0
1
2
3
1
2
4
5
3
Yanou Lake
Temp. Record
a
GDGT-MSAT
6–0 ka Anomaly
(°C ±1σ)
+Warm
(MSAT)
Ardley Lake
b
e
+Sea ice
+Open water
–1
0
1
PCA2μ-XRF (9%)
T8? 0.00
0.05
0.10
? T3b
T1
0
10
20
SandDMAR
(g cm–2 a–1)
Fo.sed. DMAR
(g cm–2 a–1)
SandDMAR
(g cm–2 a–1)
T2
T4
T5 T6
T3a
0
0.05
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
g AP Warm
periods
RRR MCA? f
James Ross
Island Ice Core
Temp. Record
JRI temp. anomaly
(°C ±1σ)
–1
0
1
Airfall/ tephra and reworked sediment
T7
6–0 ka upper bound on mean (95%)
100-year smoothed <10 °C
6–0 ka weighted mean
MHH
EHO to 11.5 ka
10%
0%
% Guano
(Fo.sed. % ±1σ)
95% conf. upper bound
0
50
100
Guano phases
Guano phases
1
4
5
3
2
Volcanic eruptions
0.00
0.01
0.02
0.03
%Fo.sed. 100-year Fo.sed. ARTICLE DMAR
–5
0
5
10
+Brackish conditions / >wind
Glaciomarine to 11 ka
Palaeoenvironmental data
>6–0 ka upper bound on mean (95%): Open water
6-0 ka weighted mean
6–0 ka upper bound on mean (95%)
6–0 ka lower bound on mean (95%)
>6–0 ka upper bound on mean (95%): Discontinuou
>6–0 ka upper bound on mean (95%): Sustained w
>2x 6–0 ka upper bound on mean (95%): Sustained
AP composite warm periods
Volcanic eruptions
VEI>4
VEI>3
VEI< or =3
Weighted mean
Eruption age
and 95% min.–max. (cal a BP)
Visible tephra
No guano
Ardley Lake post-eruption colony recovery interval
ARD Guano phases GP-1 to GP-5
Penguin data
ARD exceptionally elevated guano phases
Published bone and egg ages (cal a ± 1σ)
Diatom zone boundaries
Modelled ARD bone ages (cal a ± 95% min.–max.)
ARD bone–collagen ages (cal a ± 1σ)
Marine
100% Marine
100% Lacustrine
Brackish
Brackish
Colder
C lder
o e
d
o e
Colder
er
Warme
glaciating
Deg
RSL<5 m
5 m
Penguin
Record
NATURE COMMUNICATIONS | 8:14914 | DOI: 10 1038/ncomms14914 | www nature com/naturecom Yanou Lake
Temp. Record
a
GDGT-MSAT
6–0 ka Anomaly
(°C ±1σ)
+Warm
(MSAT)
Ardley Lake
b
–1
0
1
PCA2μ-XRF (9%)
T8? 0.00
0.05
0.10
? T3b
T1
0
10
20
SandDMAR
(g cm–2 a–1)
Fo.sed. DMAR
(g cm–2 a–1)
SandDMAR
(g cm–2 a–1)
T2
T4
T5 T6
T3a
0
0.05
Airfall/ tephra and reworked sediment
T7
6–0 ka upper bound on mean (95%)
100-year smoothed <10 °C
6–0 ka weighted mean
10%
0%
% Guano
(Fo.sed. % ±1σ)
95% conf. upper bound
0
50
100
Guano phases
1
4
5
3
2
Volcanic eruptions
0.00
0.01
0.02
0.03
%Fo.sed. 100-year Fo.sed. DMAR
–5
0
5
10
Glaciomarine to 11 ka
Marine
100% Marine
100% Lacustrine
Brackish
Brackish
Colder
C lder
o e
d
o e
Colder
er
Warme
glaciating
Deg
RSL<5 m
5 m
Penguin
Record Yanou Lake
Temp. Record
a Warm SST (0–200 m)
Warm surface SST
SST (°C)
0
2
Palmer Deep
Temp. Record
+Warm
+Warm
0–200 m
c Maxwell Bay
Sea-ice
Record
TOC (%)
0.0
0.6
0.3
+Open water
d
Diatom ratio
(F. curta/F. kerg.)
Pelagic
open water
diatoms (%)
0
10
20
30
Anvers Shelf
Sea-ice
Record
0
1
2
3
1
2
4
5
3
e
+Sea ice
+Open water
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
g AP Warm
periods
RRR MCA? NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 (b) T
arbon/Phosphorus (TC/P) ratios of Ardley Lake sediments, local lichens (for example, Usnea anta ARD samples
Liverworts
Moss
Lichens
Ornithogenic soils (g
Ornithogenic soils (h
Ornithogenic soils (p
Vascular plants
0
10
20
30
40
50
0
1
2
3
4
5
TN (mass %)
TC (mass %)
r = 0.98
P<0.0001
b
Yanou
Fildes Peninsula bedrock
| Scatterplots of element/aluminium ratios and comparison of C
ake and Yanou Lake sediments (this study) ornithogenic soils49 a b 0
10
20
30
40
50
0
2
4
6
8
P (mass %)
TC (mass %)
r = 0.89
P<0.0001 Redfield ratio Figure 3 | Scatterplots of element/aluminium ratios and comparison of C/N and C/P ratios. (a) Scatterplots of selected element/aluminium ratios of
Ardley Lake and Yanou Lake sediments (this study), ornithogenic soils49 and local bedrock86. (b) Total Carbon/Total Nitrogen (TC/TN) and Total
Carbon/Phosphorus (TC/P) ratios of Ardley Lake sediments, local lichens (for example, Usnea antarctica)50, liverworts (Cephalozia varians), mosses50,
vascular plants (Deschampsia antarctica)50 and different types of ornithogenic soils49. The solid and the dashed lines show linear regression lines of samples
from core ARD, and C/N and C/P ratios of phytoplankton according to the Redfield ratio, respectively (Supplementary Data 3). population models, guano phases GP-2, GP-3 and GP-4 corres-
pond to a higher number of penguins present in the Ardley Lake
catchment shown in Fig. 5b (see Methods, Supplementary Note 8,
Supplementary Figs 16–19, Supplementary Table 9 for more details). A good correspondence between the Ardley Lake guano/
fossil record and the sub-fossil record of former penguin colonies
from across the AP exists during these phases, and until the end
of guano phase GP-5, c. 1.3 cal ka BP (Fig. 5). 5 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunication NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 ARTICLE % ¼ 43.66±15.37 (1s) %), occurred
between 3.4 and 3.0 cal ka BP when both the YAN-GDGT and JRI
records were significantly warmer than their 6–0 ka means (Fig. 4,
Supplementary Fig. 18, Supplementary Tables 7,8). Second, we compared the guano phases with sea-ice and open
water proxies, which impact on the penguins’ access to nesting
sites and prey species. Although guano-phase GP-4 coincided
with a sustained period of reduced spring/summer open water
seasonality in the Anvers Trough record from c. 4 cal ka BP
onwards (Fig. 4d), there were no significant differences in open
water conditions in Maxwell Bay (P ¼ 0.26) or at the Anvers Shelf
(P ¼ 0.25) for guano and non-guano phases. More prolonged
spring/summer open water conditions existed at the Anvers
Trough shelf-edge in mid-Holocene guano phases (GP-2 and
GP-3), but not during late Holocene guano phases (GP-4 and
GP-5) (P ¼ 0.10). Volcanic activity. Third, we compared the guano phases with the
combined record of volcanic tephra in the ARD and YAN lake
sediment records. We identified seven phases of VEI ¼ 3 or
VEI43 eruption activity (T1–T7) (Fig. 4a,b). Eruption T7 aside, Two other VEI ¼ 43 eruptions (T3a, T2) occurred at the same
time as measurable, but not-significant reductions in the Table 1 | Summary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment percentage data. ARD
ARD
ARD
Calibrated ages (cal a BP)
Duration
n
% Guano-influenced sediment
CONISS
zone
Guano
phase
Core depth
min.–max. (cm)
Weighted
mean age
min.–max. 95% conf. age range
min.–max. (years±95%
conf. diff.)
[95% min.–max.]
Weighted mean
Fo.sed. (%±1r)
95% Conf. Fo.sed. Interval
(lower–upper %)
12
5
13–35
1,290–2,670
1,160–2,830
1,380±145 [1,670]
11
23.57±10.74
16.35–30.79
9
4b
65–112
3,000–3,430
2,880–3,580
1,010±170 [1,350]
26
43.66±15.37
39.47–47.85
10
4a
112–155
3,430–4,010
3,270–4,230
26
12.95±2.76
11.41–14.49
7
3
175–190
4,310–4,510
4,090–4,640
200±175 [550]
7
26.33±12.16
18.92–33.74
5
2
284–310
5,300–5,750
5,180–6,020
450±195 [840]
9
29.38±9.90
21.95–36.82
3
1
320–326
6,270–6,670
5,820–7,360
400±570 [1,540]
3
26.77±9.49
5.31–48.23
Summary
Whole record
—
198
25.31±9.41
22.69–27.93
statistics
Guano phases
690±250 [1,190]
82
34.19±12.19
31.06–37.32
Non-guano phases
—
116
3.56±2.49
2.42–4.69
Late Holocene guano phases
1,200±160 [1,510]
62
36.57±12.73
32.73–40.40
Mid Holocene guano phases
350±310 [980]
20
27.77±10.72
23.66–31.88
All ages are in calibrated (equivalent to calendar) years before present (cal a BP), where BP is defined as 1950 CE (see Supplementary Methods); [95% min. ARTICLE (cal years) is the average of the weighted mean minimum 95% confidence minimum ages and the 95% confidence maximum –
weighted mean maximum ages; the duration of the 95% confidence minimum to maximum age range is shown in square brackets. Guano-influenced sediment (Fo.sed.) weighted mean percentages ±1s,
significance level a ¼ 0.05.. Figure 4 | Penguin occupation phases in the Ardley Lake record compared with key records of volcanic activity climate and sea-ice from the Antarctic
Peninsula region for the last 10,000 years. In order from top: (a) Yanou Lake (YAN) sediment core palaeoenvironmental summary, reconstructed mean
summer air temperature (MSAT) GDGT 100-year temperature anomaly data; 200 mm micro-XRF (m-XRF) Principal Component Analysis 2nd axis (PCA2,
9% variance explained) and sand Dry Mass Accumulation Rate (DMAR); main visible tephra deposits are black diagonally hatched zones, dotted lines
show correlation of tephra layers between the ARD and YAN records, circle size reflects Volcanic Explosivity Index (VEI) of major eruptions and circle
position is the weighted mean modelled age with 95% min.–max. confidence age ranges (grey horizontal bars) based on 2.5% and 97.5% quantiles from
Bayesian age-depth modeling (see Supplementary Notes 5–7 and Supplementary Methods). (b) Numbered, green-shaded guano phases GP-1 to GP-5 with
the calculated fractions of ornithogenic sediments in the Ardley Lake record (Fo.sed. %±1s errors in grey) overlain by Fo.sed. dry mass accumulation rate
(DMAR) (thick black line, 1s errors not shown for clarity, but in GP-4 and GP-5 these are on average c. 25-35%); red stippled areas are recovery intervals;
white squares are radiocarbon-dated penguin bone-collagen extract ages; grey squares are modelled ages of bones in the ARD record. (c) Maxwell Bay
(MB) percentage Total Organic Carbon (TOC) data (in grey) and 100-year interval negative exponential smoothed data (dark blue) used as sea-ice
proxy52; data 46–0 ka upper bound on the mean (95% confidence level) represents increased open water conditions (shaded dark blue). (d) Anvers
Trough GC047/TC046 sediment core: the commonly used diatom-based ratio (Fragilariopsis curta: Fragilariopsis kerguelensis) with data 6–0 ka upper bound
on the mean (95% confidence level) shaded dark blue representing increased open-water conditions and percentage of total spring/summer pelagic open-
water diatoms species (red line). ARTICLE f
James Ross
Island Ice Core
Temp. Record
JRI temp. anomaly
(°C ±1σ)
–1
0
1
MHH
EHO to 11.5 ka
Guano phases
+Brackish conditions / >wind
Palaeoenvironmental data
>6–0 ka upper bound on mean (95%): Open water
6-0 ka weighted mean
6–0 ka upper bound on mean (95%)
6–0 ka lower bound on mean (95%)
>6–0 ka upper bound on mean (95%): Discontinuous warmth
>6–0 ka upper bound on mean (95%): Sustained warmth
>2x 6–0 ka upper bound on mean (95%): Sustained warmth
AP composite warm periods
Volcanic eruptions
VEI>4
VEI>3
VEI< or =3
Weighted mean
Eruption age
and 95% min.–max. (cal a BP)
Visible tephra
No guano
Ardley Lake post-eruption colony recovery interval
ARD Guano phases GP-1 to GP-5
Penguin data
ARD exceptionally elevated guano phases
Published bone and egg ages (cal a ± 1σ)
Diatom zone boundaries
Modelled ARD bone ages (cal a ± 95% min.–max.)
ARD bone–collagen ages (cal a ± 1σ)
|
|
| NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 6 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 mid-late Holocene tephra layers had well-defined basaltic-
andesitic compositions, typical of Deception Island source com-
positions (Supplementary Figs 20,21, Supplementary Table 10). Three VEI43 eruption events (T5a, T4, T3b) coincided with
immediate and significant reductions in guano deposition (that is,
Fo.sed. to o10%) (Fig. 4a,b, Table 1). The most disruptive series of
eruptions (T5a,b) recorded in both ARD and YAN sediments
occurred during the mid-Holocene between c. 5.5–4.9 cal ka BP
(combined ARD–YAN 95% maximum to mean age range; Fig. 4,
Table 2, Supplementary Figs 12,16, Supplementary Table 3). Brackish
conditions,
greater
catchment
destabilization
and
increased erosion occurred for c. 1,000 years during the T5
eruption
series
(Fig. 4,
Supplementary
Fig. 16). The
T4
(c. 4.5–4.2 cal ka BP) and T3b (c. 3.2–3.0 cal ka BP) eruptions that
followed the T5 eruption series were smaller, but also coincided
with immediate and significant reductions in guano deposition. Colony recovery after the T5a eruption took 780±50 years [530–
1,130 years], and 410±30 [0–760] years and 480±60 [160–390]
years after the T4 and T3b eruptions, respectively, with an overall
weighted
mean
(±s.e.)
recovery
time
of
570±110
years
(Table 2). Table 8). Notably, the late Holocene guano Fo.sed. DMAR maxima
in guano phase GP-4 (Fo.sed. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE max.] is the minimum and maximum 95%
confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling (see Supplementary Notes 5–7 and Supplementary Methods); durations are in calendar years with guano
phase 4 shown as the combined duration of 4a and 4b; 95% conf. diff. (cal years) is the average of the weighted mean minimum 95% confidence minimum ages and the 95% confidence maximum –
weighted mean maximum ages; the duration of the 95% confidence minimum to maximum age range is shown in square brackets. Guano-influenced sediment (Fo.sed.) weighted mean percentages ±1s,
significance level a ¼ 0.05.. Table 1 | Summary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment percentage data. Table 1 | Summary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment percentage data. mmary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment per All ages are in calibrated (equivalent to calendar) years before present (cal a BP), where BP is defined as 1950 CE (see Supplementary Methods); [95% min. max.] is the minimum and maximum 95%
confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling (see Supplementary Notes 5–7 and Supplementary Methods); durations are in calendar years with guano
phase 4 shown as the combined duration of 4a and 4b; 95% conf. diff. (cal years) is the average of the weighted mean minimum 95% confidence minimum ages and the 95% confidence maximum –
weighted mean maximum ages; the duration of the 95% confidence minimum to maximum age range is shown in square brackets. Guano-influenced sediment (Fo.sed.) weighted mean percentages ±1s,
significance level a ¼ 0 05 All ages are in calibrated (equivalent to calendar) years before present (cal a BP), where BP is defined as 1950 CE (see Supplementary Methods); [95% min. max.] is the minimum and maximum 95%
confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling (see Supplementary Notes 5–7 and Supplementary Methods); durations are in calendar years with guano
phase 4 shown as the combined duration of 4a and 4b; 95% conf. diff. lation changes for the Ardley Island penguin colony compared with a summary of key environmental influences g
|
p
g
p p
g
y
p
g
y
p
y
y
during the Holocene. (a) Holocene relative sea level (RSL) changes for the South Shetland Islands (SSI)45 in metres above present mean sea level
(m a.p.s.l.). (b) Modelled Ardley Lake (16 m a.p.s.l.) penguin colony population changes in guano phases GP-1 to GP-5 (this study) with major colony impact
eruptions (circles), and post-eruption recovery intervals (red stipple); estimated modelled population combined errors for the 0.96% and 11% guano-
delivery models are not shown for clarity, but typically 30–50% (Supplementary Fig. 19). (c) Sub-fossil penguin occupation record from the Antarctic
Peninsula (AP) based on radiocarbon dates of remains at abandoned nesting sites (refs 10,12,53): 1 ¼ Ardley Lake colony (this study), 2 ¼ SSI and the
Northwest AP, 3 ¼ Northeast AP, 4 ¼ Mid-southern AP (Supplementary Data 5). (d) Summarized timing of warmer phases and periods of greater open
water around the SSI and the AP48,29,56 over the last 10,000 years, defined as 46–0 ka upper bound on their respective means (95% confidence level),
where: 5 ¼ Yanou Lake mean summer air temperature (MSAT) (this study), 6 ¼ Anvers Trough open water record (this study), 7 ¼ Palmer Deep sea
surface temperature (SST)48, 8 ¼ James Ross Island temperature anomaly29, 9 ¼ AP warm periods56 (Supplementary Data 4). (e) Legend. ARTICLE (e) Palmer Deep (PD) Sea Surface Temperature (SST) 100-year interval records integrated over 0–200 m depth48 and at
the surface47 with data 46–0 ka upper bound on the mean (95% confidence level) shaded in dark red; (f) James Ross Island (JRI) ice core temperature
anomaly record (compared to 1961–1990 CE interval) with s.e. ranges of the isotope-temperature dependence shown as grey lines29. (g) AP regional
palaeoclimate synthesis56 (Supplementary Data 4). 7 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
1
4
5
3
2
15 m
10 m
5 m
2
3
4
1
+Warm 0–200 m
+Warm surface
a
c
d
RRR
MCA? EHO
MHH
8
7
6
5
9
T5a
T7
T4
T3b
Modelled penguin
population
(log scale)
b
0
1
100
10,000
,Min
Max
Warmer
Colder
Colder
e
Open water >6–0 ka upper bound (95%)
>6–0 ka upper bound (95%): Discontinuous warmth
>6–0 ka upper bound (95%): Sustained warmth
>2x 6–0 ka upper bound (95%): Sustained warmth
AP Composite warm periods
Volcanic eruptions
Palaeoenvironmental data
Penguin data
VEI>4
VEI>3
VEI< or =3
Weighted mean eruption age
and 95% min.–max. (cal a BP)
Ardley Lake post-eruption colony recovery interval
ARD guano phases GP-1 to GP-5
ARD exceptionally elevated guano phases
ARD catchment deglaciation
Published bone and egg ages (cal a ± 1σ)
Modelled ARD bone ages (cal a ± 95% min.–max.)
ARD bone collagen ages (cal a ± 1σ)
Colony population modelling
11% Guano-delivery (most likely minimum)
0.96% Guano-delivery (most likely maximum)
100% Guano-delivery (unlikely)
Ellipsoid basin (sediment-focussed); <30°
slope accum. area
RSL
(m a.p.s.l.)
0
8
16
gure 5 | Modelled penguin population changes for the Ardley Island penguin colony compared with a summary of key environmental influences e NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Discussion percentage of guano in the sediments, while the T6 eruption
c. 6.0–5.9 cal ka BP [6.4–5.7 cal ka BP max.–min. 95% confidence
interval age range] occurred c. 200 years after the guano phase
GP-1 decline had begun (Fig. 4a,b, Supplementary Note 9,
Supplementary Discussion, Supplementary Table 3). Eruptions
in the early Holocene (T7) and in the last c. 2,000 years (T1,T2)
did not have a measurable impact on the Ardley Lake penguin
colony as the populations were already at, or near, minima during
these times. percentage of guano in the sediments, while the T6 eruption
c. 6.0–5.9 cal ka BP [6.4–5.7 cal ka BP max.–min. 95% confidence
interval age range] occurred c. 200 years after the guano phase
GP-1 decline had begun (Fig. 4a,b, Supplementary Note 9,
Supplementary Discussion, Supplementary Table 3). Eruptions
in the early Holocene (T7) and in the last c. 2,000 years (T1,T2)
did not have a measurable impact on the Ardley Lake penguin
colony as the populations were already at, or near, minima during
these times. Ardley Lake began accumulating sediments c. 8.8 cal ka BP
[9.2–8.4 cal ka BP] following retreat of the SSI Ice Cap from this
part of the Fildes Peninsula between 10.1 and 8.2 cal ka BP
(ref. 52), driven by early Holocene thermal maximum conditions
recorded in regional marine and ice core temperature records
(the early Holocene Optimum (EHO) in Fig. 4g (refs 29,47,48)). The highly explosive, T7 eruption, c. 7 cal ka BP [6.0–7.7 cal ka
BP], had a bi-modal basaltic-andesitic and trachydacitic-rhyolitic NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 8 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Table 2 | Major mid-late Holocene eruptions of the Deception Island volcano and Ardley Lake penguin colony recovery interval
summary statistics. Volcanic eruption data
Guano phase data
Tephra
layer
Eruption
size
ARD & YAN Age
95% max.–mean
(cal a BP)
Decline to Fo.sed. o10%
Recovery guano
phase
Recovery to Fo.sed. 410%
Weighted mean
Guano
phase
ended
Weighted mean age
[95% max.–min.]
(cal a BP)
Weighted mean age
[95% max.–min.]
(cal a BP)
Recovery interval
(years±95% conf. Discussion Warmer conditions have also been recorded at
this time in lake and moss peat bank records from Livingston
Island, Elephant Island, Beak Island56,58, some marine records
from the AP48,56,59, Antarctic ice core composite records60 and
stacked Southern Hemisphere temperature records61 (Fig. 4e–g,
Supplementary Fig. 17e–i). These ‘more favourable’ climatic
conditions for rearing juvenile penguins likely drove the Ardley
Lake penguin colony to its Holocene population maxima, and led
to the re-establishment of colonies in the mid-southern Peninsula
region (Fig. 5c). Despite the gentoo penguins’ preference to feed
near their colony, it appears that GP-4 was not adversely affected
by the persistence of sea-ice in Maxwell Bay (Fig. 4c) and around
the Anvers Shelf (Fig. 4d) and the cooler sea surface anomalies at
PD (Fig. 4e). However, as with guano phases GP-2 and GP-3,
guano phase GP-4 was abruptly terminated by a Deception Island
eruption event (T3b). The peak in penguin populations during guano phase GP-1
(6.7–6.3 cal ka BP) coincided with a continuation of the local
open water conditions in Maxwell Bay (Fig. 4c), but at the same
time there were contrasting reductions in shelf-edge spring/
summer open water conditions 6.7–6.0 cal ka BP in the Anvers
Trough (inferred from higher Fragilariopsis curta/F. kerguelensis
diatom ratios and lower percentage of pelagic open water
diatoms), and other records of ‘cooler’ and increased ‘sea-ice’
conditions around the SSI 7.3–5.2 cal ka BP (ref. 54). Local sea-ice
conditions appear to be the most significant factor in driving
GP-1, which ended when there was a gradual increase in sea-ice in
Maxwell Bay more than 200 years before the T6 eruption event. y
y
The following two (of three) prominent Ardley Lake guano dry
mass accumulation maxima occurred during GP-2 and GP-3
c. 5.8–5.3 and 4.5–4.3 cal ka BP (Fig. 4b, Supplementary Table 7). In marked contrast to GP-1, both GP-2 and GP3 occurred during
a period of greater sea-ice extent or seasonality in Maxwell Bay
(Fig. 4c), despite the preference of gentoo penguins for ice-free
conditions. These maxima also show no strong or consistent
relationships with sea-ice conditions on the Anvers Shelf
(Fig. 4d), ocean temperatures at PD (Fig. 4e) or atmospheric
temperatures in the JRI ice core (Fig. 4f), although the peak
of GP-3 corresponds with the onset of a ‘mid Holocene
Hypsithermal’ (MHH in Fig. 4g) at c. 4.5 ka in several terrestrial
cross-Peninsula
records55,56. Discussion populations increasing during volcanically inactive periods and
then experiencing abrupt catastrophic declines following major
eruptions (Fig. 4b). p
g
After the T5a Deception Island eruption abruptly ended guano
phase GP-2, the Ardley Lake colony struggled to fully re-establish
itself for c. 800 years (Table 2) due to a series of closely spaced
eruption events (Fig. 4b) and a phase of continued sea-ice
presence in Maxwell Bay (Fig. 4c). Our analysis of longer-term
(100-year interval) trends in the Maxwell Bay sea-ice reconstruc-
tion52 (Fig. 4c) show that these cooler oceanographic conditions
persisted well into the late Holocene (5.9–2.6 ka), corresponding
to ‘cooler’ conditions and increased sea-ice in the Bransfield Strait
between c. 5 and 2 cal ka BP (ref. 57), and advancing glacier
margins, increased local snow/ice and sea-ice and limited primary
production in surface waters of King George Island54. Despite
these cooler conditions the penguin population was able to re-
establish itself during GP-3, but was then abruptly terminated by
the T4 Deception Island eruption at c. 4.5–4.2 cal ka BP. Following the EHO, an extended period of generally ‘warmer’
interglacial conditions, with minor variations in temperature
existed on the AP between 9.2 and 2.5 cal ka BP (refs 48,29)
(Fig. 4f,g). These conditions, together with the extended periods
of open water in Maxwell Bay (Fig. 4c) and on the Anvers Shelf
(Fig. 4d) enabled the establishment of a small penguin colony on
Ardley Island from c. 6.7 cal ka BP [7.4–5.8 cal ka BP]. This is the
oldest in situ evidence of a Holocene penguin colony on the AP,
and up to c. 1,000 years before the sub-fossil evidence of
occupation for the mid-southern western AP from c. 5.8 cal ka BP
[5.9–5.6 cal ka BP], and the northern AP from c. 5.5 cal ka BP
[5.6–5.3 cal ka BP] (refs 12,53) (Fig. 5). p
p
The most sustained guano phase, GP-4 (c. 4.0–3.0 cal ka BP)
(Table 1), occurred during the warm conditions of the late MHH
(Fig. 4g), and is characterized by a marked increase in MSAT
reconstructed in the Yanou Lake GDGT record (Fig. 4a), positive
temperature anomalies at JRI (Fig. 4f) and a sustained period of
significantly warmer cross-Peninsula terrestrial temperatures
from c. 3.8 cal ka BP (refs 29,48) (Fig. 4a,f,g, Supplementary
Tables 7,8). Discussion diff.)
[min.–max.]
T5a
VEI44
5,530–5,360
2
5,280 [5,430–5,160]
3
4,500 [4,630–4,300]
780±50 [530–1,130]
T4
VEI43
4,480–4,230
3
4,310 [4,500–4,090]
4
3,900 [4,090–3,740]
410±30 [0–760]
T3b
VEI43
3,220–2,990
4
2,980 [3,090–2,860]
5
2,490 [2,700–2,160]
480±60 [160–390]
Only eruptions that had a significant impact on colony population levels are shown, where significant is defined as a reduction in the proportion of guano-influenced sediment (% Fo.sed.) to o10% within
200 years after an eruption event; the combined ARD and YAN 95% max. mean age was used to determine the most likely eruption age and is the maximum 95% confidence age weighted mean age,
derived from Bayesian age-depth modelling (see Supplementary Notes 5–7, Supplementary Methods); cal a BP is calibrated (or calendar) years before present, where BP is defined as 1950 CE
(Supplementary Methods); [95% max.- min.] is the maximum and minimum 95% confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling; weighted mean recovery
interval duration (cal years) ¼ weighted mean decline age - weighted mean recovery age; 95% conf. diff. is the average difference between the weighted mean recovery interval and its respective 95%
max. or min. decline max. or min. recovery interval (cal years); [min.- max.] is the absolute minimum to maximum recovery interval duration (cal years), where the minimum recovery interval
duration ¼ 95% min. decline - 95% max. recovery age and the maximum recovery interval duration ¼ 95% max. decline 95% min. recovery age; the 95% conf. diff. weighted average recovery interval
duration (±s.e.) ¼ 570±110 cal years (1s±160 cal years; 95% lower-upper confidence interval ¼ 90–1050 cal years; significance level a ¼ 0.05; age data are rounded to the nearest 10 years, but
rounding to the nearest 100 years provides a more realistic assessment of age-depth modelling errors and comparison to 100-year interval data in Figs 4 and 5. See Supplementary Table 3 for ARD and
YAN tephra deposits age data. Table 2 | Major mid-late Holocene eruptions of the Deception Island volcano and Ardley Lake penguin colony recovery interval
summary statistics. Guano phase data composition, and dispersed tephra widely across the northern
Peninsula and Scotia Sea (Supplementary Figs 20,21). This and
other more widespread early Holocene eruptions occurred
before the Ardley Lake colony was established, and could have
disrupted early post-deglaciation penguin colonization across the
north-western AP (Supplementary Discussion). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 This
resulted in an increase in the available area for nesting sites near
the coast and may have driven the relocation of penguins from
the Ardley Lake catchment to the western side of Ardley Island,
where much of the present day colony is located (Fig. 6c). p
y
y
g
Although our new lake records suggest that warmer local
atmospheric temperatures (Figs 4a,5) and the regional expression
of the MHH led to increased penguin populations during guano
phase GP-3 c. 4.5–4.3 cal ka BP and GP-4, c. 4.0–3.0 cal ka BP, our
main finding is that large mid-late Holocene eruptions of the
Deception Island volcano had a sporadic, but devastating, impact
on the Ardley Lake penguin colony. All five phases of colony
expansion occurred in the absence of large volcanic eruptions and
three of the phases (GP-2, 3, 4) were abruptly ended by eruptions
from the Deception Island volcano at c. 5.5–5.4 cal ka BP (T5a),
4.5–4.2 cal ka BP (T4) and 3.2–3.0 cal ka BP (T3b). Only guano
phase GP-5 declined gradually, which we attribute to adverse
‘neoglacial’ conditions and migration away from nesting sites in
the centre of the island towards newly emergent coastal areas. This guano phase appears to have been negatively impacted by
the relatively minor T2 eruption event at c. 2.1 cal ka BP, but, in
general, from c. 2,500 years onwards the Ardley Lake colony was
too small to determine whether volcanic activity had a significant
impact. (
)
No significant changes in the Ardley Lake colony have
occurred in the last c. 1,000 years (Fig. 4), although we detected
a minor increase in guano input into Ardley Lake from c. 500
years onwards (Fig. 5), which coincides with the onset of
warming detected in north-eastern AP lake58 and ice core
records29 from c. 500 years, after the northern AP ‘neoglacial’
minimum. Elsewhere, increases in guano input into Lake Y2 on
Ardley Island (Fig. 6) and in Hope Bay records from the north-
eastern AP10,16 have been linked to ‘warming’ associated with a
‘Medieval Climate Anomaly’43, inferred in some AP records
between c. 1,200 and 600 years ago48,56,66. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 5a). After deglaciation,
during the Early Holocene Warm Optimum (EHO) (11.5–9.5 ka)56, the land area available on Ardley Island was c. 0.6 km2, c. 30–35% less than the present
day. The eastern half of the island, where the current penguin colony is located, was bordered by steep cliffs forcing early to mid Holocene colonies to nest
in the centre of Ardley Island. During the mid to late Holocene, relative sea level (RSL) fell, increasing the land area available. The amount of guano
deposited in Ardley Lake declined after c. 1,300 cal a BP as some colonies relocated to the Lake Y2 and Lake G catchments43. The eastern side of the island
became more easily accessible when RSL fell below 5 m above present sea level (m a.p.s.l.) after c. 1,300 years ago. Future colony population increases
could be accommodated in the central area of Ardley Island. See Supplementary Fig. 1 and Supplementary Data 6 for modern-day penguin population data;
see Supplementary Fig. 22 for an extended version of this figure. This figure includes material copyright of DigitalGlobe, Inc., All Rights Reserved, used with
permission under a NERC-BAS educational license and not included in the Creative Commons license for the article. BP. This ‘neoglacial’ is apparent in Peninsula-wide lake58,
marine57,59 and ice core29 records (Fig. 4f), and marked by the
episodic re-advance of local glaciers52,62 that slowed the rate of
RSL decline on the SSI63,64. Although reconstructed temperatures
in the YAN-GDGT record remained above average until
c. 1.5 cal ka BP, sea-ice conditions in Maxwell Bay and the
Bransfield Strait52,57, and at some localities further south65,
became progressively less favourable between c. 2.3 and 1.8 cal ka
BP (ref. 10), likely constraining the growth of the Ardley Lake and
Lake Y2 colonies. The relatively minor (VEIo3) T2 eruption
event had a measurable impact on the Ardley Lake colony in the
middle of guano-phase GP-5, c. 2.1 cal ka BP (Fig. 4b), but further
deterioration in north-western AP climate into the ‘neoglacial’
minimum probably drove more progressive reductions in the
Ardley Lake GP-5 and Lake Y2 colonies from c. 1.5 to 1.3 cal ka
BP (ref. 43). Y2 sites during the last c. 1,000 years mirrors the increased rate of
RSL fall from c. 10 to 0 m a.p.s.l. (refs 45,64,70) (Fig. 6). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Discussion Instead,
the
main
driver
of
these penguin population changes is volcanism, with colony We link the failure to re-establish another large and sustained
colony of similar size and duration as guano phase GP-4 to the
start of a marked ‘neoglacial’ decline in temperature at c. 2.5 cal ka 9 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Y2
G
Y4
b 4,200–1,300 years ago
<15–10 m a.p.s.l
Ardley Lake <15–10 m a.p.s.l b 4,200–1,300 years ago b 4,200–1,300 years ago >15 m a.p.s.l. 9,000–4,200 years ago
a 9,000–4,200 years ago
a AD4
AD3
13.4–15 m
10.5–11.1 m
4.5–6.6 m
Y2
Y4
G
Raised beaches
c
<10–0 m a.p.s.l. 1,300 years ago–present day
Ardley Lake d
Main penguin landing sites
Secondary penguin landing sites
Penguin population
>1,000
0
a
b
RSL
(m a.p.s.l.)
0
16
0
2,000
4,000
6,000
8,000
10,000
c
Age (cal a BP) d d c
1,300 years ago–present day c Ardley Lake Figure 6 | Changes in land availability and colony population on Ardley Island over the last 9,000 years. (a) 9,000 to 4,200 years ago; (b) 4,200 to
1,300 years ago; (c) 1,300 years ago to the present day; (d) Legend and relative sea level (RSL) scenarios shown in (a)–(c) (see Fig. 5a). After deglaciation,
during the Early Holocene Warm Optimum (EHO) (11.5–9.5 ka)56, the land area available on Ardley Island was c. 0.6 km2, c. 30–35% less than the present
day. The eastern half of the island, where the current penguin colony is located, was bordered by steep cliffs forcing early to mid Holocene colonies to nest
in the centre of Ardley Island. During the mid to late Holocene, relative sea level (RSL) fell, increasing the land area available. The amount of guano
deposited in Ardley Lake declined after c. 1,300 cal a BP as some colonies relocated to the Lake Y2 and Lake G catchments43. The eastern side of the island
became more easily accessible when RSL fell below 5 m above present sea level (m a.p.s.l.) after c. 1,300 years ago. Future colony population increases
could be accommodated in the central area of Ardley Island. See Supplementary Fig. 1 and Supplementary Data 6 for modern-day penguin population data;
see Supplementary Fig. 22 for an extended version of this figure. This figure includes material copyright of DigitalGlobe, Inc., All Rights Reserved, used with
permission under a NERC-BAS educational license and not included in the Creative Commons license for the article. Figure 6 | Changes in land availability and colony population on Ardley Island over the last 9,000 years. (a) 9,000 to 4,200 years ago; (b) 4,200 to
1,300 years ago; (c) 1,300 years ago to the present day; (d) Legend and relative sea level (RSL) scenarios shown in (a)–(c) (see Fig. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 AD4
AD3
13.4–15 m
10.5–11.1 m
4.5–6.6 m
Y2
Y4
G
Raised beaches
? ? ? Y2
G
Y4
Y4
9,000–4,200 years ago
a
b
c
d
4,200–1,300 years ago
<10–0 m a.p.s.l. >15 m a.p.s.l. <15–10 m a.p.s.l
1,300 years ago–present day
Main penguin landing sites
Secondary penguin landing sites
Penguin population
>1,000
0
a
b
RSL
(m a.p.s.l.)
0
16
0
2,000
4,000
6,000
8,000
10,000
c
Ardley Lake
Ardley Lake
Ardley Lake
Age (cal a BP)
Figure 6 | Changes in land availability and colony population on Ardley Island over the last 9,000 years. (a) 9,000 to 4,200 years ago; (b) 4,200 to
1,300 years ago; (c) 1,300 years ago to the present day; (d) Legend and relative sea level (RSL) scenarios shown in (a)–(c) (see Fig. 5a). After deglaciation,
during the Early Holocene Warm Optimum (EHO) (11.5–9.5 ka)56, the land area available on Ardley Island was c. 0.6 km2, c. 30–35% less than the present
day. The eastern half of the island, where the current penguin colony is located, was bordered by steep cliffs forcing early to mid Holocene colonies to nest
in the centre of Ardley Island. During the mid to late Holocene, relative sea level (RSL) fell, increasing the land area available. The amount of guano
deposited in Ardley Lake declined after c. 1,300 cal a BP as some colonies relocated to the Lake Y2 and Lake G catchments43. The eastern side of the island
became more easily accessible when RSL fell below 5 m above present sea level (m a.p.s.l.) after c. 1,300 years ago. Future colony population increases
could be accommodated in the central area of Ardley Island. See Supplementary Fig. 1 and Supplementary Data 6 for modern-day penguin population data;
see Supplementary Fig. 22 for an extended version of this figure. This figure includes material copyright of DigitalGlobe, Inc., All Rights Reserved, used with
permission under a NERC-BAS educational license and not included in the Creative Commons license for the article. Y4
9,000–4,200 years ago
a
>15 m a.p.s.l. Ardley Lake ? ? ? Y2
G
Y4
b
d
4,200–1,300 years ago
<15–10 m a.p.s.l
Main penguin landing sites
Secondary penguin landing sites
Penguin population
>1,000
0
a
b
RSL
(m a.p.s.l.)
0
16
0
2,000
4,000
6,000
8,000
10,000
c
Ardley Lake
Age (cal a BP) ? ? ? Methods
S
l
ll Sample collection and laboratory analyses. Sediment cores extracted from
Ardley Lake (ARD) and Yanou Lake (YAN) were analysed for the concentration of
elements associated with changing inputs of penguin guano and volcanic ash
deposits using complementary multi-proxy biogeochemical techniques described in
this section and in Supplementary Methods. Chronologies for the lake sediment cores were established using 18 (ARD) and
15 (YAN) AMS radiocarbon (14C) ages from, in order of preference: (1) moss
macrofossil layers (consisting of hand-picked fine strands of the aquatic moss
Drepanocladus longifolius (Mitt.) Paris, but also occasional layers of Campylium
polygamum (Schimp.) Lange & C.E.O. Jensen, and some unidentifiable/mixed
species moss fragments—considered more likely to have been reworked; (2)
terrestrial and/or lacustrine algae; (3) other intact macrofossils and sub-fossils,
including bones (bone-collagen, where extractable); (4) other (macro)fossil
fragments; (5) organic-rich bulk sediments and, near the base of each core and as
a last resort, (6) bulk glaciolacustrine or glaciomarine sediments (Supplementary
Table 2). Bulk sediments were only dated where macrofossils were absent, while
paired macrofossil or bone-collagen and bulk sediment samples were measured in
the surface sediment and wherever present to check for any systematic offsets
between ages obtained from different carbon sources (see Supplementary Methods,
Supplementary Notes 5 and 6 for more details). )
Physical disablement and poisoning are the most significant
potential hazards to penguins, even though they are well-adapted
to elevated levels of F, Cu, Cd, and Hg through high dietary
intake16. Prolonged exposure to the fine abrasive glass particles in
tephra while rearing chicks on land, or during feeding at sea,
could adversely affect one (or all) of the major physiological
processes of penguins and their prey (for example, respiration,
digestion, immune function, vision; Supplementary Discussion). Colonies are more likely to be decimated if significant amounts of
ash fell during the breeding season onto unhatched eggs or
recently hatched chicks, or if one parent failed to return from
foraging. Mature individuals on long forages, outside the areas
directly affected by ashfall, would have the best chance of survival. Our recovery interval calculations suggest that these individuals
may have been displaced to alternative nesting sites such as those
that were occupied in the mid-southern AP at c. 5.4 and 4.2 cal ka
BP (Fig. 5c). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 The increase in sub-
fossil evidence of nesting sites across the AP in the last 1,000 years
for
all
Pygoscelis
spp.,
regardless
of
whether
they
are
‘ice-dependent’ or ‘ice-avoiding’ species, could be a response to
the
more
favourable
‘Medieval
Climate
Anomaly’
and/or
post-‘neoglacial’ conditions, or reflect migratory shifts to newly
emerged, low-lying coastal areas created by declining Holocene
RSLs across the Peninsula63,64,67–69 (for example, Fig. 5a, c). The
absence of significant colonies at both the Ardley Lake and Lake The remoteness of active volcanism in Antarctica means that
modern-day analogues for volcanic impacts on penguin colonies
are inevitably sparse and hard to quantify. Although the relative
size of Deception Island eruptions is thought to have diminished
in the late Holocene, comparatively small recent eruptions were
locally hazardous, causing catastrophic flooding and lahars20. Larger
mid-late
Holocene
eruptions
are
thought
to
have
generated pyroclastic density flows and surges20,21, which could
have been particularly destructive at ground level. Circumstantial
evidence from the volcanically active South Sandwich Islands 10 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 shows that, close to an erupting volcano, penguins are largely
absent from areas affected by recent ash fall (Supplementary
Fig. 23). Proximal fallout of coarse-grained tephra could lead to
high localized mortality rates and significantly disrupt nesting
activities, or drive migration to areas less affected by ash. The
northern AP is defined as having a ‘moderate to extremely high
likelihood of supraglacial airfall by active volcanoes’, where a
‘significant risk to life’ exists31, mainly because the deposition of
far-travelled fine black basaltic ash can lead to rapid snow-melt
and (supraglacial) lahar formation71. Other indirect processes,
such as burial by tephra, the generation of tsunamis, landscape
destabilization, and the deposition of fine ash layers and aerosols
could pose a substantial risk to distal penguin colonies30, such as
those on Ardley Island (Supplementary Fig. 12, Supplementary
Discussion). nesting and foraging activities on Ardley Island. Moreover, the
saw-toothed, asymmetric pattern of successive Ardley Lake
penguin colony population maxima suggests that sustainable
colony recovery following these mid-late Holocene volcanic
eruptions was slow, taking, on average, between 400 and 800
years, but possibly as much as 1,100 years during the most
disruptive phase of volcanism (T5) c. 5.5–4.6 cal ka BP. Methods
S
l
ll For data replication and comparison purposes, the total
inorganic carbon (TIC) of 69 (out of 385) samples from both cores was determined
coulometrically by a CM 5012 CO2 coulometer coupled to a CM 5130 acidification
module (UIC, USA) while total organic carbon was then calculated as the
difference between TC and TIC (TOC% ¼ TC% TIC%). Owing to the high
correlation between TC and TOC (R240.9997) and the negligible TIC
concentrations (av. 0.10 and o0.01 mass%) compared to TC values (av. 6.2 and 2.5
mass%) in both cores, TC is considered to reflect the amount of organic carbon in
both lake sediments. Quantitative XRF analysis for major and trace elements (SiO2,
Al2O3, CaO, K2O, Na2O, P2O5, As, Ba, Cu, Co, Ni, Sr, Y, Zn, Zr) was carried out
with a conventional wavelength dispersive X-ray fluorescence (WD-XRF)
spectrometer (Philips PW 2400). For WD-XRF, glass beads were prepared
following standard procedures74 and measurements undertaken in random order
to avoid artificial trends. Trace element analysis (Cd, REE) of selected samples was
performed by Inductively Coupled Plasma Mass Spectrometry (ICP-MS, Element 2
mass spectrometer, Thermo Scientific, Germany) at 2,500-fold dilution. For
additional details concerning ICP-MS measuring conditions, see Schnetger75. Selenium was determined on acid digestions by graphite atomic absorption
spectrometry (G-AAS) using a Unicam 939 QZ AA spectrometer and a Zeeman-
effect background correction. A Milestone DMA-80 Direct Mercury Analyser was
used for the measurement of mercury via cold vapour atomic absorption
spectroscopy (CV-AAS). ICP-MS and G-AAS standard acid digestion procedures
are described in Supplementary Methods. F ll
i
t bli h d
d
d i
l d
i ti
lid
d pp
y
Sub-samples for carbon, nitrogen, XRF and ICP-MS (quantitative, dry mass)
bio-element analyses were taken at 1 cm intervals from ARD and YAN lake
sediment cores, lyophilized and ground with an agate ball mill and manually with
an agate pestle and mortar. ARD samples were analysed for total carbon (TC), total
sulphur (TS) and total nitrogen (TN) using a CNS analyser (vario EL Cube,
Elementar, Germany) equipped with a solid-state infrared and a heat conductivity
detector. TC and TS measurements were conducted on YAN sediments by means
of an ELTRA CS analyser. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Methods
S
l
ll The physical landscape disturbance and presence of
tephra over Ardley Island prevented sustainable post-eruption
reoccupation of the site for, on average, 570±110 years (weighted
mean±s.e.), but as much as c. 800–1,100 years following the
largest mid-late Holocene (T5a) eruption c. 5,500 years ago
(Table 2). Measured radiocarbon ages from samples shown in Supplementary Table 2
were calibrated using SH13 and MARINE13 calibration curves and age-depth
models were generated using Bayesian age-depth modelling techniques (Fig. 2,
Supplementary Figs 3,9, Supplementary Methods and Supplementary Notes 5–7). All the ‘as measured’ (uncalibrated) radiocarbon age data shown in Supplementary
Table 2 were used as input data for final age-depth model runs (ARD-M5,
YAN-M4, ANVERS-M1, where model run number is indicated by the -M suffix). The weighted mean basal age of the ARD core was 8,750 cal a BP [8,410–9,230 min
–max. 95% confidence age range]. Error analysis shows that whole record mean
95% confidence age-depth model uncertainties, rounded to the nearest 10 years
with 95% confidence minimum to maximum age ranges (in years at depths in cm)
shown in square brackets are: ARD-M5: 410 years [0.6 years at 0 cm–1,430 years at
335 cm], YAN-M4: 600 years [160 years at 7.7 cm–1,990 years at 340 cm], and
ANVERS-M1: 1,420 years [590 years at 0 cm–1,810 years at 375 cm]. Equivalent
values for the late Holocene in each record are: ARD-M5: 640 years [0.6 years at
0 cm–750 years at 20 cm], YAN-M4: 680 years [160 years at 7.7 cm–760 years at
2.7 cm] and ANVERS-M1: 1,370 years [590 years at 0 cm–1,600 years at 155 cm]
(Supplementary Note 7). Measured radiocarbon ages from samples shown in Supplementary Table 2
were calibrated using SH13 and MARINE13 calibration curves and age-depth
models were generated using Bayesian age-depth modelling techniques (Fig. 2,
Supplementary Figs 3,9, Supplementary Methods and Supplementary Notes 5–7). All the ‘as measured’ (uncalibrated) radiocarbon age data shown in Supplementary
Table 2 were used as input data for final age-depth model runs (ARD-M5,
YAN-M4, ANVERS-M1, where model run number is indicated by the -M suffix). The weighted mean basal age of the ARD core was 8,750 cal a BP [8,410–9,230 min
–max. 95% confidence age range]. Methods
S
l
ll Error analysis shows that whole record mean
95% confidence age-depth model uncertainties, rounded to the nearest 10 years
with 95% confidence minimum to maximum age ranges (in years at depths in cm)
shown in square brackets are: ARD-M5: 410 years [0.6 years at 0 cm–1,430 years at
335 cm], YAN-M4: 600 years [160 years at 7.7 cm–1,990 years at 340 cm], and
ANVERS-M1: 1,420 years [590 years at 0 cm–1,810 years at 375 cm]. Equivalent
values for the late Holocene in each record are: ARD-M5: 640 years [0.6 years at
0 cm–750 years at 20 cm], YAN-M4: 680 years [160 years at 7.7 cm–760 years at
2.7 cm] and ANVERS-M1: 1,370 years [590 years at 0 cm–1,600 years at 155 cm]
(Supplementary Note 7). (
)
In conclusion, while we cannot assess some factors that
determine breeding success such as pressure from predators1, the
ability to change diet72, relative changes in species composition,
or recent anthropogenic impacts73, our detailed case study, using
innovative methodologies, has revealed the key environmental
factors influencing the Ardley Lake penguin colony through the
Holocene. Once
deglaciated,
c. 8,500
years
ago,
climatic
conditions
on
Ardley
Island
were
sufficiently
amenable
throughout the rest of the Holocene for sustained penguin
habitation. The Ardley Lake colony population maximum in first
half of the late Holocene, c. 4,000 to 3,000 years ago, occurred
during a period of particularly ‘favourable’ regional climate
(sustainably warmer than the 6–0 ka average, with fewer storms)
and
local-regional
sea-ice
conditions
(near-average
6–0 ka sea-ice cover/seasonal extent), which enhanced nesting
and foraging success. Conversely, ‘neoglacial’ conditions and
falling sea levels during the second half of the late Holocene
(c. 2,000 years ago to present) contributed to colony decline
and/or migration away from the centre of Ardley Island. (
pp
y
)
Sub-samples for carbon, nitrogen, XRF and ICP-MS (quantitative, dry mass)
bio-element analyses were taken at 1 cm intervals from ARD and YAN lake
sediment cores, lyophilized and ground with an agate ball mill and manually with
an agate pestle and mortar. ARD samples were analysed for total carbon (TC), total
sulphur (TS) and total nitrogen (TN) using a CNS analyser (vario EL Cube,
Elementar, Germany) equipped with a solid-state infrared and a heat conductivity
detector. TC and TS measurements were conducted on YAN sediments by means
of an ELTRA CS analyser. ARTICLE The target ions were m/z 1,302, 1,300, 1,298, 1,296 and 1,292
for the isoprenoid GDGTs (isoGDGTs) compounds and 1,050, 1,048, 1,046, 1,036,
1,034, 1,032, 1,022, 1,020 and 1,018 for the branched GDGT (brGDGTs) za ¼ zm 2 3 z : zm
ð
Þ0
=3½2 z : zm
ð
Þ0
1
Units : cm
ð3Þ ð3Þ For a hyperboloid basin shape: SGðtÞhyper ¼ 2
3 1
z2
m
2zm z
ð
Þ2
dzG
dtG
Units : g cm 2a 1
ð4Þ where z ¼ core depth at time t; zm ¼ maximum depth of the original basin (that is,
current lake depth þ sediment record depth); z : zm
ð
Þ0 ¼ ratio of the mean depth
ðzÞto the maximum depth of the original basin (zm); dzG=dtG
ð
Þ ¼ guano dry mass
accumulation rate ¼ Fo.sed DMAR in g cm 2 a 1. g
Assuming Ardley Lake best approximates to an ellipsoid basin shape (that is,
the ‘more likely’ basin shape scenario), the total basin-wide guano accumulated (IG)
over the ‘more likely’ o30 degree slope accumulation area (Ao30) within Ardley
Lake (Supplementary Fig. 2), corrected for the effects of sediment focussing, is
then: Diatom analysis of the ARD and YAN records is as described in ref. 45 and
summarized in Supplementary Fig. 14, while Anvers Shelf marine core (ANVERS)
diatom analysis and chronology are described in Supplementary Methods and
summarized in Supplementary Fig. 15. IGAo30ellipðtÞ ¼ SGðtÞellip: Ao30
½
Units : g cm 2a 1cm2 ¼ g a 1
ð5Þ Data analysis. Bio-element assemblages are immobile in (Antarctic) lake sedi-
ments43 and guano input to sediments leads to the formation and preservation of
stable phosphates, such as struvite (Mg(NH4)PO4 x 6 H2O), leukoposphite and, in
particular, hydroxylapatite (Ca5(PO4)3(OH)), which is one of the dominant
compounds found in ornithogenic soils/sediments on King George Island. During
the precipitation of apatites, an exchange between Ca2 þ, PO43 , F and OH
and elements such as Ag, Br, Ba, Cd, Cu, Cr, I, Na, Mg, Mo, Pb, S, Se, Sr, U, V, Y
and Zn is possible, coupled to microbial-mediated degradation of solid phases78
(see Supplementary Note 1 for more details). ARTICLE Contiguous 1 cm
subsamples were taken in the top 20 cm of the YAN record, and at 2 cm intervals
between 20 and 38 cm and 188 and 210 cm core depth (dated to c. 6.1 cal ka BP). Freeze dried and homogenized sediment samples weighing 0.2–4.3 g were
microwave-extracted in DCM:Methanol (3:1, v/v). The total extracts were
saponified and GDGTs isolated following ref. 76. Prior to analysis the GDGT
extracts were filtered through a 0.2 mm Whatman PTFE filter. GDGT analysis was
undertaken using an Acquity Xevo TQ-S (triple quadrupole with step wave; Waters
Ltd.) LC-MS set up with an atmospheric pressure chemical ionization source (Ion
saber II) operated in positive ion mode. Analytical separation was achieved using a
Grace Prevail Cyano HPLC column (3 mm, 150 2.1 mm i.d.) fitted with an in-line
filter (Waters Acquity UPLC in-line filter, 0.2 mm) at 40 C using a binary solvent
gradient where eluent A was hexane and eluent B was propanol. The flow rate of
h
b l
h
l
h
d
fil
f To summarize, the basin-wide guano influx rate, SG, at time t, and total Ardley
basin maximum core depths of z (water depth þ sediment depth, in cm) at time t,
was calculated as follows: For an ellipsoid-basin: SGðtÞellip ¼ 2
3 1
z2
a
2za þ z
ð
Þ2
dzG
dtG
Units : g cm 2a 1
ð2Þ ð2Þ the mobile phase was 0.2 ml per minute with a gradient profile of 99% A 1% B
(0–50 min); 98.2% A 1.8% B (50–55 min); 90% A 10% B (55–65 min) and finally
99% A 1% B (66–80 min). The LC-MS settings were: source offset 50 V, capillary and 1.5 kV, desolvation temperature 200 C, cone voltage 30 V, desolvation gas (N2). Detection was achieved using selected ion monitoring of targeted [M þ H] þ ions
(dwell time 50 ms). ARTICLE The average relative proportion of guano or ornithogenically derived sediment
in the Ardley Lake sediment matrix (Fo.sed.) was estimated by using the mixing
equation (equation (1)), modified after Shultz and Calder80: Several studies have shown that catchment erosion and deposition in small
closed-basins with a single catchment and non-complex inflow characteristics (for
example, Ardley Lake) can be approximated by a linear relationship (see Several studies have shown that catchment erosion and deposition in small
closed-basins with a single catchment and non-complex inflow characteristics (for
example, Ardley Lake) can be approximated by a linear relationship (see
Supplementary Note 8 for references); thus, a reasonable approximation of the total
amount of sediment or, in this case, guano delivered (GD), by erosion (Ge), into the
Ardley Lake basin, can be obtained, simply from ratio of lake-area to catchment-
area, expressed as an estimated percentage: Fo:sed: rel:%
ð
Þ ¼
P
El¼Cu;Sr;Zn;P
El=Al
ð
Þsmp El=Al
ð
Þbgd
El=Al
ð
Þo:sed: El=Al
ð
Þbgd
4
100
ð1Þ rel %
ð
Þ ¼
P
El¼Cu;Sr;Zn;P
El=Al
ð
Þsmp El=Al
ð
Þbgd
El=Al
ð
Þo:sed: El=Al
ð
Þbgd
ð1Þ example, Ardley Lake) can be approximated by a linear relationship (see
Supplementary Note 8 for references); thus, a reasonable approximation of the total
amount of sediment or, in this case, guano delivered (GD), by erosion (Ge), into the
Ardley Lake basin, can be obtained, simply from ratio of lake-area to catchment-
area, expressed as an estimated percentage: (El/Al)smp is the element/aluminium ratio of selected bio-elements (Cu, P, Sr, Zn)
in Ardley Lake sediments and (El/Al)bgd (mean Ardley Island bedrock51) and (El/
Al)o.sed. (guano-bearing ornithogenic sediment and soils49) represent the respective
ratios in both end members. In order to minimize misinterpretation of this proxy,
we calculated the average fraction of ornithogenic sediment and soils in the lake
sediments using a combination of four chemically unrelated El/Al ratios. This
provided a buffering effect on possible variations in ornithogenic soil and bedrock
composition over time. In the resultant Fo.sed. percentage plotted in Fig. 4b, for
example, Fo.sed. ¼ 20%, means that 20% of the sediment sample is eroded
ornithogenic sediment-soil and 80% eroded bedrock. Theoretically, all Fo.sed. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 determine the precise position of tephra deposits (see Supplementary Methods,
Supplementary Note 9, Supplementary Figs 3,7,10,12 for details). Electron Probe
Micro-Analysis (EPMA) of 165 glass-shards from the most prominent T4–T7
tephra layers in the YAN, ARD and Beak 1 Lake records (Beak Island; Layers Ta–e
(ref. 63)) was used to determine the eruption characteristics and source of mid-late
Holocene eruptions that likely had the biggest environmental impacts. Results were
compared with glass-shard analyses from age-equivalent tephra layers in marine
cores PC460/461 from the Scotia Sea (new data; this study) and similarly analysed
data in Moreton and Smellie23 from the Scotia Sea, northern Weddell Sea and Boyd
Strait, and in Fretzdorff and Smellie22 from the Bransfield Basin (see
Supplementary Methods, Figs 20,21, Supplementary Table 10). 40% provide evidence for guano input above the local bedrock-terrigenous
background level, but we used a weighted mean Fo.sed. value of 410% at the cut-off
for CONISS-defined geochemical zone to indicate the sustained presence of
penguins around Ardley Lake (Table 1, Supplementary Table 7). We calculated
post-eruption colony recovery intervals as the time taken until the percentage Fo.sed. value first returned to 410% within the subsequent guano phase to represent the
return of a sustained penguin presence around Ardley Lake. Measurement errors of
o1% mean our definitions provide very conservative buffers of penguin presence
during guano phases 1–5 (GP-1 to GP-5) (Table 2). Penguin population modelling results shown in Fig. 5 utilized dry mass Fo.sed.. accumulation rates (Fo.sed. DMAR in Fig. 4b), which were calculated following
standard procedures81 (that is, multiplying Fo.sed. percentages by the dry mass
accumulation rate, calculated from sedimentation rate and dry mass density data). We also used published penguin population parameters40,41 and the ‘most-realistic’
sediment focussed ellipsoid basin accumulation models81, assuming a o30 slope-
angle accumulation area within Ardley Lake of 5,682 m2 (out of a maximum
7,274 m2 lake basin area) (see Supplementary Fig. 2). Further accumulation area
scenarios, equations and references can be found in Supplementary Note 8. We
considered the shape of Ardley Lake basin to approximate between a steep-sided
hyperboloid basin and an ellipsoid basin (as below). Supplementary Methods, Figs 20,21, Supplementary Table 10). For the YAN-GDGT reconstructed temperature record, temperature-sensitive
glycerol dialkyl glycerol tetraethers (GDGTs) biomarkers were extracted from 41
samples using a microwave-assisted solvent extraction76,77. ARTICLE These trace elements, which have
naturally higher concentrations in penguin guano, are enriched in these phosphate
phases and then immobilized in soils and sediment profiles during this substitution
process. While the high correlation between Mg and P in ornithogenic soils from
Vestfold Hills has been used to indicate the presence of struvite79, their lack of
correlation in the Ardley Lake sediments means that Mg is likely derived from the
bedrock lithology (Supplementary Fig. 3, Supplementary Table 4), and
hydroxylapatite (Ca5(PO4)3(OH)) formation reflects guano input (Supplementary
Fig. 6). where Ao30 ¼ 5; 682 568 m2 ¼ 5:68107cm2; SGðtÞellip ¼ the value for each
100-year interval obtained from equation (2). Using guano production rates of 84.5±21.1 g (25% error estimate applied) per
penguin per day on Ardley Island, and a mean density of 0.31±0.19 gentoo
penguins per m2 (for Signy Island)40,41, we estimated the total amount of guano
delivered by erosion from the catchment into Ardley Lake as the guano yield (Gy)
and the area required for the reconstructed population. As the main breeding
season and ice/snow-free periods, when active erosion from catchments to lakes
occurs on Ardley Island, last for approximately 3–4 months each year (91.3±22.8
days; 25% error estimate; equation (6) and Supplementary Table 9), we calculated
the maximum amount of guano deposited per penguin (p 1), per year (a 1)
inside the catchment and delivered to the lake as the maximum possible guano
yield (Gy-100%) as follows: Gy100% ¼ D Pg ¼ 7; 716 2; 728 g a 1p 1 c:35% combined error
ð
Þ
ð6Þ where D ¼ mean occupation time per year±estimated error ¼ 365.25/4 or
91.3±22.8 days (25% error applied); Pg ¼ amount, in grams (g) of guano deposited
per year (a 1) per penguin (p 1). Methods
S
l
ll For data replication and comparison purposes, the total
inorganic carbon (TIC) of 69 (out of 385) samples from both cores was determined
coulometrically by a CM 5012 CO2 coulometer coupled to a CM 5130 acidification
module (UIC, USA) while total organic carbon was then calculated as the
difference between TC and TIC (TOC% ¼ TC% TIC%). Owing to the high
correlation between TC and TOC (R240.9997) and the negligible TIC
concentrations (av. 0.10 and o0.01 mass%) compared to TC values (av. 6.2 and 2.5
mass%) in both cores, TC is considered to reflect the amount of organic carbon in
both lake sediments. Quantitative XRF analysis for major and trace elements (SiO2,
Al2O3, CaO, K2O, Na2O, P2O5, As, Ba, Cu, Co, Ni, Sr, Y, Zn, Zr) was carried out
with a conventional wavelength dispersive X-ray fluorescence (WD-XRF)
spectrometer (Philips PW 2400). For WD-XRF, glass beads were prepared
following standard procedures74 and measurements undertaken in random order
to avoid artificial trends. Trace element analysis (Cd, REE) of selected samples was
performed by Inductively Coupled Plasma Mass Spectrometry (ICP-MS, Element 2
mass spectrometer, Thermo Scientific, Germany) at 2,500-fold dilution. For
additional details concerning ICP-MS measuring conditions, see Schnetger75. Selenium was determined on acid digestions by graphite atomic absorption
spectrometry (G-AAS) using a Unicam 939 QZ AA spectrometer and a Zeeman-
effect background correction. A Milestone DMA-80 Direct Mercury Analyser was
used for the measurement of mercury via cold vapour atomic absorption
spectroscopy (CV-AAS). ICP-MS and G-AAS standard acid digestion procedures
are described in Supplementary Methods. Overall, though, we found no consistent relationships between
guano inputs into Ardley Lake and local-regional atmospheric
and
ocean
temperatures
or
sea-ice
conditions
across
the
Holocene. Instead, the overriding driver of long-term penguin
colony change on Ardley Island was volcanic activity from
Deception Island. Three out of five mid-late Holocene guano-
phases were interrupted by volcanic ash fallout from eruptions
that were at least an order of magnitude greater than present-day
eruptions. Mid-late Holocene volcanic eruptions deposited layer
of volcanic ash across the landscape, which severely disrupted Following established procedures, we used visual descriptions, smear slides and
contiguous micro-XRF (m-XRF) scanning, at 200 mm and 2 mm intervals, to 11 ARTICLE Contiguous 1 cm
subsamples were taken in the top 20 cm of the YAN record, and at 2 cm intervals
between 20 and 38 cm and 188 and 210 cm core depth (dated to c. 6.1 cal ka BP). Freeze dried and homogenized sediment samples weighing 0.2–4.3 g were
microwave-extracted in DCM:Methanol (3:1, v/v). The total extracts were
saponified and GDGTs isolated following ref. 76. Prior to analysis the GDGT
extracts were filtered through a 0.2 mm Whatman PTFE filter. GDGT analysis was
undertaken using an Acquity Xevo TQ-S (triple quadrupole with step wave; Waters
Ltd.) LC-MS set up with an atmospheric pressure chemical ionization source (Ion
saber II) operated in positive ion mode. Analytical separation was achieved using a
Grace Prevail Cyano HPLC column (3 mm, 150 2.1 mm i.d.) fitted with an in-line
filter (Waters Acquity UPLC in-line filter, 0.2 mm) at 40 C using a binary solvent
gradient where eluent A was hexane and eluent B was propanol. The flow rate of
the mobile phase was 0.2 ml per minute with a gradient profile of 99% A 1% B
(0–50 min); 98.2% A 1.8% B (50–55 min); 90% A 10% B (55–65 min) and finally
99% A 1% B (66–80 min). The LC-MS settings were: source offset 50 V, capillary
1.5 kV, desolvation temperature 200 C, cone voltage 30 V, desolvation gas (N2). Detection was achieved using selected ion monitoring of targeted [M þ H] þ ions
(dwell time 50 ms). The target ions were m/z 1,302, 1,300, 1,298, 1,296 and 1,292
for the isoprenoid GDGTs (isoGDGTs) compounds and 1,050, 1,048, 1,046, 1,036,
1,034, 1,032, 1,022, 1,020 and 1,018 for the branched GDGT (brGDGTs)
compounds. GDGTs were identified and integrated using MassLynx software
(v.4.1) and GDGT-derived temperatures were calculated using the Antarctic and
sub-Antarctic GDGT-temperature calibration77 (see Data Analysis section). The
Antarctic and sub-Antarctic GDGT-MSAT surface calibration data set (comprising
32 sites in total) includes surface sediments from Yanou Lake, Ardley Lake and
three other lakes from Fildes Peninsula, along with two further lakes from Potter
Peninsula and four lakes from the Trinity Peninsula, north-eastern AP (including
Beak Island). pp
y
g
pp
y
For the YAN-GDGT reconstructed temperature record, temperature-sensitive
glycerol dialkyl glycerol tetraethers (GDGTs) biomarkers were extracted from 41
samples using a microwave-assisted solvent extraction76,77. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 For Ardley Lake, the amount of guano delivered in grams (g) per year (a 1) per
penguin (p 1) in the 11% guano (Gy–11%) yield scenario is given by: assess the uncertainties in cluster analysis. We used constrained incremental sum
of squares (CONISS) stratigraphically constrained cluster analysis with broken
stick analysis to define Diatom Zones (D) in the ARD, YAN and ANVERS records,
Geochemical Zones (GZ) in the ARD and YAN records, and Guano phase GP-1 to
GP-5 boundaries in the ARD record. Downcore cluster-zonation was undertaken
on ecologically grouped diatom percentage data and square-root transformed
geochemical data using the R packages vegan and rioja (see Supplementary
Methods for software references). Downcore trends in diatom and geochemical
data sets using Principal Components Analysis (PCA) were undertaken using
square-root transformed percentage XRF data and m-XRF (Total Scatter
Normalised (TSN)) percentage geochemical data and percentage diatom count
data. Gy11% ¼ 0:11 DPg
¼ 847 300 g a 1p 1
ð8Þ ð8Þ Gy11% ¼ 0:11 DPg
¼ 847 300 g a 1p However, small lakes with restricted inflow and/or low rates of catchment erosion
or slow sedimentation rates (that is, most typically high latitude, frozen lakes, for
example, Yanou Lake during the late Holocene) are better represented by an
exponential sediment delivery model, GDST (ref. 81), which, for Ardley Lake,
produces GDST ¼ 0:96% as follows: GDST ¼ 0:36 A 0:2
max
¼ 0:36 7; 274 0:2
¼ 0:96%:
ð9Þ ð9Þ This allowed us to estimate the number of penguins (P) present in the catchment at
time (t) for three guano-yield scenarios, Gy100%;11%;0:96%: This allowed us to estimate the number of penguins (P) present in the catchment at
time (t) for three guano-yield scenarios, Gy100%;11%;0:96%: For climate and sea-ice comparisons, the Yanou Lake reconstructed GDGT
temperature (YAN-GDGT) data (grey plot, with RMSE errors shaded grey in
Supplementary Fig. 16a) and the Maxwell Bay measured TOC data (sea-ice proxy
record)52 (grey plot in Fig. 4c) were smoothed using polynomial negative
exponential regression analysis. Results were similar to smoothing by LOESS first-
order polynomial regression with tri-cube weighting (not shown). Reconstructed
GDGT temperatures reflect MSAT (December, January, February or DJF) in the
shallow and well-mixed open lake water environment of Yanou Lake76,77. ¼ Pðnumber of penguinsÞ To further validate our findings, we also
calculated the catchment area required by the reconstructed colony population
using published gentoo penguin density values40 and calculated mixed-species
density values, partitioned according to published modern-day Ardley Island
gentoo-Ade´lie-Chinstrap species compositions41 and the corresponding species
density values40 (Supplementary Fig. 19b, Supplementary Table 9). After smoothing, all climate (YAN-GDGT, JRI29 and PD48); and sea-ice
(Anvers Shelf and Maxwell Bay52) data sets were resampled at 100-year intervals
(see Supplementary Methods). We then used 46–0 ka upper bound on the
weighted mean (95% confidence level) temperature, temperature anomaly, diatom
open water ratio and smoothed TOC- and diatom-based sea-ice proxy data (Fig. 4)
to define ‘warm’ and ‘sea-ice free’ (open-water) periods. We chose the
6–0 ka period and values greater than the upper bound on the weighted mean at
95% confidence level of the weighted mean as this provides the best longer-term
assessment of the mean temperature and variability that penguin colonies on
Ardley Island would have encountered. It also corresponds to the time period
covered by the terrestrial Yanou Lake GDGT-MSAT record. Using the
Pre-industrial era (1,000–250 cal a BP) and its upper bound on the weighted mean
value (95% confidence) produced similar timings for ‘warm’ and ‘open-water’
intervals. y
pp
y
g
pp
y
The ‘most-likely’ minimum guano-delivery (yield) scenario assumes that 11% of
the guano produced by penguins in the Ardley Lake catchment was eroded into
Ardley Lake. This scenario produced a peak guano phase GP-4 colony population
of 1,024±574 penguins, which occupied an area of 1,679–3,303 m2 out of the
66,249 m2 Ardley Lake catchment area (based on partitioned mixed species
minimum density–gentoo penguin maximum density values40). Meanwhile, the
0.96% guano-yield scenario produced a maximum peak GP-4 colony population of
11,723±5,104, which corresponds to an occupied area of 20,686–37,815 m2
(Supplementary Fig. 19). Therefore, the c. 66,250 m2 Ardley Lake catchment area is
easily large enough to accommodate all modelled population scenarios shown in
Fig. 5. Assuming a hyperboloid basin shape for Ardley Lake would result in an
average 33±25% reduction in the reconstructed population across all guano
delivery scenarios. To compare variations in cross-Peninsula climate during guano and non-guano
phases, we undertook normality tests and produced a set of descriptive statistics for
the whole Ardley Fo.sed. ¼ Pðnumber of penguinsÞ ¼ Pðnumber of penguinsÞ Since the catchment colony would have produced and/or deposited guano outside
the catchment area (for example, on foraging trips), and not all guano deposited in
catchment areas is currently eroded into lake due to various factors, for example,
utilization by vegetation, we consider the Gy–100% to be very unlikely. Therefore, we
consider the Gy–11% and IGAo30ellip tð Þ to best represent a possible ‘most likely’
minimum population scenario as follows: Since the catchment colony would have produced and/or deposited guano outside
the catchment area (for example, on foraging trips), and not all guano deposited in
catchment areas is currently eroded into lake due to various factors, for example,
utilization by vegetation, we consider the Gy–100% to be very unlikely. Therefore, we
consider the Gy–11% and IGAo30ellip tð Þ to best represent a possible ‘most likely’
minimum population scenario as follows: MINPAo30ellipðtÞ ¼ IGAo30ellipðtÞ
Gy11%
Units :
g a 1
g a 1p 1 ð11Þ ¼ Pðnumber of penguinsÞ
ð11Þ ¼ Pðnumber of penguinsÞ ¼ Pðnumber of penguinsÞ ¼ Pðnumber of penguinsÞ As a reality check, the Gy-11% and IGAo30ellipðtÞ scenario recreated the near-
absence of a penguin colony (o10 penguins) in the modern day catchment. Conversely, we consider that the Gy-0.96% and IGAo30ellipðtÞ scenario represents
the ‘most likely’ maximum population scenario: As a reality check, the Gy-11% and IGAo30ellipðtÞ scenario recreated the near-
absence of a penguin colony (o10 penguins) in the modern day catchment. As a reality check, the Gy-11% and IGAo30ellipðtÞ scenario recreated the near-
absence of a penguin colony (o10 penguins) in the modern day catchment. y
y
%
pð Þ
absence of a penguin colony (o10 penguins) in the modern day catchment. Conversely, we consider that the Gy-0.96% and IGAo30ellipðtÞ scenario represents
the ‘most likely’ maximum population scenario: Conversely, we consider that the Gy-0.96% and IGAo30ellipðtÞ scenario represents
the ‘most likely’ maximum population scenario: MAXPAo30ellipðtÞ ¼ IGAo30ellipðtÞ
Gy0:96%
Units :
g a 1
g a 1p 1 ð12Þ ¼ Pðnumber of penguinsÞ
ð12Þ ¼ Pðnumber of penguinsÞ
ð12Þ These two end-member scenarios are shown in Fig. 5, but since sedimentation rates
in Ardley Lake have varied significantly through time, it is possible that, when
erosion rates are high, for example, between c. 5.5 and 4.5 cal ka BP, the Ardley
Island colony population would be better estimated by a guano-yield scenario
somewhere between 11 and 100%. ARTICLE ARTICLE NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 For the
YAN record, whole YAN-GDGT data set 5th and 95th percentile outliers
(o 0.33 C and 48.61 C) 11.34 C and 13.84 C at 1,164 cal a BP and 3,135 cal a
BP, respectively, were excluded by smoothing analysis (Fig. 4a,c, Supplementary
Fig. 17a). These values were also greater than the 10.3 C maximum limit of the
surface sediment-MSAT Antarctic and sub-Antarctic GDGT-MSAT calibration
(ANT-GDGT) data set77. All reconstructed GDGT temperatures were greater than
the 2.2 C minimum limit of the ANT-GDGT calibration data set. The YAN-
GDGT o10 C data set was used in 6–0 ka weighted mean temperature anomaly
calculations, statistical analyses and hypothesis testing. The mean±1s 6–0 ka
reconstructed YAN-GDGT o10 C data set weighted mean MSAT value of
þ 2.39±2.67 C [95% confidence interval: 1.52–3.25 C] (Bootstrapping,
n ¼ 10,000, þ 2.38±2.61 C [1.52–3.25 C]; 5th/95th percentile ¼ 0.51/
þ 7.96 C; weighted by Antarctic GDGT calibration data set RMSE value of
1.45 C; Supplementary Table 7) encompasses the modern-day (1968–2015 CE)
observational mean summer (DJF) temperature from Bellingshausen Research
Station on Fildes Peninsula of þ 1.09±0.56 C (2s 95% measured range ¼ 0.03
to 2.21 C; n ¼ 48, 1968–2015 CE, where year refers to December) (Marshall, pers. comm.; SCAR-READER database: http://www.antarctica.ac.uk/met/READER/). On a regional to global-scale modern-day reconstructed lake sediment GDGT-
temperatures broadly reflect changes in air temperature77. At the local, small lake
scale, water temperature might decouple from observed MSAT due to factors
such as the thickness and length of seasonal lake ice-cover and the volume of
meltwater input, both of which suppress lake water temperatures. Conversely,
since water bodies store excess heat generated during extended ice-free seasons,
small and/or shallow lakes (o10 m deep) reach temperatures of 6 C or more
(for example, Sombre Lake, Signy Island)82. As the focus of this paper is
penguin colony reconstruction, we investigate these aspects further in a
forthcoming paper. Gy100% ¼ 7; 716 2; 728 g a 1p 1
Gy11% ¼ 847 300 g a 1p 1
Gy0:96% ¼ 74 26 g a 1p 1 as follows as follows PAo30ellipðtÞ ¼
IGAo30ellipðtÞ
Gy100%;11%;0:96%
Units :
g a 1
g a 1p 1 ð10Þ ¼ Pðnumber of penguinsÞ
ð10Þ ¼ Pðnumber of penguinsÞ
ð1 ARTICLE values GD ¼ Gy100%
Ge
¼ Alake
Acatch
¼ 7; 274
66; 249
m2
m2 ¼ 1 : 9 ¼ 11%
ð7Þ ð7Þ where GD is the ratio, expressed as a percentage, of the total guano produced in the
catchment (Gy-100%) and the total guano-eroded from the catchment (Ge) into the
lake, which, here we approximate to the lake area: lake catchment ratio,
Alake=Acatch. Alake=Acatch. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 12 ARTICLE 22) and is present in the JRI ice core29. Neither the 1976 or
1970 eruptions formed visible ash layers near the top of the ARD core, probably
because only up to 1 mm of ash was deposited on Fildes Peninsula21. Therefore, we
broadly equated major VEI ¼ 3 eruptions from Deception to visible tephra deposits
o1 cm thick in the YAN and ARD records, and airfall ash deposits 41 cm thick to
VEI43 eruptions. Since the post-deglaciation (after c. 8–7.5 cal ka BP) lithogenic
deposition style in YAN and ARD is predominantly fine-grained silt-clay, the sand
dry mass accumulation rate (DMAR) provided a useful proxy for eruption size and
the volume of tephra deposited onto Ardley Island and King George Island during
VEI
3
i
(Fi
4 b S
l
Fi
12 20 21)
hil
l
d C /Ti 18. Li, C. et al. Two Antarctic penguin genomes reveal insights into their
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low resolution in a static format under a BAS-NERC educational license, and are
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South Shetland Islands. Antarct. Sci. 13, 188–209 (2001). 25. Newhall, C. G. & Self, S. The volcanic explosivity index (VEI) an estimate of
l
i
it d f
hi t
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l
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87 1231 (1982) 25. Newhall, C. G. & Self, S. The volcanic explosivity index (VEI) an estimate of
explosive magnitude for historical volcanism. J. Geophys. Res. 87, 1231 (1982). 26. Ben-Zvi, T. et al. The P-wave velocity structure of Deception Island, Antarctica,
from two-dimensional seismic tomography. J. Volcanol. Geotherm. Res. 180,
67–80 (2009). 27. Toro, M. et al. Chronostratigraphy of the sedimentary record of Limnopolar
Lake, Byers Peninsula, Livingston Island, Antarctica. Antarct. Sci. 25, 198–212
(2013). 28. Bjo¨rck, S., Håkansson, H., Zale, R., Karlen, W. & Jo´nsson, B. L. A late Holocene
lake sediment sequence from Livingston Island, South Shetland Islands, with
palaeoclimatic implications. Antarct. Sci. 3, 61–72 (1991). 29. Mulvaney, R. et al. Recent Antarctic Peninsula warming relative to Holocene
climate and ice-shelf history. Nature 489, 141–144 (2012). ¼ Pðnumber of penguinsÞ data set (weighted by 1s error), the YAN-GDGT o10 C
temperature data set, the JRI temperature anomaly data set29, and the PD 0–200 m
sea-surface temperature (PD-SST) record48 (weighted by published errors, where
available). Using a ¼ 5% and 10% significance levels for three hypothesis test
scenarios A–C shown in Supplementary Table 8, we first performed Fisher’s F-test
Variance Ratio analysis. Since some data sets were not normally distributed, we
then used the Mann–Whitney U-statistic to test the hypothesis that temperature
and temperature anomaly distributions in the YAN-GDGT o10 C, JRI, PD-SST
records were statistically different during the five guano-influenced phases
(Scenario 1A in Supplementary Table 8) compared to the eight non-guano phases
(Scenario 2A). We then repeated this process comparing guano phases of the mid-
Holocene (8.2–4.2 ka; 1B) to those of the late Holocene (4.2–0 ka; 2B), and for late
Holocene guano phases (1C) versus non-guano phases (2C). We also undertook
similar hypothesis testing using the Maxwell Bay sea-ice and Anvers Shelf open-
water data sets to determine whether sea-ice conditions within guano and non-
guano were statistically different in the three scenarios (A–C) described above. Results are summarized in Supplementary Table 8. It is important to note that the apparent increase in the amount of guano
deposited into Ardley Lake over the last 500 years is less than the significant 10%
Fo.sed. level we used to determine colony presence elsewhere in its Holocene record,
and only equates to a total of 65±48 penguins (using the 11% guano-delivery
scenario). This also illustrates why the Ardley Lake guano phase colony was too
small after c. 2,500 years for us to determine whether volcanic activity had a
significant impact. Correlation analysis of geochemical data was undertaken using R 2.15.2
(R Foundation for Statistical Computing). Hierarchical R-mode cluster analyses
were conducted with the R package ‘Pvclust’ (version 1.2-2) using average linkage
and a correlation-based dissimilarity matrix (see Supplementary Methods for
software references). Based on multi-scale bootstrap resampling (number of
bootstraps: 10,000), approximately unbiased P values were further calculated to 13 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Apart from one recent minor eruption, all visible (that is, 42 mm thick)
Holocene-age tephra deposits in lake, marine and ice core records of the northern
Antarctic Peninsula (N-AP), SSI and Scotia Sea have been linked to VEI ¼ 3 or
VEI43 eruptions from Deception Island20–23,27–29,58,63,83,84 (Supplementary Note
9, Supplementary Figs 20, 21, Supplementary Tables 3, 10). Tephra from even
relatively small 1967 and 1970 CE Deception Island eruptions (VEI ¼ 3) reached
more than 150 km (ref. 22) and is present in the JRI ice core29. Neither the 1976 or
1970 eruptions formed visible ash layers near the top of the ARD core, probably
because only up to 1 mm of ash was deposited on Fildes Peninsula21. Therefore, we
broadly equated major VEI ¼ 3 eruptions from Deception to visible tephra deposits
o1 cm thick in the YAN and ARD records, and airfall ash deposits 41 cm thick to
VEI43 eruptions. Since the post-deglaciation (after c. 8–7.5 cal ka BP) lithogenic
deposition style in YAN and ARD is predominantly fine-grained silt-clay, the sand
dry mass accumulation rate (DMAR) provided a useful proxy for eruption size and
the volume of tephra deposited onto Ardley Island and King George Island during
VEI43 eruptions (Fig. 4a,b, Supplementary Figs 12,20,21), while elevated Ca/Ti
ratios and PCA2 values from combined 2 mm and 200 mm m-XRF scanning data
and the reliable single-species aquatic moss age-depth model provided precise
stratigraphic constraints on the positions (and ages) of tephra deposits in the YAN
record (Supplementary Note 9, Supplementary Figs 9–11,16, Supplementary
Table 3). Apart from one recent minor eruption, all visible (that is, 42 mm thick)
Holocene-age tephra deposits in lake, marine and ice core records of the northern 16. Emslie, S. D., Polito, M. J., Brasso, R., Patterson, W. P. & Sun, L. Ornithogenic
soils and the paleoecology of pygoscelid penguins in Antarctica. Quat. Int. 352,
4–15 (2014). g
p
p
Antarctic Peninsula (N-AP), SSI and Scotia Sea have been linked to VEI ¼ 3 or
VEI43 eruptions from Deception Island20–23,27–29,58,63,83,84 (Supplementary Note 17. Clucas, G. V. et al. A reversal of fortunes: climate change ‘winners’ and ‘losers’
in Antarctic Peninsula penguins. Sci. Rep. 4, 5024 (2014). 9, Supplementary Figs 20, 21, Supplementary Tables 3, 10). Tephra from even
relatively small 1967 and 1970 CE Deception Island eruptions (VEI ¼ 3) reached
more than 150 km (ref. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Acknowledgements This study forms part of the ESF-funded IMCOAST project, AP-6 led by S.J.R., and the
EU project IMCONet (FP7404 IRSES, action no. 319718; coordinated by the Alfred
Wegener Institute, Helmholtz Centre for Polar and Marine Research, Germany) with
additional funding from the Natural Environmental Research Council (NERC), and the
German Research Foundation (DFG project no. BR 775/25-1) and logistic support from
the NERC-British Antarctic Survey (BAS), HMS Endurance and 892 Naval Air Squadron,
the Alfred Wegner Institute (AWI) and the Instituto Anta´rtico Argentino (IAA). We
thank NERC for funding studentship NE/J500173/1 (BAS and Newcastle University) to
L.C.F. (supervisors S.J.R., E.J.P., D.A.H., S.J.). We thank colleagues at the Chinese Great
Wall Station and Russian Bellingshausen Bases on Fildes Peninsula for their generous
hospitality, H. Biester and T. Riedel from Braunschweig University for help with Hg
analyses, technical assistants at the Institute for Chemistry and Biology of the Marine
Environment (ICBM), Hilary Blagbrough and Paul Geissler at BAS, S. Xu at the SUERC
AMS Facility, Chris Hayward (EPMA, University of Edinburgh), the Natural History
Museum (Tring) for access to, and advice about, their avian fossil-bone collection, Helen
Talbot and Frances Sidgwick for running samples on the LC-MS at Newcastle University,
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(2012). Author contributions S.J.R., P.M., L.C.F., D.A.H. and M.J.B wrote the paper. Fieldwork was carried out by
S.J.R., D.A.H., E.P.H., M.J.B. and P.F.; P.M., S.J.R., L.C.F., E.J.P., S.J., J.L., B.S., H.-J.B. undertook analytical work and data analysis and contributed to the manuscript; S.J.R. and S.J.D. undertook and interpreted core scan data, A.R.H. and C.S.A. collected and
conducted diatom analyses on marine cores from the Anvers Shelf; L.I. and P.F. per-
formed satellite vegetation mapping analysis; R.O. identified mosses used for radiocarbon
dating; S.G.M. undertook SUERC radiocarbon dating analyses and provided his pre-
viously analysed Deception Island EPMA data. All authors contributed to the inter-
pretations and commented on the manuscript. 68. Argus, D. F., Peltier, W. R., Drummond, R. & Moore, A. W. The Antarctica
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Peninsula since the Last Glacial Maximum. Quat. Sci. Rev. 100, 87–110 (2014). References Stable isotope analysis of ancient
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penguin populations at Ardley Island in the Antarctic, as deduced from the 14 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/ NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Additional information 71. Van Daele, M. et al. The 600 yr eruptive history of Villarrica Volcano (Chile)
revealed by annually laminated lake sediments. Geol. Soc. Am. Bull. 126,
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naturecommunications 15 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications URE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications r The Author(s) 2017 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Competing interests: The authors declare no competing financial interests. This work is licensed under a Creative Commons Attribution 4.0
International License. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise
in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ How to cite this article: Roberts, S. J. et al. Past penguin colony responses to explosive
volcanism on the Antarctic Peninsula. Nat. Commun. 8, 14914 doi: 10.1038/
ncomms14914 (2017). Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. r The Author(s) 2017 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 16
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Plasticity of primary microglia on micropatterned geometries and spontaneous long-distance migration in microfluidic channels
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BMC neuroscience
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cc-by
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Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 * Correspondence: cinzia.volonte@cnr.it
†Equal contributors
1Santa Lucia Foundation/CNR-Cellular Biology and Neurobiology Institute,
Via del Fosso di Fiorano 65, 00143 Rome, Italy
Full list of author information is available at the end of the article RESEARCH ARTICLE Open Access Abstract Background: Microglia possess an elevated grade of plasticity, undergoing several structural changes based on
their location and state of activation. The first step towards the comprehension of microglia’s biology and
functional responses to an extremely mutable extracellular milieu, consists in discriminating the morphological
features acquired by cells maintained in vitro under diverse environmental conditions. Previous work described
neither primary microglia grown on artificially patterned environments which impose physical cues and constraints,
nor long distance migration of microglia in vitro. To this aim, the present work exploits artificial bio-mimetic
microstructured substrates with pillar-shaped or line-grating geometries fabricated on poly(dimethylsiloxane) by soft
lithography, in addition to microfluidic devices, and highlights some morphological/functional characteristics of
microglia which were underestimated or unknown so far. Results: We report that primary microglia selectively adapt to diverse microstructured substrates modifying
accordingly their morphological features and behavior. On micropatterned pillar-shaped geometries, microglia
appear multipolar, extend several protrusions in all directions and form distinct pseudopodia. On both
micropatterned line-grating geometries and microfluidic channels, microglia extend the cytoplasm from a roundish
to a stretched, flattened morphology and assume a filopodia-bearing bipolar structure. Finally, we show that in the
absence of any applied chemical gradient, primary microglia spontaneously moves through microfluidic channels
for a distance of up to 500 μm in approximately 12 hours, with an average speed of 0.66 μm/min. Conclusions: We demonstrate an elevated grade of microglia plasticity in response to a mutable extracellular
environment, thus making these cells an appealing population to be further exploited for lab on chip technologies. The development of microglia-based microstructured substrates opens the road to novel hybrid platforms for
testing drugs for neuroinflammatory diseases. Keywords: Confocal analysis, Long distance migration, Microglia plasticity, Microfabrication, Time-lapse microscopy Plasticity of primary microglia on micropatterned
geometries and spontaneous long-distance
migration in microfluidic channels
Amadio et al. Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Plasticity of primary microglia on micropatterned
geometries and spontaneous long-distance
migration in microfluidic channels Susanna Amadio1†, Adele De Ninno2,3†, Cinzia Montilli1, Luca Businaro2, Annamaria Gerardino2
and Cinzia Volonté1* © 2013 Amadio et al.; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. © 2013 Amadio et al.; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. Background plasticity, undergoing a variety of structural changes based
on their location and particular state of activation. Unlike
other cells in the brain, they are extremely versatile and
dynamic [2]. They have the capacity to sense and adjust to
the microenvironment, to migrate, proliferate and phago-
cytose. During early development, microglia enter the
brain using vessels and white matter tracts as guiding
structure for migration, and then disperse throughout the
CNS occupying a defined territory [3]. Late in develop-
ment, they transform from an amoeboid morphology
into a branched, ramified phenotype composed of long, Microglia are part of the immune system being the resi-
dent macrophages of the brain and spinal cord, and were
first discovered and defined by Pio Del Rio Hortega [1]
as an independent cellular phenotype abundantly present
in the central nervous system (CNS). Microglia are of
mesodermal origin and possess an elevated grade of * Correspondence: cinzia.volonte@cnr.it
†Equal contributors
1Santa Lucia Foundation/CNR-Cellular Biology and Neurobiology Institute,
Via del Fosso di Fiorano 65, 00143 Rome, Italy
Full list of author information is available at the end of the article Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Page 2 of 12 Figure 1 Micropatterned structures serving for primary
microglia culturing. Microtopographic silicon masters are realized
to replica-mold substrates on PDMS with pillar-shaped and line-
grating geometries (width: 1500 nm, pitch: 3 μm, height: 550 nm). A. Scanning electron microscope (Zeiss EVO) images of PDMS pillar-
shaped substrates. B. Scanning electron microscope images of Si
master with line-grating structures. C. PDMS line-gratings at
high magnification. constantly extending, shrinking and re-growing pro-
cesses with small, fairly motionless cell bodies, known
today as surveilling microglia. These shape-shifting cells
constitute about 20% of the total glial cell population
within the adult brain and act as the first and main form
of active immune defense in the CNS, by frequently
scavenging for pathogens, damaged or dead cells and
misfolded proteins, but also trimming away weak or
damaged synapses between neurons [4-6]. Indeed, after
a pathological event, microglia respond to the environ-
ment by undergoing profound transition in morphological
appearance, motility and state of activation, and reacquir-
ing an amoeboid shape similar to the one observed early
in development. Background This high level of plasticity is required to
fulfill the vast variety of immunological functions that
microglia perform, as well as for maintaining homeostasis
within the brain [2,7-12]. The first step towards the comprehension of microglia’s
biology consists in discriminating if different morpho-
logical features can be acquired in vitro when microglia
are cultured on diverse surface topography that are mi-
metic of an in vivo resembling three-dimensional (3D) en-
vironment. To this aim, we employed microstructured
pillar-shaped and line-grating geometries produced on
poly(dimethylsiloxane) (PDMS) by standard soft lithog-
raphy techniques, and two-layer microfabrication photo-
lithography. While the use of artificial bio-mimetic
microtextured substrates and microfluidic devices [13]
was mostly exploited for cancer cells [14-16] and neu-
rons [17,18], only few studies were performed so far on
microglia [19,20]. Microglia spontaneously adjust to micropatterned
structures Figure 1 Micropatterned structures serving for primary
microglia culturing. Microtopographic silicon masters are realized
to replica-mold substrates on PDMS with pillar-shaped and line-
grating geometries (width: 1500 nm, pitch: 3 μm, height: 550 nm). A. Scanning electron microscope (Zeiss EVO) images of PDMS pillar-
shaped substrates. B. Scanning electron microscope images of Si
master with line-grating structures. C. PDMS line-gratings at
high magnification. The first aim of our work is to identify some experimen-
tal conditions that could distinguish the morphological
states of microglia in vitro, since the variety of changes
that microglia undergo in vivo depends on the hetero-
geneity of the environment [21-23]. Due to the extreme
variability of microglial immortalized cell lines (such as
N9 or BV-2 cells), we mostly used primary microglia dis-
sociated cultures from rat and mouse cerebral cortex
[24] plated on micropatterned pillar-shaped (Figure 1A)
and line grating (Figure 1B,C) substrates. Figure 2A
illustrates primary microglia cultured on plastic dishes
coated with fibronectin, a condition commonly adopted
in vitro for motility studies. Double fluorescence con-
focal analysis performed with phalloidin (a marker for
filamentous actin, in green) and P2Y12 receptor anti-
serum (a marker for microglia, in red) [25] shows the
heterogeneous morphological features of microglia in
culture, likely representing different functional states
(surveillance, scavenge, migration, phagocytosis, antigen presentation, cytotoxicity). Indeed, we simultaneously
observe roundish cell bodies with single, long processes
enriched by short and tiny branches (a); asymmetrical
“hairy” cells with miniature processes (b); elongated
“rod-like” cell bodies with no or few branches (c);
amoeboid cells (d); cells crowned by lamellipodia (e), or
possessing several filopodia (f) or fluffy fan-like cytoplas-
mic protrusions (g). When instead cultured on biocompat-
ible microstructured PDMS substrates, microglia undergo
a remarkable homogeneous metamorphosis. On pillar-
shaped geometries (Figures 1A and 2B, 2C), the majority
of cells appears multipolar, with protuberances spreading Page 3 of 12 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Figure 2 Microglia adjust to micropatterned structures. A. Primary mouse microglia are cultured on plastic dishes and subjected to
immunofluorescence and confocal analysis with phalloidin (green) plus P2Y12 receptors antiserum (red) and Hoechst (blue), scale bar = 50 μm. B-C. Primary microglia are cultured on pillar microstructures subjected to fluorescence and confocal analysis with phalloidin (green) plus Hoechst
(blue), scale bar = 20 μm (B), or immunofluorescence with paxillin (red), scale bar = 10 μm (C). D. Microglia spontaneously adjust to micropatterned
structures Primary mouse microglia are cultured on line-
grating geometries and subjected to fluorescence and confocal analysis with phalloidin (green) plus Hoechst (blue), scale bar = 20 μm. Figure 2 Microglia adjust to micropatterned structures. A. Primary mouse microglia are cultured on plastic dishes and subjected to
immunofluorescence and confocal analysis with phalloidin (green) plus P2Y12 receptors antiserum (red) and Hoechst (blue), scale bar = 50 μm. B-C. Primary microglia are cultured on pillar microstructures subjected to fluorescence and confocal analysis with phalloidin (green) plus Hoechst
(blue), scale bar = 20 μm (B), or immunofluorescence with paxillin (red), scale bar = 10 μm (C). D. Primary mouse microglia are cultured on line-
grating geometries and subjected to fluorescence and confocal analysis with phalloidin (green) plus Hoechst (blue), scale bar = 20 μm. line-grating geometries, we find that M is 62.41 ± 21.98 μm
or 116.20 ± 56.54 μm, m is 23.36 ± 7.84 μm or 11.36 ±
3.18 μm, AR is 2.83 ± 1.26 or 11.01 ± 6.86 (Figure 3C). out from roundish or fairly oblongated cell bodies,
forming button-shaped lamellipodia or pseudopodia. These protrusions furthermore highlight the subjacent
pillar structures (phalloidin staining, panel B or paxillin,
panel C), and are likely to reflect points of membrane
adhesion to the underlying substrate. On line-grating
geometries (Figures 1B,C and 2D), microglia become
longitudinally flattened on the substrate and show a
filopodia-bearing elongated bipolar structure [26]. Morphological transition of microglia in microfluidic
devices We then asked if the elongated bipolar structure of
microglia on line-grating geometries might convert into
propensity for instance to motility, when cells are cul-
tured on microfluidic devices (Figure 4). By immuno-
fluorescence and confocal analysis, we observe that
primary cortical microglia cultures (Figure 5, left panel)
are very different from N9 microglia cells (Figure 5, right
panel) [29,30], in terms of shape and morphological ad-
justment to the microchannels. When residing in the
culturing chamber of the microfluidic device (labeled as
cc in Figures 4 and 5), between the proper microfluidic
channels (labeled as mc in Figures 4 and 5) and the
reservoir (round grey area in Figure 4), the majority of pri-
mary microglia (Figure 5, left panel) appears heteroge-
neous, with a large diameter (20–50 μm) but few and long
processes (phalloidin in green; anti-P2Y12 purinergic re-
ceptor in red). Cells tend to aggregate when residing in
the culturing chamber (cc) but, when present inside the
microfluidic channels (mc), they extend the cytoplasm
from a roundish to a stretched, elongated morphology,
with a clear leading edge, similarly to what observed on
line grating geometries (Figures 2D and 3B). Conversely, Primary microglia spontaneously migrate in microfluidic
channels In order to prove if morphological transition affects base-
line motility of primary microglia, we performed time-
lapse recording on artificial microfluidic substrates with
controlled characteristics (chemical composition, shape,
dimensions, softness) [16]. Fibronectin-coated PDMS
microfluidic microchannels with a width of 12–18 μm, a
length of 500 μm (but not 3 mm), a reservoir chamber of
200 μl in volume, are found permissive to this aim
(Figure 4). The presence of a fibronectin coating gradient
potentially generated inside the microchannels and pos-
sibly sustaining cell migration is moreover excluded by
immunofluorescence confocal analysis in the presence of
anti-fibronectin (Figure 6A,B). Under these conditions, we
observe that several microglial cells are scattered in the
culturing chamber (cc), with many cells apparently aligned
in proximity to the microchannels (Figure 6C, microglial
marker IBA1 [31] in red). Moreover, we detect microglia
also engaged inside the microchannels (mc), with some
cells finally moving out from the microchannels, after hav-
ing completed the 500 μm full length (white dotted
arrow). When time-lapse is captured for 20 h every 30 mi-
nutes (Figure 7 and Additional file 1), we observe that at
T = 0 min, many round-shaped microglial cells are posi-
tioned in proximity to the microchannel openings, at the
boundary between microchannels and culturing chamber. At T = 30 min, several microglial processes are already
surveilling the environment and entering into the micro-
channels (arrow), with a few cells already engaged inside
the channels (arrowhead). At T = 3.5 h, several cells are
committed and already moving inside the channels
(arrowhead). At T = 4 h, some cells move forward (white,
pink, green, red, yellow arrowhead), some stay still (black
arrowhead) or move backward in the microchannels (pur-
ple arrowhead at T = 3.5 h). At T = 5.5 h, two cells (orange
and light blue arrowhead) are entering in microchannels
already occupied by other cells (respectively white and
blue). Between T = 5.5 and T = 11.5 h, some cells change
direction and move backward (pink, yellow arrowhead),
some stop moving after a displacement of about 120–
150 μm (green, red arrowhead) or about 250 μm (blue Figure 3 Morphometric analysis of microglia on round-shaped N9 cells have an average diameter of about
20 μm, possess numerous very short processes and have
the tendency to disorderly coalesce when residing in the
culturing chamber (Figure 5, right panel, phalloidin in
green, cc). Morphometric analysis of microglia on micropatterned
structures These morphologic observations are confirmed by quanti-
tative analysis performed importing the fluorescence and
confocal microscopy images into Matlab. We adopted cir-
cularity ratio (CR) and axis ratio (AR) shape descriptors. CR defines the ratio between the area of the shape of inter-
est and the area of a circle having the same perimeter [27]. This parameter represents how the shape of interest differs
from a circle, and it is expressed as CR = 4πAP-2, where
“A” is the cell area and “P” the cell perimeter length. AR
defines the ratio between the major axis (M) and the minor
axis (m) of the cell’s fitted ellipse [28], and represents a
measure of how the shape of interest is “elongated”. In de-
tail, we observe that on pillar (Figure 3A,C) or line-grating
(Figure 3B,C) geometries, the average M, m and AR of
microglia are different, remaining approximately constant
the average P, A and CR values. Respectively on pillar or Page 4 of 12 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 however maintain quite constant their average A, AR and
CR (Table 1). These parameters are instead very different
in primary microglia present inside the microchannels, or
in the culturing chamber. They are A: 523 ± 52 μm2 versus
1807 ± 545 μm2; AR: 20 ± 9 versus 1.36 ± 0.19; CR: 0.08 ±
0.03 versus 0.36 ± 0.12. Moreover, we also observe that
both morphological appearance and average values of A,
AR and CR are very different in polarized primary micro-
glia versus not-polarized N9 cells (Table 1), especially in
the microchannels, thus discouraging the use of these last
for motility studies. round-shaped N9 cells have an average diameter of about
20 μm, possess numerous very short processes and have
Figure 3 Morphometric analysis of microglia on
micropatterned structures. Morphometric analysis of primary
microglia cultured on pillar microstructures (A) and line-grating
geometries (B) is performed using a customized Matlab code (C). Values are expressed as mean ± SD, with n = 14 cells on pillars or
line-grating structures. A significative difference is obtained for all
parameters by Mann–Whitney test (p < 0.0003). “M” indicates major
axis and “m” minor axis of cell’s fitted ellipse (panels A, B), “A” cell
area, “P” cell perimeter, “AR” aspect ratio, “CR” circularity ratio. Primary microglia spontaneously migrate in microfluidic
channels When engaged inside the microfluidic channels
(mc), they acquire a quadrangle shape, are strictly aligned
to each other by cell contacts, as suggested by the pres-
ence of stronger phalloidin fluorescent signals at the cell-
to-cell side. In the two different compartments, N9 cells Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Page 5 of 12 Figure 4 Microfluidic structure adopted for primary microglia culturing. Schematic representation of the microfluidic device used for the
microglia motility experiments. Reservoirs, culturing chambers (cc) and microchannels (mc) areas are highlighted. Figure 4 Microfluidic structure adopted for primary microglia culturing. Schematic representation of the microfluidic device used for the
microglia motility experiments. Reservoirs, culturing chambers (cc) and microchannels (mc) areas are highlighted. arrowhead). At T = 11.5 h, we also observe a cell complet-
ing the 500 μm full length and moving out from the other
side (white arrowhead) (Figure 7 and Additional file 1). Moreover, we detect: cells branching and alternating their
processes in and out from the same microfluidic channel,
or in more than one channel; cell bodies oscillating be-
tween two adjacent channels; two cells proceeding simul-
taneously inside a single channel; cells inverting direction
and moving out from the channels; cells overtaking each
other inside the channels (Additional file 1). During the
time-lapse, the cells always appear healthy and possess a
roundish or elongated shape respectively in the culturing
chamber and the microchannels. percentage of total cells engaged in the microchannels is
about 50% of those residing in the culturing chamber; c)
the maximal distance covered by a single cell in the
microchannel is 500 μm in 11.5 h; d) the average accumu-
lated distance of microglia somata over 20 h recording is
409.2 ± 169.6 μm in the microchannels, with respect to
125.6 ± 79.5 μm in the culturing chamber (Figure 8A); e)
the highest velocity is 0.66 μm/min; f) the mean velocity
of microglia somata inside the microchannels is 0.350 ±
0.145 μm/min, as compared to 0.107 ± 0.068 μm/min in
the culturing chamber (Figure 8B). Moreover, also
microglia processes (defined as cytoplasm protrusion
with a length equal to at least one cell body diameter)
are found extremely motile, undergoing extensions and
retractions when moving inside the microchannels. The
maximal length change of individual processes inside
the microchannels is 70–80 μm. Primary microglia spontaneously migrate in microfluidic
channels To quantify the morpho-
logical changes, we analyzed cells present in the different
compartments of the microfluidic device (Figure 8C). In-
side the microchannels (n = 79 cells), we observe a 50%
decrease in the average CR (0.25 ± 0.12), with respect to Discussion Microglia consist of at least two subpopulations that co-
exist in the adult CNS and derive from different sources:
one that originates from bone marrow-derived cells and
migrates to the CNS during embryonic development for
colonization of the nervous system parenchyma, the sec-
ond that develops from myeloid progenitor cells and en-
ters the brain after birth [32], becoming fundamental for
microglial maintenance of the CNS homeostasis [6,33]. Since adult microglia can play a twofold role, either ampli-
fying the effects of inflammation and mediating cell
degeneration, or protecting the nervous system from
pathological insults [6], efficient chemotaxis can acquire
either neuroprotective or inflammatory and detrimental
roles. Whereas we are currently capable of distinguishing
amoeboid-phagocytic from branched-surveilling microglia
[3,5], we are unaware of how these morphological shapes
can denote a neuroprotective or neurotoxic role. In other
words, it is still an open matter how the vast morpho-
logical heterogeneity existing within the mixed microglia
population might relate to functional diversification. Cell behavior strictly depends on the stiffness and shape
of the microenvironment, and the response to surface top-
ography is a very critical determinant of cell morphogen-
esis. Microglia respond to micro- nano-structured pits,
protrusions and grooves with altered morphology, adhe-
sion, and directional growth [19]. In our work, we estab-
lish that primary microglia retain in vitro the intrinsic
competence of modifying their structure in response to
contact guidance cues. When grown on pillar-shaped
substrates, microglia acquire a center-stage multi-polar
morphology and develop abundant button-like pseudopo-
dia emerging from the cell body with a nearly radial orien-
tation. This situation might very well depict the in vivo
condition of microglia not committed to migrate, but ex-
ploring the environment with short forward, backward
and sideways steps, with the final purpose to orient their
migration. When placed on a line-grating substrate in the
presence of parallel and symmetrical grooves, microglia
elicit a longitudinally flattened appearance with elongated
bipolar shape. This in vitro condition might favor a polar-
ized extension of filopodia at the leading edge of the cell,
in preparation of a forward translocation of the cell body,
with retraction of the rear of the cell [26]. The adjustment Figure 6 Migration of primary microglia in microfluidic devices
occurs on homogeneous fibronectin coating. A. A homogeneous Figure 6 Migration of primary microglia in microfluidic devices
occurs on homogeneous fibronectin coating. A. A homogeneous
fibronectin coating is formed inside the microchannels. Morphometric analysis of primary microglia migrating in
microfluidic channels Quantitative analysis of individual somata performed dur-
ing the time-lapse confirms the highly dynamic nature of
microglia. By analyzing image stacks and time series with
Image J software, we observe that: a) only 2 ~ 3 cells are
found simultaneously inside a single microchannel; b) the Figure 5 Morphological transition of microglia in microfluidic devices. Primary rat microglia (left panel) and N9 microglia cell line (right
panel) are maintained in culture on microfluidic devices for 24 hours and subjected to immunofluorescence and confocal analysis with phalloidin
(green) plus P2Y12 receptors antiserum (red) (left panel, scale bar = 50 μm) or fluorescence with phalloidin (right panel, scale bar = 20 μm). mc
indicates the microchannels areas and cc shows the culturing chambers, as schematically depicted in Figure 4. Figure 5 Morphological transition of microglia in microfluidic devices. Primary rat microglia (left panel) and N9 microglia cell line (right
panel) are maintained in culture on microfluidic devices for 24 hours and subjected to immunofluorescence and confocal analysis with phalloidin
(green) plus P2Y12 receptors antiserum (red) (left panel, scale bar = 50 μm) or fluorescence with phalloidin (right panel, scale bar = 20 μm). mc
indicates the microchannels areas and cc shows the culturing chambers, as schematically depicted in Figure 4. Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Page 6 of 12 Table 1 Morphometric analysis of microglia in microfluidic devices
Primary microglia microchannels
Primary microglia microchambers
N9 cells microchannels
N9 cells microchambers
A (μm2)
523 ± 52
1807 ± 545
487 ± 176
680 ± 141
AR
20 ± 9
1.36 ± 0.19
1.56 ± 0.38
1.51 ± 0.34
CR
0.08 ± 0.03
0.36 ± 0.12
0.25 ± 0.14
0.39 ± 0.2 cells (n = 120) in the culturing chamber (CR = 0.48 ± 0.18),
while the average AR increases about twofold. Morphometric analysis of primary microglia migrating in
microfluidic channels Table 1 Morphometric analysis of microglia in microfluidic devices
Primary microglia microchannels
Primary microglia microchambers
N9 cells microchannels
N9 cells microchambers
A (μm2)
523 ± 52
1807 ± 545
487 ± 176
680 ± 141
AR
20 ± 9
1.36 ± 0.19
1.56 ± 0.38
1.51 ± 0.34
CR
0.08 ± 0.03
0.36 ± 0.12
0.25 ± 0.14
0.39 ± 0.2 Table 1 Morphometric analysis of microglia in microfluidic devices Table 1 Morphometric analysis of microglia in microfluidic devices
Primary microglia microchannels
Primary microglia microchambe y
g
y
g
A (μm2)
523 ± 52
1807 ± 545
AR
20 ± 9
1.36 ± 0.19
CR
0.08 ± 0.03
0.36 ± 0.12
Figure 6 Migration of primary microglia in microfluidic devices
occurs on homogeneous fibronectin coating. A. A homogeneous
fibronectin coating is formed inside the microchannels. B. The
profile of fluorescence intensity acquired with Zen software of Zeiss
LSM 700 microscope provides values ranging from 3 to 55
fluorescence intensity arbitrary units. C. Microglial cells are cultured
in microfluidic devices and subjected to immunofluorescence for
IBA1 (red) and staining with Hoechst (blue). The total migration path
is: length 500 μm (white dotted arrow), width 12 μm, height 10 μm,
and the scale bar is 50 μm. cells (n = 120) in the culturing chamber (CR = 0.48 ± 0.18),
while the average AR increases about twofold. Discussion B. The
profile of fluorescence intensity acquired with Zen software of Zeiss
LSM 700 microscope provides values ranging from 3 to 55
fluorescence intensity arbitrary units. C. Microglial cells are cultured
in microfluidic devices and subjected to immunofluorescence for
IBA1 (red) and staining with Hoechst (blue). The total migration path
is: length 500 μm (white dotted arrow), width 12 μm, height 10 μm,
and the scale bar is 50 μm. Page 7 of 12 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Amadio et al. BMC Neuroscience 2013, 14:121 Figure 7 Primary microglia spontaneously migrate in microfluidic channels. After plating primary microglia in microfluidic devices for
30 min, time-lapse recording is performed every 30 min for 20 h. Arrows represent microglial processes and arrowheads indicate microglial cells. The different colors point to different forward- or backward-displacement of the cells inside the microchannels. The total migration path is: length
500 μm (white dotted arrow), width 12 μm, height 10 μm. The scale bar is 50 μm. Figure 7 Primary microglia spontaneously migrate in microfluidic channels. After plating primary microglia in microfluidic devices for
30 min, time-lapse recording is performed every 30 min for 20 h. Arrows represent microglial processes and arrowheads indicate microglial cells. The different colors point to different forward- or backward-displacement of the cells inside the microchannels. The total migration path is: length
500 μm (white dotted arrow), width 12 μm, height 10 μm. The scale bar is 50 μm. adhesion, distribution of actin cytoskeleton and microtu-
bules, phagocytosis, antigen presenting power, beneficial
or detrimental chemokine/cytokine expression and re-
lease, will allow to determine the functional identity of
multipolar versus bipolar microglia. of microglia to a line-grating geometry is thus highly
suggestive of commitment to follow a straight path
in vivo. Thus, surface topography can induce a syn-
chronous and homogeneous metamorphosis of micro-
glia in vitro, distinguishing the center-stage multipolar
(on micropatterned pillars) from the elongated bipolar
(on line-grating micropatterns) cells. With the use of
specific markers and cytoskeleton-perturbing drugs, fu-
ture work will aim to establish if these subpopulations
can be correlated to: a) microglia generated from bone
marrow rather than from myeloid progenitor cells; b)
microglia colonizing the CNS during development, rather
than maintaining CNS homeostasis in adulthood; c) more
importantly, “beneficial” rather than “detrimental” micro-
glia. Discussion brain, reaching up to several micrometers in length, or
retracting until they completely disappear. This baseline
dynamism of microglial processes is thus in sharp contrast
to the stability of the microglial cell bodies and surround-
ing neuronal processes [4]. contact formation, rather than the aptitude of primary
cells to explore the environment with a direction-
oriented polarization. In both cases, specific receptors
and structural molecules are found enriched respect-
ively at the cell-to-cell surface (N9 cells) or leading
edges (primary microglia), as evinced by increased phal-
loidin and P2Y12 receptor signals at these sites. In vitro studies on this subject have instead shown
only transwell device infiltration directed by a chemical
gradient. Lee and Chung [35] describe that ADP stimu-
lates chemotaxis of immortalized BV2 microglia from
the upper to the lower side of the transwell membrane. Karlstetter and co-authors [36] present evidence that
curcumin inhibits basal and LPS-induced relocation of
BV2 microglia from the upper to the lower transwell
membrane surface [13]. However this passage across a
physical barrier limits the possibility of investigating long
distance migrations and, moreover, provides only indir-
ect evaluation of kinetic parameters. Honda and collabo-
rators [37] using the Dunn chemotaxis chambers report
that primary rat microglia have weak motility in the ab-
sence of ligands, but perform a mean displacement of
about 50 μm in the presence of ATP or ADP. Nasu-Tada
et al. [38] confirm that primary microglia are almost
static in the absence of stimulants, but show chemotac-
tic responsiveness to ADP with a maximal displacement
of about 140 μm. Finally, Haynes and coauthors [39] Cell adhesion and morphology are dynamically mut-
able during cell migration [22]. The last issue that we
addressed in our work is thus the free motility of micro-
glia in culture. While numerous publications cite motil-
ity and short migration of microglia in vivo, only few
works describe microglia moving for long distances. This
is the case for example of the work by Carbonell and co-
authors [34], demonstrating by intracerebroventricular
injection of rhodamine and time-lapse confocal micros-
copy that subventricular microglia at the interface of the
cerebrospinal fluid and brain parenchyma, exhibit the “in
situ” ability to migrate for several hundred microns into
the parenchyma, towards a deafferentation injury of the
hippocampus. Conversely, Nimmerjahn and colleagues in-
dicate only static movement of microglia, branch motility,
but not cell bodies migration [2]. Discussion Moreover, future analysis of parameters such as cell Moreover, by the use of bio-mimetic 3D microfluidic
substrates, our work demonstrates that primary micro-
glia appear intrinsically different from immortalized N9
cells. During cell polarization inside the microchannels,
primary microglia tend to align longitudinally and indi-
vidually, whereas immortalized N9 microglia assume a
more compact morphology with the propensity to es-
tablish cell contacts. This might be reminiscent of the
immortalization program that likely confers to N9 cells
a compact morphology optimizing cell division and Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Page 8 of 12 Figure 8 Morphometric analysis of primary microglia migrating into microfluidic channels. A. Mean accumulated distance of microglia
somata over 20 h time-lapse recording. B. Mean velocity (μm/min) of microglia somata in microfluidic devices. C. Randomly selected cells moving
in the microchannels (n = 79 cells) and culturing chamber (n = 120 cells) are manually tracked. Image stacks and time series are analyzed by
Image J software. Data presented as mean ± SD. Statistical difference is obtained by Mann–Whitney test (p < 0.0003). “M” is major axis, “m” minor
axis, “P” cell perimeter, “A” cell area, “AR” aspect ratio, “CR” circularity ratio. Figure 8 Morphometric analysis of primary microglia migrating into microfluidic channels. A. Mean accumulated distance of microglia
somata over 20 h time-lapse recording. B. Mean velocity (μm/min) of microglia somata in microfluidic devices. C. Randomly selected cells moving
in the microchannels (n = 79 cells) and culturing chamber (n = 120 cells) are manually tracked. Image stacks and time series are analyzed by
Image J software. Data presented as mean ± SD. Statistical difference is obtained by Mann–Whitney test (p < 0.0003). “M” is major axis, “m” minor
axis, “P” cell perimeter, “A” cell area, “AR” aspect ratio, “CR” circularity ratio. Figure 8 Morphometric analysis of primary microglia migrating into microfluidic channels. A. Mean accumulated distance of microglia
somata over 20 h time-lapse recording. B. Mean velocity (μm/min) of microglia somata in microfluidic devices. C. Randomly selected cells moving
in the microchannels (n = 79 cells) and culturing chamber (n = 120 cells) are manually tracked. Image stacks and time series are analyzed by
Image J software. Data presented as mean ± SD. Statistical difference is obtained by Mann–Whitney test (p < 0.0003). “M” is major axis, “m” minor
axis, “P” cell perimeter, “A” cell area, “AR” aspect ratio, “CR” circularity ratio. Discussion Using transcranial two
photon microscopy, Davalos and coauthors [8] confirm
that only microglial processes are highly dynamic in intact Page 9 of 12 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 with line-grating and pillar-shaped geometries. The
micropatterns dimensions in both cases are width: 1500 nm,
pitch: 3 μm, height: 550 nm. The fabrication process is
started with the patterning of PMMA by 100 kV e-beam
lithography on a Si substrate. A 20 nm Cr film is evapo-
rated by electron gun followed by lift-off process in acetone
at 50°C and sonication. Samples are then etched up to
550 nm by Reactive Ion Etching using CHF3, O2, SF6
and Ar gas mixtures. After Cr wet etching, Si substrates
are thermally oxidized at 950°C for 2 h in O2 atmos-
phere to reduce surface roughness and then immersed
in the hydrofluoric acid buffer to remove the thin oxide
layer. After cleaning in Piranha solution (H2SO4/H2O2,
3:1), microstructured Si wafers are silanized with 10%
trimethylchlorosilane in toluene in N2 environment to
generate a low-energy surface and facilitate the subse-
quent mold-PDMS separation. The micropatterns are
reproduced on PDMS by standard soft lithographic
techniques. A 10:1 (v/v) mixture of monomer and cur-
ing agent is prepared and diluted in a 5% (v/v) solution
in n-heptane, in order to lower the viscosity. The mix-
ture spin-coated onto the Si master mold is left undis-
turbed for 2–3 h to allow the solution to penetrate into
the voids of the master and for solvent evaporation. Then, it is cured for 30 min at 60°C. Onto this thin
PDMS layer, a liquid prepolymer of Sylgard 184 PDMS
10:1 (v/v) is poured and degassed. Then, it is reticulated
on a hotplate for 1 h at 60°C and peeled off from the
mold. Micropatterned PDMS samples are plasma oxi-
dized and kept in water before cell culture, in order to
produce and maintain a hydrophilic surface. prove that the leading edge of mouse primary microglia
moves for a maximal displacement of 50 and 120 μm after
30 minutes, in a gradient of ATP or ADP, respectively. However, the average distance spontaneously migrated in
the absence of any provided stimulus is only 0.8 μm. All considered, spontaneous long distance migration
of microglia is described in vivo with conflicting results,
but never in vitro until now. Conclusions With our work we have shown that a strict control over
biomaterial surface topography by soft lithography tech-
niques can highly impact on microglia morphology and
greatly improve spontaneous motility in vitro. The use of
microstructured 3D devices to manipulate microglia is thus
of interest to scientists working on the mechanisms of cell
substrate/matrix interactions, morphogenesis and migra-
tion, and particularly on microglia responses and functions
also during neurodevelopmental and neuroinflammatory
disorders. The advantage of using primary microglia in
microfluidics and micropatterning opens the road to the
use of these devices for testing drug candidates for CNS
neuroinflammatory diseases. Reagents All reagents for cell culture are obtained from Sigma-
Aldrich, unless otherwise stated. The culture media
DMEM and DMEM-F12 are acquired from Invitrogen. Fetal bovine serum (FBS) is obtained from Gibco. Discussion Here, we demonstrate that
biocompatible polimeric channels constitute a more suited
environment than transwell devices or Dunn chemotaxis
chambers for permitting and measuring spontaneous long
distance migration in vitro. Indeed, the 500 μm traveled
by primary microglia inside the microfluidic channels in
the absence of stimuli are much above the known average
distance so far reported and this achievement might be
perhaps improved. In summary, by the use of interdisciplinary techniques,
our data indicate that microfluidic technologies and
microstructured patterns with control over the presenta-
tion of adhesion sites, are able to sort out different mor-
phological structures within a mixed microglia population
and allow free motility in vitro. By reproducing a special-
ized niche for the cells, these technologies can help to
understand the role of structural determinants in priming
morphogenesis and free motility of microglia and may be
exploited for translational research on functional tissue
engineering and implantable device design. Fabrication and design of microfluidic devices for real-
time cell analysis Standard soft lithography procedures are performed to
fabricate all microdevices in PDMS, a biocompatible
thermo-curable elastomer [40,41]. The microfluidic device
features two cell culture compartments (1 mm wide,
7 mm in length and 100 μm high) connected via a set of
micron-size channels each with dimensions: width = 12 or
18 μm (depending on the experiment), length = 500 μm,
height = 10 μm (Figure 4). The circular wells (8 mm in
diameter) serve as loading inlets and cell medium reser-
voirs for nutrient and gas exchange. The design configur-
ation was adapted from Hosmane and collaborators [42],
optimizing microchannel dimensions to the microglia
physical scale. The master molds are realized by two-layer
microfabrication process using the negative photoresist
SU-8 (MicroChem Corp, Newton, MA). Briefly, patterns
for standard photolithography are designed with CAD
software and transferred on two chrome masks by
electron-beam lithography. Silicon wafers are spin coated
with a layer of SU-8 3005 at a rate of 1000 rpm (resist
thickness 10 μm), pre-baked at 95°C for 3 min, exposed to Fabrication and preparation of microstructured PDMS
substrates Microtopographic silicon masters are realized to replica-
mold substrates on PDMS (Sylgard 184, Dow Corning) Page 10 of 12 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Page 10 of 12 laws (D.L. 116/92). The ethical procedure has been ap-
proved by the Animal Welfare Office, Department of
Public Health and Veterinary, Nutrition and Food Safety,
General Management of Animal Care and Veterinary
Drugs of the Italian Ministry of Health. All efforts were
made to minimize animal suffering and to use the num-
ber of animals only necessary to produce reliable results. Primary microglial cultures are prepared from 1 to
2 day-old rat and mouse, as previously described by
Chen and collaborators [44]. In brief, after removing the
meninges, cortices are minced and digested with 0.01%
trypsin and 10 μg/ml DNase I. After dissociation and
passage through 70-μm nylon cell strainer (BD Biosci-
ences Europe), cells are resuspended in DMEM medium
supplemented with 20% heat-inactivated FBS, 4 mM
glutamine, 1 mM sodium pyruvate, 50 U/ml penicillin,
50 μg/ml streptomycin, 100 μg/ml gentamicin and plated
in T75 poly-D-lysine-coated flasks, at about 10 million
cells/flask. The cultures are kept at 37°C in a 5% CO2 and
95% air atmosphere. Every 2–3 days, the medium is en-
tirely changed for the next 12-days. At about 14 days after
plating, mixed glial cultures are shaken at 200 rpm at 37°C
for 1 hour. The microglial cells are collected from each
flask and plated at different density on microfluidic de-
vices or micropatterned supports coated with 10 μg/ml fi-
bronectin. A population 99% pure of microglial cells is
obtained as verified by immunofluorescence with GFAP
(for astrocytes), NeuN (for neurons), NG2 (for oligoden-
drocytes) and CD11b clone OX42 (for microglia). a i-line (365 nm) UV light source for 16 s through a photo
mask (with the microchannel pattern and alignment
marks) and post-baked (1 min at 65°C, 3 min at 95°C). Next, the second photolithography step on Su-8 3050
(100 μm thick) transfers the chamber areas and reservoirs
aligned to the first pattern (pre-bake: 45 min at 95°C, ex-
posure time: 18 seconds, post-bake: 1 min at 65°C, 5 min
at 95°C). PDMS (Sylgard 184, Dow Corning) chips are
obtained by replica molding, casting the prepolimer base
and cross-linker at the volume ratio of 10:1, over the pat-
terned master template. Coating of microfluidic devices with fibronectin g
After UV sterilization for 20 min, the coating of micro-
fluidic devices is performed according to Park and coau-
thors [43]. Each reservoir is loaded with 100 μl of 10 μg/
ml fibronectin (Sigma-Aldrich) and the entire device is
allowed to be filled. The coating solution is kept for 1 h
at room temperature and three washes are performed
after removal of the fibronectin solution. Homogeneity
of fibronectin coating is verified by indirect immunofluor-
escence, in the presence of anti-fibronectin (Calbiochem)
used at a dilution of 1:100 in phosphate buffer saline (PBS,
24 h at 4°C), followed by rabbit anti-goat rhodamine
conjugated antiserum (3 h at 24°C). Confocal analysis is
performed (as described below), and the profile of fluores-
cence intensity is obtained with the Zen software of Zeiss
LSM 700 microscope. Cell loading Loading of the cells in the microfluidic devices is
performed mainly according to Park and coauthors [43]. Briefly, the cell device is maintained filled with 200 μl of
culture medium for 1 h in a humidified incubator, before
plating the cells. The medium is then removed from the
reservoirs and 1×104 cells are immediately seeded. The
device is kept in the incubator for 15–20 min to allow
cell adhesion and, after replacement of fresh media in
the reservoirs, the device is then maintained at 37°C in a
5% CO2 and 95% air atmosphere, until used. Plating
density is set in the range of 125 cells/mm2. Fabrication and preparation of microstructured PDMS
substrates After degassing for 30 minutes in
a vacuum chamber the PDMS is allowed to polymerize at
120°C on a hotplate for 1 h. Once cross-linked, it is care-
fully released from the mold and then fluidic access ports
are created using a suite of 8 mm dermal biopsy punch
tools (Kai Medical). To form an irreversible bonding, the
surfaces of PDMS replica and microscope glass slides are
O2 plasma-activated (Oxford Plasma Lab 80 plus, RF
Power: 20 W, Flux: 60 sccm, Pressure: 700 mtorr, Time:
30 s) and put in contact immediately after exposure. Assembled devices are post-baked at 70°C for 2 h to
complete and enhance adhesion strength. Before plasma
treatment bonding, microscope glass slide (52 mm ×
76 mm, Menzel-Glaser) are cleaned in Piranha solution
(H2SO4/H2O2 3:1), rinsed in DI water and dried with N2
gun to remove debris and other surface contaminants. Coating of micropatterned structures with fibronectin
After UV sterilization for 20 min, the micropatterned
devices are kept immersed in a solution of 10 μg/ml fi-
bronectin (Sigma-Aldrich) for 1 h at room temperature,
followed by three washes with sterile water. Microglial N9 cell line Microglial N9 cell line
The murine N9 microglia cell line is grown in DMEM-F12
medium supplemented with 10% heat-inactivated FBS,
4 mM glutamine, 50 U/ml penicillin, 50 μg/ml strepto-
mycin and 100 μg/ml gentamicin. The N9 microglia is kept
at 37°C in a 5% CO2 and 95% air atmosphere. Statistical analysis The Mann–Whitney test is used for non-parametric ana-
lysis of differences between groups. P <0.05 is considered
statistically significant. Primary cortical microglia Microglia are washed three times with PBS, fixed with
4% paraformaldehyde for 20 min, washed, permeabilized
with 0.05-0.1% Triton X-100 for 10 min, rinsed, blocked All animal procedures have been performed according
to the European Guidelines for the use of animals in re-
search (86/609/CEE) and the requirements of Italian Page 11 of 12 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Amadio et al. BMC Neuroscience 2013, 14:121
http://www.biomedcentral.com/1471-2202/14/121 Page 11 of 12 for 30 min in 1% PBS/BSA (bovine serum albumin), and
stained with 5 μg/ml Cy2-phalloidin (Sigma-Aldrich)
alone, or in combination with the primary antiserum
against P2Y12 receptor (Anaspec) used at 1:100 diluition,
in 1% PBS/BSA, for about 3 h at 37°C, or stained with anti-
paxillin (BD Biosciences) used at 1:1000. The secondary
antibodies used for double labeling are Cy3-conjugated
donkey anti-rabbit IgG (1:100, Jackson Immunoresearch)
or Cy2-conjugated donkey anti-mouse IgG (1:100, Jackson
Immunoresearch). The cells are then extensively washed
and stained with the nucleic acid blue dye, Hoechst 33342
(1:1000). After rinsing, the cells are covered with gel/
mount™anti-fading medium (Biomeda Corporation) and a
coverslip. Incorporated fluorescence is analyzed by means
of a fluorescence microscope (Olympus BX51). Brightness
and contrast of digital images are adjusted using Microsoft
Office PowerPoint 2007. morphometric parameters. Tracking analysis of time-lapse
microphotographs is performed by Image J manual track-
ing plugin. The generated tracking data are used to calcu-
late microglia motility parameters. Audio Video Interleave
(AVI) files are generated by using the entire time-lapse
image sequence with Image J software (Additional file 1). Immunofluorescence using microfluidic devices u o uo esce ce us
g
c o u d c de ces
Microglia is washed three times by loading each reser-
voir with 200 μl PBS. Cells are then fixed with 4% para-
formaldehyde for 20 min, washed, permeabilized with
0.05-0.1% Triton X-100 for 15 min, rinsed, blocked for
30 min in 1% PBS/BSA, and stained with 5 μg/ml Cy2-
phalloidin (Sigma-Aldrich), alone or in combination with
the primary antiserum against P2Y12 receptor (Anaspec)
used at 1:100 dilution, or with IBA1 (Wako Chemicals
GmbH) at 1:200, in 1% PBS/BSA, for 24 h at 4°C. The
secondary antibody used for double immunofluores-
cence is Cy3-conjugated donkey anti-rabbit IgG (1:100,
Jackson Immunoresearch). Finally, the cells labeled with
IBA1 are also extensively washed and allowed to incorp-
orate the nucleic acid blue dye, Hoechst 33342 (1:1000). Confocal microscopy After rinsing of the cells, double or triple incorporated im-
munofluorescence is analyzed by means of a confocal laser
scanning microscope (LSM 700, Zeiss) equipped with four
laser lines: 405 nm, 488 nm, 561 nm and 639 nm. The
brightness and contrast of the digital images are adjusted
using Microsoft Office PowerPoint 2007. Competing interests The authors declare that they have no competing interests. he authors declare that they have no competing interests. Received: 25 March 2013 Accepted: 3 October 2013
Published: 13 October 2013 Received: 25 March 2013 Accepted: 3 October 2013
Published: 13 October 2013 Acknowledgments We thank Dr. N. D’Ambrosi and Dr. S. Apolloni for useful advice and help
with primary cultures preparation. This study was supported by grant from
Ministero della Salute (GR-2009-1523273). References 1. del Rio-Hortega P: Microglia. In Cytology and Cellular Pathology of the
Nervous System. Edited by Penfield W. New York: Hoeber; 1932:482–534. Abbreviations
A C ll
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system; CR: Circularity ratio; 3D: Three-dimensional; FBS: Fetal bovine serum;
M: Major axis; m: minor axis; P: Cell perimeter length; PBS: Phosphate buffer
saline; PDMS: Poly(dimethylsiloxane). Authors’ contributions CV and LB conceived and designed the study. LB and AG designed
microstructured PDMS substrates and microfluidic devices for cell culturing. AD provided fabrication and preparation of microstructured PDMS substrates
and microfluidic devices. SA performed primary microglia purification,
culturing on microstructured substrates and microfluidic devices, and real
time cell analysis. SA and CM completed confocal fluorescence analysis. LB,
AD and AG gathered and analyzed data. CV and SA wrote the article, which
was revised by LB and AG. All authors read and approved the final version of
manuscript. Author details
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Via del Fosso di Fiorano 65, 00143 Rome, Italy. 2Department of Anatomy,
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http://www.biomedcentral.com/1471-2202/14/121 Image processing Submit your next manuscript to BioMed Central
and take full advantage of:
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• Thorough peer review
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• Immediate publication on acceptance
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Submit your manuscript at
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• Thorough peer review
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• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
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• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
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Submit your manuscript at
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and take full advantage of: Submit your next manuscript to BioMed Central
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Data_Sheet_3.PDF
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cc-by
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Connecting Medical Personnel to
Dentists via Teledentistry in a
Children’s Hospital System: A Pilot
Study Kimberly J. Hammersmith 1,2*, Macaire C. Thiel 1,2, Matthew J. Messina 2,
Paul S. Casamassimo 1,2 and Janice A. Townsend 1,2 Kimberly J. Hammersmith 1,2*, Macaire C. Thiel 1,2, Matthew J. Messina 2,
Paul S. Casamassimo 1,2 and Janice A. Townsend 1,2 1 Nationwide Children’s Hospital, Columbus, OH, United States, 2 The Ohio State University College of Dentistry, Columbus,
OH, United States Investigators evaluated feasibility, acceptability, and sustainability of a teledentistry pilot
program within a children’s hospital network between March, 2018, and April, 2019. The program connected dentists to medical personnel and patients being treated in
urgent care clinics, a primary care clinic, and a freestanding emergency department via
synchronous video consultation. Three separate but parallel questionnaires evaluated
caregiver, medical personnel, and dentist perspectives on the experience. Utilization of
teledentistry was very low (2%, 14/826 opportunities), but attitudes regarding this service
were largely positive among all groups involved and across all survey domains. Uptake of
new technology has barriers but teledentistry may be an acceptable service, especially
in the case of dental trauma. Investigators evaluated feasibility, acceptability, and sustainability of a teledentistry pilot
program within a children’s hospital network between March, 2018, and April, 2019. The program connected dentists to medical personnel and patients being treated in
urgent care clinics, a primary care clinic, and a freestanding emergency department via
synchronous video consultation. Three separate but parallel questionnaires evaluated
caregiver, medical personnel, and dentist perspectives on the experience. Utilization of
teledentistry was very low (2%, 14/826 opportunities), but attitudes regarding this service
were largely positive among all groups involved and across all survey domains. Uptake of
new technology has barriers but teledentistry may be an acceptable service, especially
in the case of dental trauma. Edited by: Edited by:
Ramprasad Vasthare Prabhakar,
Manipal College of Dental Sciences,
Manipal, India Reviewed by:
Balgis Gaffar,
Imam Abdulrahman Bin Faisal
University, Saudi Arabia
Julia Chang,
National Taiwan University, Taiwan Keywords: teledentistry, emergency department, urgent care, dentistry, dental trauma National Taiwan University, Taiwan *Correspondence:
Kimberly J. Hammersmith
kim.hammersmith@
nationwidechildrens.org INTRODUCTION Over the last two decades, increasing numbers of pediatric patients have sought care at emergency
departments (ED), urgent care (UC) facilities, and medical clinics with oral complaints including
toothaches, dental trauma, and other concerns [1]. Medical providers have little oral health training
and education [2]. Treatment for dental problems by medical providers is limited and may be
managed by ineffective prescriptions for opioids or antibiotics. Patients receiving oral health care in
an ED are more than 7 times more likely to receive an opioid prescription than patients treated in
a dental office [3]. About 65% of patients receive antibiotics for their dental problem from medical
providers when the indicated treatment for their condition is a procedure performed by a dentist
[4]. Challenges related to low socioeconomic status, inadequate access to dentists particularly in
rural areas, and low oral health literacy contribute to patients seeking dental care in ED or other
medical facilities [5]. Specialty section:
This article was submitted to
Oral Health Promotion,
a section of the journal
Frontiers in Oral Health Received: 03 September 2021 Accepted: 15 November 2021 Published: 09 December 2021 BRIEF RESEARCH REPORT
published: 09 December 2021
doi: 10.3389/froh.2021.769988 Citation: Hammersmith KJ, Thiel MC,
Messina MJ, Casamassimo PS and
Townsend JA (2021) Connecting
Medical Personnel to Dentists via
Teledentistry in a Children’s Hospital
System: A Pilot Study. Front. Oral. Health 2:769988. doi: 10.3389/froh.2021.769988 Inappropriate care seeking at medical facilities for oral concerns can be addressed by different
interventions. More than half of patients arrive during business hours when dental offices are
normally open [6]. Programs diverting patients from ED and UC centers and connecting them
with dentists are one option [7]. Telehealth is another possible adjunct to provide guidance for
patients physically located in medical settings while simultaneously exposing medical personnel to
best practices from a dentist. December 2021 | Volume 2 | Article 769988 Frontiers in Oral Health | www.frontiersin.org Physicians to Dentists via Teledentistry Hammersmith et al. volumes of oral-related diagnostic codes were added to the same
protocol to increase encounters for a total of five sites. We
focused our data analysis once all five sites were included, for a
period of 5 months. Telemedicine, connecting medical providers with other
medical providers, has been feasible and acceptable for efforts
in underserved areas [8] and improves the quality of care
for patients with chronic conditions [9–12]. Additionally,
telemedicine consultations with specialists produces better
outcomes during acute or emergency care [13–16]. A 2017 study
showed that mental health and primary care were the most
common forms of telemedicine [17]. This study to evaluate the pilot program was approved as
exempt from the Nationwide Children’s Hospital Institutional
Review Board. Data from electronic medical records for all five
sites was gathered including patient demographics, encounter
information, and ICD-10 codes (Table 1) involving oral- or
dental-related chief complaints. Barriers
to
successful
implementation
of
telemedicine
programs include state medical and dental licensing restrictions,
inadequate reimbursement, and prohibitive legislative policy
[18, 19]. Suboptimal financial reimbursement may hinder
widespread adoption and sustainability of telemedicine [8]. All fifty states provide some Medicaid reimbursement for
telehealth services, but differ dramatically in defining and
regulating telehealth, so reimbursement may not meet expense
[20]. Live, synchronous video visits are reimbursed the highest;
asynchronous modalities often have restrictions. Some states put
restrictions on eligible providers, eligible facilities, or require
specific informed consent requirements [20]. Three separate surveys were developed with duplicate or
similar questions when possible to evaluate the teledentistry
program as to its acceptability, feasibility, and sustainability. RESULTS During the pilot period of 5 months across the five sites, 826
patients presented with an oral or dental complaint with average
of 165 patients a month, though some would have been excluded
from participating in teledentistry due to language barriers. A
dentist was only consulted via teledentistry 14 times or <2%
of possible encounters. During the pilot, the chief complaint
of dental trauma comprised 5% of total visits but 50% of
the teledentistry encounters (Table 1). A chief complaint of a
lesion, cyst, or pathology occurred in 266 (31%) of dental-related
encounters but resulted in zero teledentistry consults. Frontiers in Oral Health | www.frontiersin.org Citation: Surveys for the caregivers, the medical personnel initiating
the teledentistry consultation, and the consulting dentist were
adapted from models in the literature [25, 26]. Survey domains
included: connection and equipment, comfort, competence of
provider, teledentistry as substitute for in-person examination,
access, workflow and efficiency, and preference. Following
demographic questions gauging age, role, and experience with
telemedicine technology, medical personnel answered 15, 5-point
Likert scale type questions (14 such questions on the dentist
survey). The survey intended for caregivers consisted of 15,
5-point Likert scale type questions and 4 questions had three
answer choices. Teledentistry is the use of teleconferencing software and
cameras that allow a dentist to evaluate a patient remotely
[21]. Cameras and software allow a live feed conference,
synchronous consultation, or saving of images to be evaluated
later, called asynchronous consultation [21]. Teledentistry was
utilized by the Department of Defense in the 1990s in a pilot
project aimed at patient care, continuing education, and dentist-
laboratory communication [22]. Currently sixteen state laws
include language specific to teledentistry [20]. The caregiver accompanying each child received a survey
directly following a teledentistry encounter, while still in the
ED. Exclusion criteria were caregivers who did not consent or
were non-English speaking. Surveys were administered via paper
for caregivers and REDCap [27], a secured web application,
for dentists and medical personnel, who completed the surveys
electronically soon after the encounter. Data was assessed using
descriptive statistics only. Caregivers received a gift card as an
incentive for completing the survey. Many
examples
of
telemedicine
connecting
medical
professionals to other medical professionals exist, but no
studies have examined use of teleconsultation between dental
and medical professionals. Only one study has suggested it as a
means to improve interdisciplinary communication [23]. In late
2018, Ohio passed legislation that allows remote, synchronous
consultations by a dentist to be recognized and billed similarly
to an in-person encounter [24]. The aim of this study was to
evaluate the feasibility, acceptability, and sustainability of a pilot
teledentistry program in a children’s hospital network in Ohio. MATERIALS AND METHODS FIGURE 1 | Location of patients (%) with oral or dental chief complaint. 14 surveys, from 11 unique respondents), and dentist (n =
14 surveys from 7 unique respondents) Medical personnel
camera was considered easy by most dentists, but in 3 encounters
(21%) the dentist found it difficult Comments indicated the TABLE 1 | Frequency of dental diagnosis codes at five medical sites during pilot period. Pilot period encounters, N = 826
Teledentistry encounters, N = 14
ICD-10 diagnosis codes
Description
N
Percent
%
N
Percent
%
K00.1, K09.0, K09.8, K12.0,
K12.1, K12.30, K13.0, K13.21,
K13.4, K13.70, K13.79
Lesions, cysts, pathology
266
32
0
0
K04.7, K12.2, L03.211,
L03.213
Cellulitis or infections
151
18
3
21
K00.2, K02.9, K08.89, K08.9
Caries and tooth disorders
153
19
3
21
K00.6, K00.7
Teething and eruption
134
16
0
0
K05.00, K05.5, K05.6, K05.10,
K05.219, K06.1, K06.8, K06.9
Gingivitis and periodontal disease
73
9
1
7
K03.81, K08.109, S02.5XXA,
S02.5XXB, S03.2XXA,
S03.2XXD
Trauma
43
5
7
50
K11.1, K11.20, K11.21, K11.6,
K11.7, K11.8
Salivary glands
31
4
0
0
Total
851*
100
14
100
*851 codes noted, with 826 individual patients, as some patients received multiple diagnostic codes during their encounters. TABLE 1 | Frequency of dental diagnosis codes at five medical sites during pilot period. FIGURE 1 | Location of patients (%) with oral or dental chief complaint. FIGURE 1 | Location of patients (%) with oral or dental chief complaint. 14 surveys, from 11 unique respondents), and dentist (n =
14 surveys, from 7 unique respondents). Medical personnel
surveyed included 5 registered nurses and 6 physicians with some
repeated, or non-unique, users. The majority were 31–50 years
old, 7 (55%) were using teledentistry for the first time, and 11
(92%) had no previous experience using telemedicine technology
for other services. camera was considered easy by most dentists, but in 3 encounters
(21%), the dentist found it difficult. Comments indicated the
need for better training of medical personnel on use of the
intraoral camera (Table 3). All dentists but one (93%, n = 13)
felt the software was easy to use and just over half (58%, n = 8)
of dentists felt they could hear and visually assess the patient’s
area of concern as well as if they were present. Frontiers in Oral Health | www.frontiersin.org MATERIALS AND METHODS Nationwide Children’s Hospital in Columbus, OH, USA,
launched a pilot teledentistry program in March 2018, connecting
a free-standing, suburban ED with its dental department. The ED
was equipped with a cart with a laptop, external speaker, webcam,
and intraoral camera. Two dentists (MT and KH) trained the
staffon teledentistry protocol and how to use equipment. When a
patient presented with an oral- or dental-related chief complaint,
the ED provider was to order a consultation with the on-call
dental resident who would be paged, and then connect to the
ED via a secure, synchronous platform HealthChat R⃝(Miami, FL,
USA). The dentist could then communicate directly with patient
and family as well as ED staffregarding care. During the pilot, the majority of teledentistry consults
originated in one of the UC sites (50%), although patients with
dental diagnosis codes arrived at all five sites (Figure 1). There
were zero encounters from the primary care site. The disposition
of all patients with a dental diagnosis code was 98% discharged,
and 2% transferred to the main ED. Of the 14 teledentistry
patients, 79% were discharged, and 21% were transferred. Due to low utilization of teledentistry by the ED in the first
8.5 months, three UC sites and one primary care site with higher Ten encounters included survey data from all three involved
parties: patient/family (n = 14), medical personnel (n = December 2021 | Volume 2 | Article 769988 2 Physicians to Dentists via Teledentistry Hammersmith et al. Hammersmith et al. Physicians to Dentists via Teledentistry
TABLE 1 | Frequency of dental diagnosis codes at five medical sites during pilot period. Pilot period encounters, N = 826
Teledentistry encounters, N = 14
ICD-10 diagnosis codes
Description
N
Percent
%
N
Percent
%
K00.1, K09.0, K09.8, K12.0,
K12.1, K12.30, K13.0, K13.21,
K13.4, K13.70, K13.79
Lesions, cysts, pathology
266
32
0
0
K04.7, K12.2, L03.211,
L03.213
Cellulitis or infections
151
18
3
21
K00.2, K02.9, K08.89, K08.9
Caries and tooth disorders
153
19
3
21
K00.6, K00.7
Teething and eruption
134
16
0
0
K05.00, K05.5, K05.6, K05.10,
K05.219, K06.1, K06.8, K06.9
Gingivitis and periodontal disease
73
9
1
7
K03.81, K08.109, S02.5XXA,
S02.5XXB, S03.2XXA,
S03.2XXD
Trauma
43
5
7
50
K11.1, K11.20, K11.21, K11.6,
K11.7, K11.8
Salivary glands
31
4
0
0
Total
851*
100
14
100
*851 codes noted, with 826 individual patients, as some patients received multiple diagnostic codes during their encounters. MATERIALS AND METHODS The majority of
caregivers (92%, n = 11) felt the dentist could hear and see their
child’s problem as well as if in the room. Table 2 displays the questions asked across all domains
in each survey, as well as the overlap of questions across
survey respondents. All medical personnel felt videoconferencing
software and maneuvering the intraoral camera were easy. Directing and instructing medical personnel to use the intraoral Regarding the comfort domain, most medical personnel (92%,
n = 11) and dentists (93%, n = 13), as well as 100% (n = 12)
of caregivers were comfortable with the process. All caregivers December 2021 | Volume 2 | Article 769988 3 Physicians to Dentists via Teledentistry Hammersmith et al. TABLE 2 | Selection of teledentistry survey questions by domain. Workflow and efficiency I am satisfied with how long I got to talk to the
dentist on the computer I am satisfied with how long I got to talk to the
dentist on the computer
SA: 67%, A: 33%, N: 0%, D: 0%, SD: 0%
I am satisfied with how long I waited to talk to
the dentist
SA: 75%, A: 25%, N: 0%, D: 0%, SD: 0%
Talking with the dentist on the computer today
was worth the time that I saved in not having to
go to Nationwide Children’s main emergency
department downtown
SA: 50%, A: 17%, N: 33%, D: 0%, SD: 0%
N/A I am satisfied with how long I got to talk to the
dentist on the computer
SA: 67%, A: 33%, N: 0%, D: 0%, SD: 0%
I am satisfied with how long I waited to talk to
the dentist
SA: 75%, A: 25%, N: 0%, D: 0%, SD: 0%
Talking with the dentist on the computer today
was worth the time that I saved in not having to
go to Nationwide Children’s main emergency
department downtown
SA: 50%, A: 17%, N: 33%, D: 0%, SD: 0%
N/A I would prefer to consult patients similar to this patient
via teledentistry rather than in person
SA: 43%, A: 43%, N: 7%, D: 7%, SD: 0% N/A surveyed said that teledentistry was explained and they knew
what to expect, and all but one (91%, n = 11) agreed their
personal information was protected during the interaction with
the dentist. However, most dentists (85%, n = 12) disagreed that patient
satisfaction would be the same if still photos were used rather
than video. When asked if the intraoral camera view of the
patient’s problem were equivalent to an in-person assessment,
only 2 (14%) dentists disagreed. Most caregivers (83%, n = 10)
and all dentists (100%, n = 14) felt the patient received the same
recommendations as if the dentist were present. When caregivers
were asked if a medical provider could have managed alone,
without contacting the dentist, 3 (25%) agreed, 6 (50%) were
neutral, and 3 (25%) disagreed. As far as provider competence, all medical personnel (n = 12)
thought the dentist understood the patient’s problem. Thirteen
dentists (93%) felt able to gather necessary information to make
a confident diagnosis or recommendation, as they would with a
non-teledentistry patient. Frontiers in Oral Health | www.frontiersin.org MATERIALS AND METHODS Patient
Medical personnel
Dentist
Connection and equipment
N/A
Using the videoconferencing software
(Healthchat) was:
Using the videoconferencing software (Healthchat) was:
VE: 33%, E: 42%, N: 25%, D: 0%, VD: 0%
VE: 43%, E: 50%, N: 0%, D: 7%, VD: 0%
N/A
Maneuvering the intraoral camera for live video
was:
Directing and instructing medical staff to use the intraoral
camera was:
VE: 42%, E: 50%, N: 8%, D: 0%, VD: 0%
VE: 7%, E: 57%, N: 14%, D: 21%, VD: 0%
N/A
The instructions for connecting to Healthchat
were clear and accurate
The instructions for connecting and conducting a consult
via Healthchat were clear and accurate
SA: 50%, A: 42%, N: 8%, D: 0%, SD: 0%
SA: 43%, A: 57%, N: 0%, D: 0%, SD: 0%
I think the dentist could hear and see my child’s
problem as well as if the dentist were in the
room
N/A
I could hear and visually assess the patient’s area of
concern as well as if I were there in person
SA: 58%, A: 33%, N: 8%, D: 0%, SD: 0%
SA: 29%, A: 29%, N: 29%, D: 14%, SD: 0%
Comfort
I was comfortable with the teledentistry process
I was comfortable with the teledentistry process
I was comfortable with the teledentistry process
SA: 75%, A: 25%, N: 0%, D: 0%, SD: 0%
SA: 42%, A: 50%, N: 8%, D: 0%, SD: 0%
SA: 50%, A: 43%, N: 0%, D: 7%, SD: 0%
Someone explained to me that we were going
to use teledentistry so that I knew what to
expect
N/A
N/A
Yes: 100%, No: 0%
I feel that my personal information was
protected during the interaction with the dentist
N/A
N/A
SA: 83%, A: 8%, N: 8%, D: 0%, SD: 0%
Competence of provider
The dentist understood my child’s problem
I think the dentist understood the patient’s
problem
I was able to gather necessary information to make a
recommendation or diagnosis I felt comfortable with, as I
would with a non-teledentistry patient
SA: 75%, A: 17%, N: 8%, D: 0%, SD: 0%
SA: 83%, A: 17%, N: 0%, D: 0%, SD: 0%
SA: 50%, A: 43%, N: 0%, D: 7%, SD: 0%
The dentist responded to my concerns
N/A
N/A
SA: 67%, A: 25%, N: 8%, D: 0%, SD: 0%
The dentist explained what’s going on with my
child’s teeth or mouth
N/A
N/A
SA: 58%, A: 25%, N: 17%, D: 0%, SD: 0%
Teledentistry as substitute for in-person examination
My child was given the same recommendations
as if the dentist were here in person
N/A
The patient was given the same recommendations as if I
were there in person
SA: 66%, A: 17%, N: 17%, D: 0%, SD: 0%
SA: 71%, A: 29%, N: 0%, D: 0%, SD: 0%
N/A
I think still photos rather than video would have
allowed the dentist to provide the same
diagnosis
I think still photos rather than video would have allowed
me to provide the same diagnosis
SA: 8%, A: 25%, N: 50%, D: 8%, SD: 8%
SA: 7%, A: 50%, N: 21%, D: 21%, SD: 0%
N/A
N/A
I think the patient would have the same satisfaction if still
photos rather than video were used
SA: 0%, A: 0%, N: 14%, D: 71%, SD: 14%
The doctor here at this patient care site could
have managed my child’s needs fine without
getting the dentist on the computer
N/A
The intraoral camera gave me a view of the problem
equivalent to if I were there in person
SA: 8%, A: 17%, N: 50%, D: 17%, SD: 8%
SA: 14%, A: 64%, N: 7%, D: 14%, SD: 0%
Access
I would like this patient care site to keep
offering this service to patients
I would like this patient care site to keep
offering this service to other patients
I would like this medical location to keep offering this
teledentistry service to other patients
SA: 92%, A: 8%, N: 0%, D: 0%, SD: 0%
SA: 58%, A: 42%, N: 0%, D: 0%, SD: 0%
SA: 79%, A: 21%, N: 0%, D: 0%, SD: 0%
(Continued) Dentist Using the videoconferencing software (Healthchat) was: SA: 29%, A: 29%, N: 29%, D: 14%, SD: 0% N/A (Continued) Frontiers in Oral Health | www.frontiersin.org December 2021 | Volume 2 | Article 769988 Physicians to Dentists via Teledentistry Hammersmith et al. MATERIALS AND METHODS TABLE 2 | Continued Medical personnel Patient Patient Had I not had access to the dentist on the
computer today, I would not know what to do
for my child’s problem
SA: 67%, A: 25%, N: 8%, D: 0%, SD: 0%
I would recommend the teledentistry process
to a friend in a situation similar to mine
SA: 75%, A: 25%, N: 0%, D: 0%, SD: 0%
My insurance should cover this service My insurance should cover this service My insurance should cover this service Yes: 75%, Maybe: 25%, No: 0% MATERIALS AND METHODS TABLE 2 | Continued
Patient
Medical personnel
Dentist
Had I not had access to the dentist on the
computer today, I would not know what to do
for my child’s problem
Had the dentist not been available, the care of
this patient would have been compromised
N/A
SA: 67%, A: 25%, N: 8%, D: 0%, SD: 0%
SA: 8%, A: 17%, N: 42%, D: 33%, SD: 0%
I would recommend the teledentistry process
to a friend in a situation similar to mine
I would recommend teledentistry to my
colleagues
N/A
SA: 75%, A: 25%, N: 0%, D: 0%, SD: 0%
SA: 58%, A: 42%, N: 0%, D: 0%, SD: 0%
My insurance should cover this service
I think that teledentistry improves the quality of
services provided at this patient care site
N/A
Yes: 75%, Maybe: 25%, No: 0%
SA: 67%, A: 33%, N: 0%, D: 0%, SD: 0%
Workflow and efficiency
I am satisfied with how long I got to talk to the
dentist on the computer
It takes more than one staff member to use the
teledentistry equipment
I think that I would be able to treat more patients using
teledentistry
SA: 67%, A: 33%, N: 0%, D: 0%, SD: 0%
SA: 17%, A: 25%, N: 8%, D: 50%, SD: 0%
SA: 79%, A: 21%, N: 0%, D: 0%, SD: 0%
I am satisfied with how long I waited to talk to
the dentist
The teledentistry consult took an appropriate
amount of time
N/A
SA: 75%, A: 25%, N: 0%, D: 0%, SD: 0%
SA: 50%, A: 25%, N: 17%, D: 8%, SD: 0%
Talking with the dentist on the computer today
was worth the time that I saved in not having to
go to Nationwide Children’s main emergency
department downtown
Talking with the dentist on the computer was a
good use of the patient’s time
N/A
SA: 50%, A: 17%, N: 33%, D: 0%, SD: 0%
SA: 75%, A: 25%, N: 0%, D: 0%, SD: 0%
N/A
This consult method fits well into the “process
or flow” of this patient care site
N/A
SA: 50%, A: 33%, N: 17%, D: 0%, SD: 0%
Preference
In this location, I would prefer:
N/A
I would prefer to consult patients similar to this patient
via teledentistry rather than in person
Dentist in person: 33%, No preference: 58%,
Dentist on computer: 8%
SA: 43%, A: 43%, N: 7%, D: 7%, SD: 0%
In this location, I would prefer:
N/A
N/A
Dentist on computer: 33%, No preference:
50%, No dentist available for today’s visit: 17%
In this location, I would prefer:
N/A
N/A
Dentist on computer: 33%, No preference:
50%, Transfer to ED downtown: 17%
VE, Very easy; E, Easy; N, Neutral; D, Difficult; VD, Very difficult; SA, Strongly agree; A, Agree; N, Neutral; D, Disagree; SD, Strongly disagree. Frontiers in Oral Health | www.frontiersin.org Workflow and efficiency They kept
asking ’can you see the teeth now?’ But the camera would be
showing the ceiling, up the pt’s nose and other parts of the
room! Patients seemed to appreciate being able to talk to me
directly which is a benefit over still photos. • The amount of time needed was excessive
due to technical glitches in the software. Multiple events were created due to staff not
being able to see the other person • We had some initial issues with the
connection but once that was figured out it
ran very well. The intraoral camera was hard
to use at first but never used one before. Got
easier as time went. This was a great
service!! Parents were so appreciative of
having the dental consult there and then. Thank you!! personnel indicated they would like the medical site to keep
offering teledentistry. two (17%) no dentist at all. Given options of teledentistry or
transferring to the main ED, six (50%) caregivers responded
neutral, with four (33%) preferring teledentistry and two (17%)
transfer to the main ED. As far as dentist preference, 12 dentists
(86%) preferred teledentistry to in-person consultation. For workflow and efficiency, the majority (75%, n = 9)
of medical personnel felt the teledentistry encounter took an
appropriate amount of time, was a good use of patient’s time
(100%, n = 12), and that this consult method fits well into
the site process or flow (83%, n=10). Five medical personnel
(42%) felt more than one staffmember was needed to use
the teledentistry equipment. All 14 (100%) dentists thought
they would be able to treat more patients using teledentistry. Caregivers were satisfied with time available to speak with the
dentist (100%, n = 12) and wait time to connect (100%, n = 12). The majority (67%, n = 8) agreed that teledentistry was worth
the time saved by not having to go to the main ED that has
dental services. Workflow and efficiency • I think that teledentistry will work very well but the healthcare
providers need to be trained in the use of the intraoral camera. I
spent around 10 minutes trying to coach the physician to put the
software on the correct camera so I could see anything at all. If
providers are not tech savvy it may be more useful to have them
describe or simply take a picture. • The teledentistry for this patient was very
beneficial. It was determined that she
needed to be admitted for IV antibiotics. The
family didn’t have any transportation to the
hospital. They took the COTA bus to our
facility. We couldn’t send them by public
transportation to the hospital. I feel that with
being able to speak with the dentist in real
time helped the family understand the need
for us to arrange a taxi to take them. The
family remained calm even though it took a
while to make the arrangements. I feel it was
all due to the dentist explaining the complex
situation to the family • Camera issues, only able to see via intraoral camera, not
chat/videoconferencing camera. Family seemed reassured and
glad to have a consult with a dentist. • Having a training session on how to best retract the lips/tongue
would be helpful for the physician and perhaps help him/her feel
more comfortable when positioning the intraoral camera more comfortable when positioning the intraoral camera
• Staff had a difficult time positioning the camera for me to get a
diagnostic view. I believe with more practice/training it would be
fine. Are medical staff able to see what they are showing the
dentist on the intraoral camera? Perhaps they were not looking
in the right place but that would be helpful for them. They kept
asking ’can you see the teeth now?’ But the camera would be
showing the ceiling, up the pt’s nose and other parts of the
room! Patients seemed to appreciate being able to talk to me
directly which is a benefit over still photos. • Staff had a difficult time positioning the camera for me to get a
diagnostic view. I believe with more practice/training it would be
fine. Are medical staff able to see what they are showing the
dentist on the intraoral camera? Perhaps they were not looking
in the right place but that would be helpful for them. Workflow and efficiency I feel it was
all due to the dentist explaining the complex
situation to the family
• The amount of time needed was excessive
due to technical glitches in the software. Multiple events were created due to staff not
being able to see the other person
• We had some initial issues with the
connection but once that was figured out it
ran very well. The intraoral camera was hard
to use at first but never used one before. Got
easier as time went. This was a great
service!! Parents were so appreciative of
having the dental consult there and then. Thank you!! TABLE 3 | Comments from caregivers, medical personnel, and dentists. Caregiver
Medical personnel Dentists • Some quick training of medical staff regarding how to retract the
cheek, lip, or tongue when using the intraoral camera would be
helpful • Some quick training of medical staff regarding how to retract the
cheek, lip, or tongue when using the intraoral camera would be
helpful • Some quick training of medical staff regarding how to retract the
cheek, lip, or tongue when using the intraoral camera would be
helpful • For some reason the video from the wand
with the covering was blurred. This may have
been operator (me) error • it was a little time consuming using the
Teledentistry software, but I suspect my
efficiency and ease of use will improve with
time • I think this was great - especially for those who live far and don’t
have easy access to NCH. It allows for assessment and triaging
of true emergencies versus dental problems that can wait until the
next day. This will help alleviate the worry parents have as well as
freeing up resources in emergency rooms. As far as training - I
think it would be beneficial to continue more training with how to
maneuver the intraoral camera. This would include retracting the
cheek when using the camera. • I think that teledentistry will work very well but the healthcare
providers need to be trained in the use of the intraoral camera. I
spent around 10 minutes trying to coach the physician to put the
software on the correct camera so I could see anything at all. If
providers are not tech savvy it may be more useful to have them
describe or simply take a picture. Workflow and efficiency Overall, caregivers felt that the dentist
understood their child’s problem (92%, n = 11), and responded to
their concerns (92%, n = 11) and the majority agreed the dentist
explained their child’s situation (83%, n = 10). As far as access, all 12 medical personnel agreed teledentistry
improves the quality of services provided at their site. If the
dentist had not been available, 3 (25%) medical personnel
thought their patient’s care would have been compromised. All
patients and medical personnel would recommend teledentistry
in a similar situation. All patients, dentists, and medical Regarding
teledentistry
as
a
substitute
for
in-person
examination, some dentists (57%, n = 8) and medical personnel
(33%, n = 4) agreed that still photographs would have allowed
the dentist to make the same diagnosis as synchronous video. December 2021 | Volume 2 | Article 769988 5 Physicians to Dentists via Teledentistry Hammersmith et al. TABLE 3 | Comments from caregivers, medical personnel, and dentists. Caregiver
Medical personnel
• It was good and helpful for all the service
• 100% Perfect
• None, you did great! • It was really kind and helpful for the dentist to
help my daughter and check out for her issue
or helpful. Really appreciate for the kindness! • For some reason the video from the wand
with the covering was blurred. This may have
been operator (me) error
• it was a little time consuming using the
Teledentistry software, but I suspect my
efficiency and ease of use will improve with
time
• The ED staff was either intimidated by the
technical process or just unwilling to help (I
kept hearing ’I’ve never done it’) so I had to
take the time to read through the directions
while patients were stacking up
• The teledentistry for this patient was very
beneficial. It was determined that she
needed to be admitted for IV antibiotics. The
family didn’t have any transportation to the
hospital. They took the COTA bus to our
facility. We couldn’t send them by public
transportation to the hospital. I feel that with
being able to speak with the dentist in real
time helped the family understand the need
for us to arrange a taxi to take them. The
family remained calm even though it took a
while to make the arrangements. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/froh. 2021.769988/full#supplementary-material ETHICS STATEMENT The studies involving human participants were reviewed and
approved by Nationwide Children’s Hospital Institutional Review
Board. Written informed consent from the participants’ legal
guardian/next of kin was not required to participate in this
study in accordance with the national legislation and the
institutional requirements. The few encounters limit our ability to report meaningful
survey
data
and
associations
with
variables
such
as
demographics. We
had
originally
intended
to
compare
length
of
stay,
disposition,
and
patient
variables
such
as age, race, and insurance status for teledentistry and
non-teledentistry encounters. Results cannot be tested for
statistical significance, nor can they be generalized, but they
can add to the literature for parties wishing to institute
similar programs. ACKNOWLEDGMENTS Mr. Shawn Fallon for his leadership and expertise in teledentistry
technology and Dr. Daniel Cohen for his assistance in survey
development. CONCLUSIONS provider perception of a larger burden-over-benefit may have
contributed to the low number of teledentistry encounters. Importantly,
surveys
showed
that
medical
personnel’s
experiences were generally positive when teledentistry was
used, and individual comments about the utility for specific
patients support this sentiment further. Medical personnel largely used teledentistry for patients with
dental trauma. Although utilization of teledentistry at medical
sites was very low, caregivers, medical personnel, and dentists
perceived benefits from using technology in this way. Consulting
with a dentist via teledentistry may help medical personnel
bridge knowledge and treatment gaps for patients who present
to medical clinics with oral or dental concerns. Training medical
personnel on using intraoral cameras and teledentistry software
can alleviate issues during patient encounters and may increase
uptake of new technology. Medical personnel largely used teledentistry for patients with
dental trauma. Although utilization of teledentistry at medical
sites was very low, caregivers, medical personnel, and dentists
perceived benefits from using technology in this way. Consulting
with a dentist via teledentistry may help medical personnel
bridge knowledge and treatment gaps for patients who present
to medical clinics with oral or dental concerns. Training medical
personnel on using intraoral cameras and teledentistry software
can alleviate issues during patient encounters and may increase
uptake of new technology. Additionally, medical providers may perceive they are
competent in triaging and managing oral- or dental-related
chief complaints in medical settings, resulting in the minimal
uptake of teledentistry. Compared to common diagnoses of
teething and caries, teledentistry was used disproportionately
for
trauma
codes
suggesting
medical
providers
felt
less
comfortable
or
familiar
with
these
presentations. As
more teledentistry patients were transferred to the main
campus ED than non-teledentistry patients (21 vs. 2%),
we see that the technology was notably utilized for more
severe cases. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. Even though medical personnel may have had some issues
with the intraoral camera and teledentistry software, the patients
liked the technology and appreciated the opportunity to speak
to a dental provider when a dentist would otherwise not
be accessible. As most answers were positively answered by
both dentists and medical personnel, the project appeared to
be acceptable. FUNDING Previous
research
on
adoption
of
teledentistry
sheds
similar light on the main challenges and best processes
for
development
and
implementation
steps
[28]. While
policy and financing issues were not obstacles in our pilot,
acceptance, perceived usefulness, and ease of use were. As our
distribution of consults was not representative of the patient
encounters across sites, staffat one pilot site may have been
more enthusiastic about teledentistry, and interdisciplinary
collaborations
may
benefit
from
teledentistry
champions. With renewed engagement from valuable stakeholders as
well as everyday users, additional and continued trainings
regarding the intraoral camera and software, teledentistry could
be considered more feasible and sustainable in this setting. As the study was conducted prior to the pandemic, similar
programs may experience better utilization due to the current
urgency and perhaps indefinite rationale behind providing
remote care. A Delta Dental Foundation Masters Thesis Award provided
funding for printing of the surveys, patient and provider
incentives to complete the surveys, and statistical consultation. AUTHOR CONTRIBUTIONS All authors contributed to the design and implementation of the
survey and research, to the analysis of the results, and to the
writing of the manuscript. DISCUSSION This study is the first to describe how teledentistry can be used
to facilitate consultation and communication between dentists
and medical personnel and revealed barriers in connecting the
two. The pilot project utilized live, hands-on trainings at each
site, with regular assessments and updates via email. Medical
personnel initially expressed interest and enthusiasm for the
new technology, but despite coaching, reminders, incentives, and
motivation, the pilot utilization of teledentistry technology was
extremely low. Regarding preference, when caregivers were given the option
between teledentistry and dentist in person, the majority (58%,
n = 7) responded neutral, with one (8%) choosing teledentistry. Given the options of teledentistry or no dentist at all, six (50%)
responded neutral, with four (33%) preferring teledentistry, and Comments
from
the
medical
personnel
regarding
intimidation by the technology and added workflows may
surmise why utilization was low. In a busy medical setting, December 2021 | Volume 2 | Article 769988 6 Physicians to Dentists via Teledentistry Hammersmith et al. 1. Mostajer Haqiqi A, Bedos C, Macdonald ME. The emergency department
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314539 Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. 15. Nadar
M,
Jouvet
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C. Impact
of
synchronous telemedicine models on clinical outcomes in pediatric acute
care settings: a systematic review. Pediatr Crit Care Med. (2018) 19:e662–71. doi: 10.1097/PCC.0000000000001733 Copyright © 2021 Hammersmith, Thiel, Messina, Casamassimo and Townsend. This is an open-access article distributed under the terms of the Creative Commons
Attribution License (CC BY). The use, distribution or reproduction in other forums
is permitted, provided the original author(s) and the copyright owner(s) are credited
and that the original publication in this journal is cited, in accordance with accepted
academic practice. No use, distribution or reproduction is permitted which does not
comply with these terms. 16. Ward MM, Jaana M, Natafgi N. Systematic review of telemedicine
applications in emergency rooms. Int J Med Inform. (2015) 84:601–16. doi: 10.1016/j.ijmedinf.2015.05.009 17. Barnett ML, Ray KN, Souza J, Mehrotra A. Trends in telemedicine use in a
large commercially insured population, 2005-2017. JAMA. (2018) 320:2147–9. doi: 10.1001/jama.2018.12354 December 2021 | Volume 2 | Article 769988 Frontiers in Oral Health | www.frontiersin.org 8
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Personality Variation in Little Brown Bats
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PloS one
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Introduction Phenotypic variation within a species is a requirement for
natural selection yet, in animal ecology and behaviour, intra-
specific and intra-population variation have often been viewed as
more of a nuisance than a biologically important phenomenon [1]. By definition, the study of animal personality, or consistent
individual differences in behaviour, challenges this traditional view
of variation, and is advancing our understanding of links between
behaviour, physiology, and ecology [2]. Five ecologically relevant
dimensions of personality have been well defined [2], including
reaction to risky situations (i.e., shyness/boldness; e.g., [3,4]),
reaction to novel objects or situations (i.e., exploration/avoidance;
e.g., [5–7]), activity levels (e.g., [8]), agonistic reactions to
conspecifics (i.e., aggressiveness; e.g., [9,10]), and non-aggressive
reactions to the presence or absence of conspecifics (i.e., sociability;
e.g., [11]). These inter-individual differences in behaviour tend to
be repeatable across time, and can be heritable across generations
[2,6,12,13]. Recent studies have also shown that personality may
impact life history and fitness via relationships to resource
acquisition, reaction to predators, reproductive ability, and
longevity [8,13,14,15]. Variation in personality may also correlate
with metabolism and energetics [16], although the ubiquity of
these patterns and directions of relationships within species have
not been fully established (e.g., [17]). Although repeatability is fundamental to the definition of
personality, ontogenetic or seasonal changes during development
or reproductive cycles could cause within-individual variation in
personality traits (e.g., activity, exploration propensity, boldness). This temporal variation would not necessarily preclude repeat-
ability if between-individual variation at any point during the life
cycle exceeded that within individuals or, in other words, the rank
of individuals relative to one another remains consistent over time
[20]. Especially pronounced shifts in personality traits have been
observed at sexual maturity [20,21], but development and reliance
on parental care prior to sexual maturation could also influence
within-individual variation. For species with precocial offspring,
personality traits should remain relatively stable throughout
ontogeny, as even young individuals of such species employ
adult-like behaviours (e.g., [22,23]). This consistency has been
documented for a range of personality traits in precocial species
(e.g., docility in ewes, [22]; boldness in deer, [23]; temperament
and stress response in cattle, [24]). For altricial species, however,
personality traits could change dramatically throughout develop-
ment prior to sexual maturity as offspring acquire skills, exhibit
more adult-like behaviours, and become self-sufficient (e.g., To be considered personality, individual differences in behav-
iour must be repeatable over time and/or across situations [2]. Abstract The funders had no role in study design, data collection and analysis, decision to publish, or pre Funding: Funding was provided by a Natural Sciences and Engineering Research Council (NSERC) Canada Graduate Scholarship to AKM and post-doctoral
fellowship to LPM as well as grants to CKRW from NSERC, the Canada Foundation for Innovation, the Manitoba Research and Innovation Fund and Manitoba
Hydro Forest Enhancement Program. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. mpeting Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: allysonmenzies@gmail.com also be thought of as a first step towards determining if a
behavioural phenotype is heritable [18,19]. However, repeatability
of many traits has not been well quantified for numerous species. For example, many studies have quantified repeatability of mating
and courtship behaviours (e.g., mating calls/vocalization, mate
choice) and anti-predator behaviour, but fewer have quantified
repeatability of other personality traits, such as activity or
exploration [12], especially in free-ranging mammals. Personality Variation in Little Brown Bats Allyson K. Menzies*, Mary E. Timonin, Liam P. McGuire, Craig K. R. Willis Department of Biology and Centre for Forest Interdisciplinary Research (C-FIR), University of Winnipeg, Manitoba, Canada Abstract Animal personality or temperament refers to individual differences in behaviour that are repeatable over time and across
contexts. Personality has been linked to life-history traits, energetic traits and fitness, with implications for the evolution of
behaviour. Personality has been quantified for a range of taxa (e.g., fish, songbirds, small mammals) but, so far, there has
been little work on personality in bats, despite their diversity and potential as a model taxon for comparative studies. We
used a novel environment test to quantify personality in little brown bats (Myotis lucifugus) and assess the short-term
repeatability of a range of behaviours. We tested the hypothesis that development influences values of personality traits
and predicted that trait values associated with activity would increase between newly volant, pre-weaning young-of-the-
year (YOY) and more mature, self-sufficient YOY. We identified personality dimensions that were consistent with past studies
of other taxa and found that these traits were repeatable over a 24-hour period. Consistent with our prediction, older YOY
captured at a fall swarming site prior to hibernation had higher activity scores than younger YOY bats captured at a
maternity colony, suggesting that personality traits vary as development progresses in YOY bats. Thus, we found evidence
of short-term consistency of personality within individuals but with the potential for temporal flexibility of traits, depending
on age. Citation: Menzies AK, Timonin ME, McGuire LP, Willis CKR (2013) Personality Variation in Little Brown Bats. PLoS ONE 8(11): e80230. doi:10.1371/
journal.pone.0080230 Received April 25, 2013; Accepted October 1, 2013; Published November 27, nzies et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
tion, and reproduction in any medium, provided the original author and source are credited. Copyright: 2013 Menzies et al. This is an open-access article distributed under the terms of the Creative Commons Attr
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: Funding was provided by a Natural Sciences and Engineering Research Council (NSERC) Canada Graduate Scholarship
fellowship to LPM as well as grants to CKRW from NSERC, the Canada Foundation for Innovation, the Manitoba Research and Inno
Hydro Forest Enhancement Program. Capture All procedures and fieldwork were conducted under a Manitoba
Conservation wildlife scientific permit (permit # WB11145), and
were approved by the University of Winnipeg Animal Care
Committee. We captured bats using harp traps and mist nets set at
the entrance of the hibernaculum and maternity roost. Captured
individuals were sexed, weighed to the nearest 0.1 g, and classified
as adult or YOY based on the degree of ossification of the third
metacarpal-phalangeal joint [37]. We also recorded forearm
length and classified adult females as pregnant (presence of a
foetus upon gentle abdominal palpitation), lactating (expression of
milk and enlarged nipples surrounded by hairless patches) or non-
reproductive. We used the residuals of a linear regression between
mass and forearm length as a measure of body condition. Our first objective was to test whether a modified version of the
hole-board test, a standard open-field behavioural test commonly
used to assess personality traits in rodents, would allow us to
identify the same personality dimensions in bats as found in other
taxa. We also aimed to quantify short-term repeatability of these
traits by testing individuals on consecutive nights. We then used
these data to test the hypothesis that personality traits may vary at
sexual maturity and throughout the reproductive cycle by
investigating whether the relative age of YOY or the reproductive
status of adults influences variation in personality traits. Little
brown bats are ideal for testing these hypotheses since they are an
altricial mammal characterized by dramatic changes in the
parental dependence of YOY between parturition and the first
hibernation season. We predicted that older YOY bats captured
during the fall swarming period would be more active and
exploratory than younger YOY captured emerging from a
maternity colony because YOY bats at mating swarms have
reached independence and are preparing for hibernation. We transported bats to a field laboratory 10–40 km from the
site of capture, where they were housed for up to 3 days. In all
cases, the animals were housed in a dimly lit, quiet room, at room
temperature, under natural photoperiod. We housed both summer
and fall YOY bats in individual cloth bags (2009) and adult bats in
wire-mesh cages (20 cm625 cm621 cm) covered with fabric, in
groups of up to 6 individuals (2010). In both years, animals were
handled minimally during the brief captivity period. Study Area and Subjects Little brown bats were captured in Manitoba, Canada, during
the summers of 2009 and 2010. In early August 2009, newly
volant YOY bats (hereafter summer YOY) were caught emerging
from a maternity colony in a building in Altamont, MB (49u219N
98u359W). In late August of 2009, older, presumably independent
YOY (hereafter fall YOY) were captured during pre-hibernation
swarming at Microwave Cave [35], a hibernaculum approximate-
ly 50 km north of Grand Rapids, MB (53u129N 99u199W). From
June until August of 2010, reproductive and non-reproductive
adult bats were captured at maternity colonies in both Altamont
and Grand Rapids. The two field sites (Altamont and Grand
Rapids) are approximately 400 km apart but bats at these two sites
likely belong to the same population and experience similar
conditions throughout the year. Based on our long-term banding
studies of bats in Manitoba, individual little brown bats in this area
routinely travel distances exceeding 500 km in one year [36], and
there is very high gene flow among bats, and little evidence of
population genetic structure at these sites (Martinez-Nunez and
Willis, unpublished). Moreover, given the lack of suitable geology
(i.e., limestone karst, abandoned mines) within hundreds of km of
Altamont, individuals from the maternity roost there likely swarm
at and hibernate in caves near Grand Rapids or other similar
hibernacula in central Manitoba. Thus, there is a very high
likelihood bats from both capture locations belong to the same
population and experience similar conditions throughout their
lives. A growing number of species are being studied in the context of
personality, but there is still potential to diversify the field
considerably. While the model organism approach has obvious
value, the features which make a given species an ideal model for
behavioural studies (e.g., readily captured or observed repeatedly,
tractable in captivity), could also bias our understanding of
personality variation [28]. One recent study examined ‘‘behav-
ioural types’’ in big brown bats (Eptesicus fuscus; [29]) and bats, in
general, have potential as another useful model for personality
studies. Although many species will not be ideal for studies of long-
term repeatability, as they are difficult to recapture in the wild,
other aspects of their biology are highly amenable to comparative
studies. Study Area and Subjects For one, with approximately 1200 species, bats represent
over 20% of extant mammals and exhibit large ecological and
morphological diversity [30], which would allow for studies of
personality
variation
across
species
in
a
phylogenetic
and
environmental context. Moreover, many species can be captured
in large numbers, making them suitable for addressing questions
requiring large sample sizes. As a result, they represent a
potentially valuable taxon for studies of personality variation
within species and for comparative studies addressing variation
across species, similar to other better-studied taxa (e.g., non-
human primates, [31]). We quantified personality of the little brown bat (Myotis
lucifugus). This species is one of the most common and widely
distributed bat species in North America, although it is suffering
high mortality in eastern North America due to the emerging
disease white-nose syndrome [32]. Little brown bats hibernate for
the winter in mines and caves in groups varying in size from a few
to thousands of individuals [33]. In spring, females form maternity
colonies where they give birth and care for highly dependent
young, until these young-of-the-year (YOY) are capable of
foraging on their own [34]. Males disperse individually or in
small groups [33]. During the fall, prior to hibernation, large
numbers of males, females, and independent YOY congregate in
swarms outside hibernacula each night, presumably for mating
and other social functions [34]. Capture We provided
water via disposable pipette twice daily and fed bats mealworms
(Tenebrio molitor) after their personality trials. In total, we captured
76 bats for behavioural testing (n = 28 YOY; n = 20 adult males;
n = 28 adult females). Introduction Repeatability represents the upper bound to heritability, and may
be easier to measure than genetic relatedness in the field, so it can November 2013 | Volume 8 | Issue 11 | e80230 1 PLOS ONE | www.plosone.org Personality in Bats Personality in Bats Personality in Bats foraging behaviour in juvenile birds, [25–27]). A better under-
standing of within-individual variation in personality traits at
different points in the life cycle, particularly for altricial mammals,
is important because of the potential impact this variation can
have on reproductive fitness and selection on behaviour [20]. Hole-board Test Given that there are no standardized personality tests for bats,
we chose to quantify activity and exploratory behaviour using a
modified rodent hole-board test (e.g., [38–40]). Little brown bats
are highly adept at climbing and crawling and must often crawl to
explore cracks, crevices and other potential roost sites, so we
reasoned that the hole-board test, with some minor modifications, PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org November 2013 | Volume 8 | Issue 11 | e80230 November 2013 | Volume 8 | Issue 11 | e80230 2 Personality in Bats would provide an ecologically relevant assessment of personality. The testing apparatus (Figure 1) was constructed to hang
vertically, and consisted of a test chamber (57642614 cm) with
a transparent cover and plastic window screening on the back
surface to facilitate climbing by the bats. Four blind holes (2 cm
deep by 3 cm diameter) were drilled into this surface. Two holes
were positioned closer to the centre of the chamber (15 cm from
nearest wall), while the other holes were positioned closer to the
corners (5.5 cm from nearest wall). Investigation of the holes closer
to the centre of the test is thought to indicate more thorough
exploration and lower anxiety. A start box (14.5614.5 cm) was
attached to the bottom of the testing chamber, with a sliding door
to separate the bat from the test until behavioural recording
began. near the corner or the centre of the test, relevant to how bats might
search potential roost openings in the wild), latency to head dip
(the length of time it took each individual to first explore one of the
holes), as well as latency to enter the test (the length of time it took
each individual to enter the arena). We also measured the
proportion of time spent grooming, as bursts of grooming are
indicators of anxiety in rodents [42]. Repeatability Although it was not possible to capture the same individual bats
over periods of weeks to months, we conducted two behavioural
trials, separated by an interval of approximately 24-hours, to
quantify short-term, within-individual repeatability. The second
test for each individual was conducted under identical conditions,
the night following the first behavioural test, controlling for factors
likely to influence differences in behaviour among individuals (e.g.,
nutritional state assessed via body condition). At the end of the
second set of behavioural trials, bats were released at their site of
capture. To ensure that recaptured individuals could be identified,
each bat was banded using lipped, numbered aluminum bands
(Porzana Ltd., 2.9 mm, Icklesham, East Sussex, UK; 2009), or by
subcutaneously injecting a passive integrated transponder (PIT)
tag (Trovan Ltd. ID 100-01, Douglas, UK; 2010) prior to release. g
Little brown bats are prone to enter torpor [41], so prior to
behaviour testing we measured each individual’s body tempera-
ture by inserting a 1 mm diameter thermocouple probe 3 mm into
the rectum. Bats were not tested until body temperature exceeded
30uC. Once normothermic, each bat was placed, individually, in
the start box for two minutes before the sliding door was opened. Bats were given a maximum of one minute to enter the test on
their own, after which they were gently pushed into the testing
chamber with a smooth, plastic plunger. The sliding door was then
closed to prevent re-entry. To simulate natural conditions, all trials
were run in a darkened room at night, and the behaviour of each
bat was recorded for 10 minutes using an infrared video camera
(Sony AVCHD Handycam HDR-XR 550) mounted on a tripod. At the end of the trial, individuals were removed from the test and,
to eliminate olfactory cues, the test was cleaned using mild,
unscented dish detergent and water. All bats were fed mealworms
and provided water after testing. November 2013 | Volume 8 | Issue 11 | e80230 Statistical Analyses It is
calculated by dividing the variance among individuals (s2
a) by
the total variance (where s2 is the variance within individuals over
time; [12,18,48]): All PC scores were significantly repeatable from test 1 to test 2
(PC1, ICC = 0.34, d.f. = 73, p = 0.001; PC2, ICC = 0.29, d.f. = 73,
p = 0.006; PC3, ICC = 0.25, d.f. = 73, p = 0.02; Figure 2). When
we analyzed the individual behaviours that loaded strongly on
PC1, PC2 and PC3, frequency of flights (ICC = 0.30, d.f. = 75,
p = 0.004),
time
spent
echolocating
(ICC = 0.36,
d.f. = 75,
p = 0.001),
latency
to
enter
the
test
(ICC = 0.38,
d.f. = 75,
p,0.001), and latency to head dip in the holes closer to the
corners of the test (ICC = 0.26, d.f. = 75, p = 0.01) were signifi-
cantly repeatable over the 24-hour interval. ICC~sa
2
sa
2zs2
We used ANCOVA to determine effects of age, sex, body size,
and body condition on PC scores. We tested the influence of these
effects on PC scores from the first trial only, since trial one assessed
the response to a novel environment. We did not include sampling
location as a factor in our analyses since there is a very high
likelihood that bats from both capture locations belong to the same
population and experience similar conditions throughout their
lives ( [36]; Martinez-Nunez and Willis, unpublished) and because
relative age is the difference among the groups of YOY that we
assumed would influence personality most strongly. We also
omitted sampling year from the analysis because we captured
exclusively YOY in 2009 and adults in 2010 so these variables
were confounded. We also assumed that the effect of demographic
(which has a large influence on most aspects of biology of bats)
should be more pronounced. We used backwards, stepwise
elimination to remove non-significant interactions and main
effects until only significant terms remained (e.g. [8,22,46,49]). To verify our findings we also compared a series of nested models. This analysis provided identical results as the step-wise model
reduction so we only report results from the model reduction. We
assessed the effect of relative age on PC scores of YOY bats and
included sex, forearm length, and body condition as predictor
variables. Statistical Analyses All PC scores were significantly repeatable from test 1 to test 2
(PC1, ICC = 0.34, d.f. = 73, p = 0.001; PC2, ICC = 0.29, d.f. = 73,
p = 0.006; PC3, ICC = 0.25, d.f. = 73, p = 0.02; Figure 2). When
we analyzed the individual behaviours that loaded strongly on
PC1, PC2 and PC3, frequency of flights (ICC = 0.30, d.f. = 75,
p = 0.004),
time
spent
echolocating
(ICC = 0.36,
d.f. = 75,
p = 0.001),
latency
to
enter
the
test
(ICC = 0.38,
d.f. = 75,
p,0.001), and latency to head dip in the holes closer to the
corners of the test (ICC = 0.26, d.f. = 75, p = 0.01) were signifi-
cantly repeatable over the 24-hour interval. PCA. We used the prcomp command in R, which generates PC
scores based on singular value decomposition. In order to choose
which principal components to retain, we used the Kaiser-
Guttman criterion (eigenvalues .1; [44]) and a 10% minimum
variance threshold for retention of a given component. To verify
our choice of components, we also conducted a parallel analysis
[47] using the paran package in R. PC scores from the PCA were
used as representative personality scores in subsequent analyses. the first principal component (adjusted eigenvalue = 1.8) and
provided weaker support for the second and third (adjusted
eigenvalues = 0.8 in both cases). Locomotion, number of flight
attempts, and echolocation contributed most strongly to the first
component (PC1); individuals with high scores for PC1 had high
levels of activity. Behaviours associated with exploration propen-
sity contributed to PC2. Individuals with high scores for PC2
exhibited fast, superficial exploration, with shorter latency to enter
the arena but longer latencies to head dip in the holes in the
corners of the test. The third component (PC3) appeared to reflect
anxiety and was represented most strongly by grooming as well as
latency to head dip in the holes closer to the center of the arena. We used intra-class correlation (ICC) to test for within-
individual repeatability of PC scores and individual behaviours
(e.g., [12]). The intra-class correlation coefficient is often used to
assess reliability of measurements made by two different observers,
or repeatability of traits within individuals, and is based on the
mean squares as calculated for a standard ANOVA. Statistical Analyses Results for Principal Component Analysis of
behavioural responses of 76 little brown bats in a novel-
environment test. Levene’s tests were used to test for equality of variance among
groups, Kolmogorov-Smirnov tests were used to test for normality,
and data were log transformed as necessary to meet assumptions of
parametric analyses. Significance for all tests was assessed at an
alpha level of 0.05. Statistical Analyses Forearm length and body condition differed between the
sexes (female vespertilionid bats are often larger and in better body
condition than males, [50]), thus we assessed the effect of
reproductive status, body condition, and forearm length on PC
scores of adult female bats, and the effect of forearm length and
body condition on male bats, separately. After determining that
there was no effect of either forearm length or body condition on
either sex, we pooled females and males to determine the effect of
sex on personality scores in all adult bats. Fall YOY had significantly higher activity scores (PC1) than
summer YOY (F1,25 = 44.7, p,0.001; Figure 3), with no effect of
sex (F1,23 = 0.3, p = 0.59), forearm length (F1,19 = 0.3, p = 0.58), or
body condition (F1,18 = 0.01, p = 0.98). Fall YOY exhibited
significantly higher levels of all measures of activity during trial
1 (locomotion, t = 6.2, d.f. = 25, p,0.001; echolocation, t = 3.5,
d.f. = 25, p,0.01; flights, t = 4.3, d.f. = 25, p,0.001). None of the
factors in our models had a significant effect on PC2 (age,
F1,25 = 2.1,
p = 0.15;
sex,
F1,17 = 0.1,
p = 0.72;
forearm,
F1,19 = 0.84, p = 0.37; body condition, F1,21 = 0.2, p = 0.70) or
PC3 (age, F1,25 = 2.1, p = 0.16; sex, F1,19 = 0.1, p = 0.74; forearm,
F1,18 = 0.8, p = 0.40; body condition, F1,21 = 0.2, p = 0.70) for
YOY bats. Table 1. Results for Principal Component Analysis of
behavioural responses of 76 little brown bats in a novel-
environment test. Variables
Components
1
2
3
Locomotion
0.481
20.324
0.042
Echolocation
0.422
0.087
20.096
Flight
0.455
0.171
20.040
Latency to Enter
20.339
0.556
20.159
Latency to Head Dip
in Holes (edge)
20.237
20.714
20.092
Latency to Head Dip
in Holes (centre)
20.382
20.192
0.412
Grooming
20.257
0.052
20.886
Standard Deviation
1.47
1.03
0.97
% of total variance
31.4
15.4
13.6
Cumulative Variance (%)
31.4
46.7
60.4
Principal Components retained met the Kaiser-Guttman criterion (i.e.,
eigenvalues .1, [44]). Bolded eigenvectors represent factors with loadings
.0.4, which were considered to have contributed significantly to a particular
component [40]. doi:10.1371/journal.pone.0080230.t001 Table 1. Results for Principal Component Analysis of
behavioural responses of 76 little brown bats in a novel-
environment test. Table 1. Statistical Analyses All statistical analyses were conducted in R version 2.15.0 GUI
1.51 [43]. Principal Component Analysis (PCA) was used to
reduce the number of measured behavioural traits into composite,
synthetic variables or principal component (PC) scores (e.g.,
[17,40]). An alternative method is Regularized Exploratory Factor
Analysis (REFA), a data reduction method designed for small
sample sizes. However, our dataset is well-suited to PCA (sample
size larger than 50 individuals and relatively few variables
included, [45]) so, for these reasons and to be consistent with
previous studies addressing personality variation in wild-captured
vertebrates (e.g., [8,17,40,46]), we used PCA. All variables were
scaled and centered (by subtracting the mean from each value and
dividing this by the standard deviation) prior to inclusion in the Videos were scored for a range of behaviours we selected based
on previous studies of rodents (e.g., [39,40]), their ecological
relevance to bats, and our preliminary observations of bats in the
hole-board test. We scored locomotion (proportion of time spent
crawling or climbing in the test), frequency of flight attempts, the
proportion of time spent echolocating (i.e., when the bats scanned
the arena with their mouths open), frequency of head dips (the
number of times an individual explored one of the holes either Figure 1. Screen capture of our modified hole-board test from a video recording of a behaviour trial. doi:10.1371/journal.pone.0080230.g001 Figure 1. Screen capture of our modified hole-board test from a video recording of a behaviour trial. doi:10.1371/journal.pone.0080230.g001 November 2013 | Volume 8 | Issue 11 | e80230 November 2013 | Volume 8 | Issue 11 | e80230 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 3 Personality in Bats the first principal component (adjusted eigenvalue = 1.8) and
provided weaker support for the second and third (adjusted
eigenvalues = 0.8 in both cases). Locomotion, number of flight
attempts, and echolocation contributed most strongly to the first
component (PC1); individuals with high scores for PC1 had high
levels of activity. Behaviours associated with exploration propen-
sity contributed to PC2. Individuals with high scores for PC2
exhibited fast, superficial exploration, with shorter latency to enter
the arena but longer latencies to head dip in the holes in the
corners of the test. The third component (PC3) appeared to reflect
anxiety and was represented most strongly by grooming as well as
latency to head dip in the holes closer to the center of the arena. Discussion Based on our novel environment test, we found evidence for
personality traits in little brown bats similar to those previously
identified in rodents (e.g., [7,40]), songbirds (e.g., [5,6]) and fish
(e.g.,
[51,52]). In
particular,
behaviours
reflecting
activity,
including locomotion, flight, and echolocation, separated into
one component (PC1) while the second component (PC2)
established a relationship between latency to enter the test and
latency to head dip in holes closest to the walls of the test (i.e., holes
3 and 4). The hole-board test was initially developed to help
separate activity components of personality in rodents from
exploration components, which the standard novel environment
test (i.e., without holes to investigate) failed to do [39]. We found
that behaviours associated with exploration and activity separated
into distinct components, suggesting that this test also isolates these
personality
dimensions
in bats. The
final
two
behaviours,
grooming and latency to head dip in holes closer to the centre
of the test (i.e., holes 1 and 2) grouped onto PC3. Although this
link is unknown for bats, in rodents, bursts of grooming behaviour
are a component of the stress response and indicate increased
anxiety [42]. Latency to head dip in the holes that are more
exposed (i.e., closer to the center of the arena) may also reflect
anxiety as longer latencies for exploring these holes could indicate
apprehension to venture away from the walls of the test. It would
be useful to better define this personality dimension and assess
whether these behaviours are associated with physiological
correlates of stress (e.g., levels of circulating glucocorticoid
hormones) in bats. These three components all satisfied the
Kaiser-Guttman criterion, the objective criterion used in most
other studies to retain or reject or reject personality dimensions
(e.g., [8,17,40,46]), as well as explaining a minimum of 10% of the
total variation in our dataset. Strictly speaking, PC2 and PC3 fell
just below the criterion for inclusion based on a parallel analysis Figure 2. Scatterplots demonstrating repeatability of (a) PC1,
(b) PC2 and (c) PC3 between behavioural trials 1 and 2 for 76
little brown bats in a novel environment test. Note that reduced-
major-axis regression lines are plotted to illustrate the relationship, but
repeatability was assessed using an intra-class correlation. Results Three principal components each explained a minimum of 10%
of the variance in recorded behaviours, met the Kaiser-Guttman
criterion, and, cumulatively, explained over 60% of the total
variance in the dataset (Table 1). The parallel analysis supported November 2013 | Volume 8 | Issue 11 | e80230 PLOS ONE | www.plosone.org 4 Personality in Bats Reproductive status did not have an effect on any perso
Figure 2. Scatterplots demonstrating repeatability of (a)
(b) PC2 and (c) PC3 between behavioural trials 1 and 2 f
little brown bats in a novel environment test. Note that red
major-axis regression lines are plotted to illustrate the relationshi
repeatability was assessed using an intra-class correlation. doi:10.1371/journal.pone.0080230.g002 Figure 3. Comparison of activity levels for 28 YOY little brown
bats captured at a maternity colony (summer YOY, n = 9) and a
hibernaculum (fall YOY, n = 18) in August of 2009. doi:10.1371/journal.pone.0080230.g003 Figure 3. Comparison of activity levels for 28 YOY little brown
bats captured at a maternity colony (summer YOY, n = 9) and a
hibernaculum (fall YOY, n = 18) in August of 2009. doi:10.1371/journal.pone.0080230.g003 F1,25 = 0.3, p = 0.61; body condition, F1,26 = 0.9, p = 0.35) or PC3
(forearm,
F1,26 = 3.4,
p = 0.08;
body
condition,
F1,25 = 0.01,
p = 0.92). Similarly, in adult males, there was no effect of body
condition or forearm length on PC1 (forearm, F1,18 = 1.5, p = 0.24;
body condition, F1,17 = 1.2, p = 0.29), PC2 (forearm, F1,18 = 0.8,
p = 0.37; body condition, F1,17 = 0.9, p = 0.37) or PC3 (forearm,
F1,17 = 2.0, p = 0.18; body condition, F1,18 = 0.9, p = 0.36). Finally,
there was no effect of sex on PC1 (F1,41 = 2.5, p = 0.12), PC2
(F1,41 = 1.2, p = 0.29) or PC3 (F1,43 = 3.1, p = 0.09) of adult bats. Figure 3. Comparison of activity levels for 28 YOY little brown
bats captured at a maternity colony (summer YOY, n = 9) and a
hibernaculum (fall YOY, n = 18) in August of 2009. doi:10.1371/journal.pone.0080230.g003 F1,25 = 0.3, p = 0.61; body condition, F1,26 = 0.9, p = 0.35) or PC3
(forearm,
F1,26 = 3.4,
p = 0.08;
body
condition,
F1,25 = 0.01,
p = 0.92). Results Similarly, in adult males, there was no effect of body
condition or forearm length on PC1 (forearm, F1,18 = 1.5, p = 0.24;
body condition, F1,17 = 1.2, p = 0.29), PC2 (forearm, F1,18 = 0.8,
p = 0.37; body condition, F1,17 = 0.9, p = 0.37) or PC3 (forearm,
F1,17 = 2.0, p = 0.18; body condition, F1,18 = 0.9, p = 0.36). Finally,
there was no effect of sex on PC1 (F1,41 = 2.5, p = 0.12), PC2
(F1,41 = 1.2, p = 0.29) or PC3 (F1,43 = 3.1, p = 0.09) of adult bats. Discussion For some bat species at some roosts it will be possible to
recapture sufficient numbers of individual bats across longer
intervals because individuals show high fidelity to specific sites
throughout their lives (e.g., [36]). Holding bats in captivity for
longer periods could also allow for longer intervals between tests
although captivity could influence behaviour. We recommend
both approaches for future studies. Another possibility is that the difference between summer and
fall
YOY
reflects
links
between
life
history,
ecology
and
personality. The ‘‘fast’’, highly active individuals may have also
been quick to reach independence and disperse to swarming sites
while the ‘‘slower’’, less active individuals may have taken longer
to become independent, and remained at the maternity roosts for
longer. Previous studies have demonstrated that activity in novel
environments is correlated with dispersal in the field (e.g., Parus
major, [58]) and that dispersal latency decreases with increasing
exploratory activity (e.g., Mus musculus musculus, [59]), which is
consistent with our results. More active YOY may have dispersed
from the natal roost and ventured to swarming sites earlier. Taken
together, these findings highlight an important consideration for
studies of personality that address behavioural differences of
different age classes of animals. Grouping all YOY bats together,
regardless of developmental stage, would have masked subtle but
potentially important differences in behaviour within this age class. We found evidence that personality traits in bats differentiate
into similar components as those described in past studies of
rodents, fish, and birds, and that the open-field component of the
hole-board test was useful for measuring activity and exploration. Other standardized behavioural tests are needed to validate results
found in this study and to further examine a range of personality
traits in this taxon. We also found evidence of temporal flexibility
in activity of YOY bats. Although most studies control for the age
of subjects, typically all YOY are considered as one discrete group. Our results indicate that important biological differences exist
within this category. Since within-individual variation of person-
ality traits in bats has received relatively little attention, further
studies are necessary to understand both the consistency and
temporal flexibility of personality in bats. Future studies investi-
gating consistency, or inconsistency, of personality traits through-
out energetically demanding portions of the life cycles (i.e.,
mating/reproduction, preparing for hibernation) for both adult
male and adult female bats may also help shed light on potential
links between personality and energetics. Discussion doi:10.1371/journal.pone.0080230.g002 Reproductive status did not have an effect on any personality
scores in adult females (PC1, F2,22 = 0.4, p = 0.67; PC2, F2,22 = 0.5,
p = 0.59; PC3, F2,22 = 0.5, p = 0.62). There was also no effect of
forearm length or body condition on PC1 (forearm, F1,26 = 4.0,
p = 0.06; body condition, F1,25 = 3.6, p = 0.15), PC2 (forearm, November 2013 | Volume 8 | Issue 11 | e80230 PLOS ONE | www.plosone.org 5 Personality in Bats (adjusted eigenvalue = 0.8), but given that they satisfied criteria
used in other comparable studies and their clear biological
significance we analyzed all three in more detail. rely on echolocation for foraging and navigation (e.g., [56,57]). These results support our prediction that YOY would show
increased activity in conjunction with this critical shift in
development. Individual bats reacted similarly during repeated tests and
scores for all three principal components and were significantly
repeatable over a 24-hour period (Figure 2). The intra-class
correlation coefficients that we obtained (0.25–0.35) were compa-
rable but slightly below the mean (r = 0.37) for published estimates
for a wide range of behavioural traits in 114 species (reviewed by
[12]). Our 24-hour inter-test interval fell within the range of
published inter-test intervals for quantifying repeatability of
behaviours in vertebrates (e.g., [53,54]) but it was also relatively
short. One potential limitation of novel environment tests repeated
at short inter-test intervals is that some individuals may quickly
habituate and change their behaviour between tests, while others
might behave more consistently across trials. This individual
variation in habituation behaviour reduces the potential to detect
repeatability [55]. Based on our experience with bats, some
individuals readily adapt to captivity and learn to eat novel food
within 24 hours of capture, while others take significantly longer. As a result, some of the bats we tested may have habituated to the
test quickly and responded differently in the second test causing us
to underestimate trait repeatability [18]. In general, habituation is
less likely over a longer inter-test time interval (e.g., a month or a
year) compared to a shorter interval, reducing the within-
individual variation between trials. Ideally, repeatability should
be assessed over longer periods of weeks, months, or even years for
long-lived species. Recapture rates are typically low for free-
ranging bats and we were not able to recapture individuals in this
study. Acknowledgments We thank C. Carrie`re and all other members of the University of Winnipeg
Bat Lab for help with fieldwork. We are grateful to S. Forbes, J. Franck, M. Wiegand, A. Weiss and an anonymous reviewer for helpful comments on
earlier versions of this manuscript. We also thank the residents of Altamont,
MB and Misipawistik First Nation for access to the study area and
Manitoba Conservation for logistical support and lodging in the field. Discussion We found evidence supporting the hypothesis that age of YOY
influences variation in personality of wild-captured bats. Consis-
tent with our predictions, fall YOY displayed elevated activity
levels in conjunction with a critical shift in their independence and
maturity (Figure 3). In a species that relies on flight, this shift could
reflect morphological development (e.g., of the wings and pectoral
muscles, which affect flight ability, [26]). However, we found no
difference in body mass, forearm length or body condition
between the two groups which indicates that volant YOY from
both groups had reached adult size when we assessed their
behaviour. Thus, higher activity levels of fall YOY could reflect an
ontogenetic shift in behaviour as these bats became independent. Summer YOY were captured at the natal roost, and were likely
still reliant on their mothers and not yet self-sufficient. In contrast,
fall YOY were presumably independent, as they had already left
their maternity colony and traveled to a hibernaculum (which can
be 30–500 km from the natal roost in our study area; [36]). Fall
YOY would also need to have more developed echolocation, one
of the measures of activity that contributed to PC1, because bats Author Contributions Conceived and designed the experiments: AKM MET CKRW. Performed
the experiments: AKM MET. Analyzed the data: AKM MET LPM
CKRW. Wrote the paper: AKM CKRW. Conceived and designed the experiments: AKM MET CKRW. Performed
the experiments: AKM MET. Analyzed the data: AKM MET LPM
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48. Lessels CM, Boag PT (1987) Unrepeatable repeatabilities: a common mistake. References November 2013 | Volume 8 | Issue 11 | e80230 PLOS ONE | www.plosone.org 6 Personality in Bats Personality in Bats 6. Dingemanse NJ, Both C, Drent PJ, Van Oers K, Van Noordwijk AJ (2002)
Repeatability and heritability of exploratory behaviour in great tits from the
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(2009) Exploration strategies map along fast-slow metabolic and life history
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Edition. Winnipeg: Speleological Society of Manitoba. 73. Edition. Winnipeg: Speleological Society of Manitoba. 73. continua in muroid rodents. Funct Ecol 23: 150–156. 36. Norquay KJO, Martinez-Nunez F, Dubois JE, Monson KM, Willis CKR (2013)
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and subsequent flights. Dev Psychobiol 14: 41–54. gy
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85–97. 31. Freeman HD, Gosling SD (2010) Personality in nonhuman primates: a review
and evaluation of past research. Am J Primatol 71: 1–19. 58. Dingemanse NJ, Both C, van Noordwijk AJ, Rutten AL, Drent PJ (2003) Natal
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Effect of microstructure and cooling rate on the fatigue performance of TIMETAL<sup>®</sup> 575
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bUniversity of Hertfordshire, Hatfield AL10 9AB bUniversity of Hertfordshire, Hatfield AL10 9AB 1. Introduction Cooling rate has a substantial impact on the microstructure of titanium alloys, altering the morphology and phase composition hence influencing properties. Continuous cooling
transformation (CCT) phase diagrams are used to predict cooling rates influence on microstructures and aid in tailoring mechanical properties for a given application. For new
development alloys such as Ti575, there is currently no literature or data available to construct a CCT diagram. This work aims to identify some key boundaries on a basic CCT diagram
for Ti575 to determine temperatures at which microstructural features begin to form and ultimately be able to optimise processing parameters. Alloys with higher β-phase stability coefficients result in transformations occurring at lower temperatures, and this leads to less diffusion of alloying elements to their respective phases. As a result, less diffusion of alpha stabilisers to secondary alpha (αs) takes place during the β→α+β transformation, producing a finer transformation product. Since more time is required
to achieve the same microstructure, the transformation curve will be pushed to the right. As Ti575 has a higher β-phase stability coefficient than Ti-6Al-4V it is predicted that the
boundaries identified by the CCT diagram will be further to the right. In near alpha and alpha+beta titanium alloys, large regions of local texture, referred to as “macrozones”, are capable or reducing the fatigue life of components when the fatigue cycle
contains a dwell period at peak stress [5]. The local texture can be influenced by both morphological features of the bi-modal microstructure which are utilised for their good balance in
fatigue and creep properties. The texture of αp evolves from coarse lamellae that undergoes dynamic spherodisation and recrystallisation mechanisms during thermal mechanical
processing, while the texture of αs is inherited from the high temperature β-phase through the Burgers orientation relation and variant selection occurring in the β → α transformation. αs
have been known to have favourable variants which align their c-axis with those of neighbouring αp [4] [5]. In this work, EBSD was undertaken to investigate the effect of αp volume
fraction and cooling rate on prior beta grain size and αs colony size. Table 1. Nominal composition of Ti575 (wt%)
Fe
V
Si
Al
O
Ti
0.25
7.7
0.5
5.3
0.18
Bal
Table 2. Material data
Alloy
Density (g/cm3)
Beta Transus
Ti575
4.55
967.5
5ºC
2. Experimental Procedure Table 1. Nominal composition of Ti575 (wt%) Abstract A key design consideration for material selection in the aerospace industry is weight reduction; with excellent strength to weight ratio, high temperature resistance, and fatigue
performance, titanium alloys are extensively used. New titanium alloys continue to enhance performance and broaden the range of applications. Titanium Metals Corporation (TIMET)
recently developed TIMETAL® 575 (Ti575), a high strength titanium alloy with superior fatigue performance over Ti-6Al-4V, aimed at aerospace applications where these properties are
imperative i.e. aerospace turbine discs and blades. [1] [2] This work intends to advance the understanding of the effect of thermal processing of Ti575, by investigating the effect of primary alpha (αp) volume fraction and cooling rate on tensile
and fatigue performance in post forged heat-treated microstructures. Microstructural assessment and mechanical performance were completed and are discussed. Three cooling methods from three solution heat-treat temperatures were investigated in this work. The results from these experiments were compared using optical microscopy, electron
backscatter diffraction (EBSD), room temperature tensile and high cycle fatigue (HCF) tests. MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium https://doi.org/10.1051/matecconf/202032112019 aTIMET UK, PO Box 704. Witton, Birmingham, UK. B72 1LT aTIMET UK, PO Box 704. Witton, Birmingham, UK. B72 1LT © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution
License 4.0 (http://creativecommons.org/licenses/by/4.0/). 2. Experimental Procedure Material used in this experiment was sourced from a full-scale triple melted vacuum arc remelted (VAR) ingot of Ti575 manufactured by TIMET UK Witton plant. The ingot received a
proprietary sequence of forging operations leading to a 250mm diameter billet. Samples were sectioned from the forged billet into 20x20x120mm test pieces. Samples were held at three different solution heat treatment temperatures (880°C, 910°C and 940°C) for 1 hour to provide varying proportions of αp, and were then cooled using three
different cooling mediums (vermiculite, air and oil). Depending on the solution heat treatment temperature and cooling medium, cooling rates varied from 2 to 16°C/s. Cooling curves were measured using an embedded K-type thermocouple located in the centre of a test block which recieved each of the nine different cooling conditions. An example of
the thermocouple traces from solution heat treatment at 940°C is shown in Figure 1. © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution
License 4.0 (http://creativecommons.org/licenses/by/4.0/). MATEC Web of Conferences 321, 12019 (2020) MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium https://doi.org/10.1051/matecconf/202032112019 The 14th World Conference on Titanium Figure 1. Thermocouple trace for different cooling mediums when cooling from 940°C
The end of the dual phase field was identified as the temperature at which the cooling curve resumed a steady rate after the exothermic phase transformation when the test block was air
cooled from 1065°C. End of dual phase field is indicated on Figure 2 and Figure 3, established at 737°C. Cooling rate was calculated by the difference in solution heat treat temperature
and the end of dual phase field (Tf
β → α+β) divided by time. The end of the dual phase field temperature varies with cooling rate since increased undercooling leads to the transformation
temperature being suppressed. Due to experimental limitations this was assumed to be a fixed temperature when calculating cooling rates. Figure 2. Thermocouple trace for air cooled Ti575 from 1065°C
Figure 3. Cooling rate curve for air cooling Ti575 from 1065°C using 7pt Quadratic Differentiation
All samples received an aging treatment at 500°C for 8 hours before mechanical testing was completed. f Figure 1. 2. Experimental Procedure Thermocouple trace for different cooling mediums when cooling from 940°C
The end of the dual phase field was identified as the temperature at which the cooling curve resumed a steady rate after the exothermic phase transformation when the test block was air
cooled from 1065°C. End of dual phase field is indicated on Figure 2 and Figure 3, established at 737°C. Cooling rate was calculated by the difference in solution heat treat temperature
and the end of dual phase field (Tf
β → α+β) divided by time. The end of the dual phase field temperature varies with cooling rate since increased undercooling leads to the transformation
t
t
b i
d D
t
i
t l li it ti
thi
d t b
fi
d t
t
h
l
l ti
li
t Figure 1. Thermocouple trace for different cooling mediums when cooling from 940°C Figure 1. Thermocouple trace for different cooling mediums when cooling from 940°C
The end of the dual phase field was identified as the temperature at which the cooling curve resumed a steady rate after the exothermic phase transformation when the test block was air
cooled from 1065°C. End of dual phase field is indicated on Figure 2 and Figure 3, established at 737°C. Cooling rate was calculated by the difference in solution heat treat temperature
and the end of dual phase field (Tf
β → α+β) divided by time. The end of the dual phase field temperature varies with cooling rate since increased undercooling leads to the transformation
temperature being suppressed. Due to experimental limitations this was assumed to be a fixed temperature when calculating cooling rates. Figure 1. Thermocouple trace for different cooling mediums when cooling from 940°C The end of the dual phase field was identified as the temperature at which the cooling curve resumed a steady rate after the exothermic phase transformation when the test block was air
cooled from 1065°C. End of dual phase field is indicated on Figure 2 and Figure 3, established at 737°C. Cooling rate was calculated by the difference in solution heat treat temperature
and the end of dual phase field (Tf
β → α+β) divided by time. The end of the dual phase field temperature varies with cooling rate since increased undercooling leads to the transformation
temperature being suppressed. Due to experimental limitations this was assumed to be a fixed temperature when calculating cooling rates. MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium HCF were completed with ~100Hz sine wave on a vibrophore under load control and R ≈ 0. Tests were to be terminated if the test piece reached 2 x 107 cycles designated as the “run-out”
condition however; no samples survived to run-out. All tests were carried out in accordance with BS EN 6072:2010 at a fixed peak stress of 700MPa. [2] To establish when key microstructure features begin to form, 11 samples sectioned into 20x20x40mm test pieces were heated in the beta phase (1065°C) for 1 hour then air cooled to the
temperatures listed in Table 3. Once the temperature in Table 3 was met, the samples were water quenched to “freeze in” the microstructural features at that temperature. The
microstructure from each condition was then characterised to establish boundaries on a basic CCT diagram. Temperatures in Table 3 were determined using a test block with embedded
thermocouple as before. Table 3. Air cooled temperatures interrupted with water quench
Start temperature 1065°C
Temperature (°C)
Air Cool Time (secs)
1000
12
970
15
940
19
910
23
880
27
850
32
820
38
790
44
760
58
730
72
700
84 Table 3. Air cooled temperatures interrupted with water quench
Start temperature 1065°C
Temperature (°C)
Air Cool Time (secs)
1000
12
970
15
940
19
910
23
880
27
850
32
820
38
790
44
760
58
730
72
700
84
High resolution EBSD maps ~1 x 0.75mm with a 0.2µm step size were generated at TIMET Witton on an FEI Quanta FEG250 equipped with an HKL Channel 5 system. EBSD maps
were generated on all samples cooled from 940°C along with samples air cooled from 910°C and 880°C. Table 3. Air cooled temperatures interrupted with water quench High resolution EBSD maps ~1 x 0.75mm with a 0.2µm step size were generated at TIMET Witton on an FEI Quanta FEG250 equipped with an HKL Channel 5 system. EBSD maps
were generated on all samples cooled from 940°C along with samples air cooled from 910°C and 880°C. High resolution EBSD maps ~1 x 0.75mm with a 0.2µm step size were generated at TIMET Witton on an FEI Quanta FEG250 equipped with an HKL Channel 5 system. EBSD maps
were generated on all samples cooled from 940°C along with samples air cooled from 910°C and 880°C. 2. Experimental Procedure The end of the dual phase field was identified as the temperature at which the cooling curve resumed a steady rate after the exothermic phase transformation when the test block was air
cooled from 1065°C. End of dual phase field is indicated on Figure 2 and Figure 3, established at 737°C. Cooling rate was calculated by the difference in solution heat treat temperature
and the end of dual phase field (Tf
β → α+β) divided by time. The end of the dual phase field temperature varies with cooling rate since increased undercooling leads to the transformation
temperature being suppressed. Due to experimental limitations this was assumed to be a fixed temperature when calculating cooling rates. being suppressed. Due to experimental limitations this was assumed to be a fixed temperature when calculating cooling rates. Figure 2. Thermocouple trace for air cooled Ti575 from 1065°C
Figure 3. Cooling rate curve for air cooling Ti575 from 1065°C using 7pt Quadratic Differentiation
eceived an aging treatment at 500°C for 8 hours before mechanical testing was completed. ated samples were machined into test pieces for tensile and HCF tests, which were carried out at TIMET Witton and Swansea University. Figure 2 Thermocouple trace for air cooled Ti575 from 1065°C Figure 2. Thermocouple trace for air cooled Ti575 from 1065°C Figure 3. Cooling rate curve for air cooling Ti575 from 1065°C using 7pt Quadratic Differentiation Figure 3. Cooling rate curve for air cooling Ti575 from 1065°C using 7pt Quadratic Differentiation All samples received an aging treatment at 500°C for 8 hours before mechanical testing was completed. ere completed under strain control using a strain rate of 0.003s-1 up to yield followed by displacement control using a strain rate of ≤ 0.1s-1 on to fracture. Dual rate tensile tests were completed under strain control using a strain rate of 0.003s-1 up to yield followed by displacement control using a strain rate of ≤ 0.1s-1 on to fracture. 2 https://doi.org/10.1051/matecconf/202032112019 MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium Samples air cooled then water quenched at 30°C intervals are shown on the basic CCT diagram in Figure 5. Within the temperature range of 1000-940°C, a fully martensitic
microstructure is formed with no grain boundary alpha. Between 910-880°C, non-continuous alpha begins to form on the prior beta grain boundary. This alpha continues to grow forming
continuous grain boundary alpha at 850°C. At 820°C, αs begins to nucleate and grow off the grain boundary alpha as colonies of αs. By 790°C, there are increased amounts of αs growing
from the grain boundary along with some αs beginning to form within the beta grain in a basketweave morphology. Both αs colonies from the grain boundary and αs within beta grains
form at 760°C. At 730°C the αs lamellae have begun to coarsen and by 700°C aligned alpha colonies have formed. Samples air cooled then water quenched at 30°C intervals are shown on the basic CCT diagram in Figure 5. Within the temperature range of 1000-940°C, a fully martensitic
microstructure is formed with no grain boundary alpha. Between 910-880°C, non-continuous alpha begins to form on the prior beta grain boundary. This alpha continues to grow forming
continuous grain boundary alpha at 850°C. At 820°C, αs begins to nucleate and grow off the grain boundary alpha as colonies of αs. By 790°C, there are increased amounts of αs growing
from the grain boundary along with some αs beginning to form within the beta grain in a basketweave morphology. Both αs colonies from the grain boundary and αs within beta grains
form at 760°C. At 730°C the αs lamellae have begun to coarsen and by 700°C aligned alpha colonies have formed. Figure 5. Ti575 air cooled from 1065°C interrupted at 30°C intervals with water quench Figure 5. Ti575 air cooled from 1065°C interrupted at 30°C intervals with water quench Figure 5. Ti575 air cooled from 1065°C interrupted at 30°C intervals with water quench Tensile Tensile Table 4. Tensile results in the solution heat treated and aged condition Table 4. Tensile results in the solution heat treated and aged condition Table 4. Tensile results in the solution heat treated and aged condition
MPa
%
Sample ID
0.2% P.S. U.T.S
Elongn. on 5.65√A
Elongn. on 4D
R. in A. Microstructure MATEC Web of Conferences 321, 12019 (2020)
https://doi.org/10.1051/matecconf/202032112019
The 14th World Conference on Titanium MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium https://doi.org/10.1051/matecconf/202032112019 Microstructure Since all non-interrupted cooling rates experiments were carried out in the dual phase field, bimodal microstructures were observed with varying proportions of αp based on the solution
heat treat temperature. Cooling Ti575 at the rate of 8.37°C/s or faster resulted in the development of a martensitic microstructure seen in Figure 4a, made up of αp and α’ with no grain
boundary alpha forming. The formation of martensite was confirmed using high magnification backscattered imaging seen in Figure 4d. For cooling rates between 5.12 and 4.77°C/s, some diffusional transformations begin to take place and a basketweave morphology is observed along with grain boundary alpha situated on
prior beta grain boundaries, as represented in Figure 4b. During slower cooling rates, between 2.10 and 3.22°C/s, diffusion controlled nucleation and growth of stable α and β phases in colonies of aligned α-phase lamellae within prior β-phase
grains was observed. Significant amounts of grain boundary alpha formation can also be seen, Figure 4c. [3] Figure 4. Optical micrograph of Ti575 SHT at 880°C with a) oil quenched (10.94°C/s cooling rate) b) air-cooled (4.90°C/s cooling rate) c) vermiculite cooled (3.22°C/s cooling rate) d)
Backscattered SEM image of martensite formed. Figure 4. Optical micrograph of Ti575 SHT at 880°C with a) oil quenched (10.94°C/s cooling rate) b) air-cooled (4.90°C/s cooling rate) c) vermiculite cooled (3.22°C/s cooling rate) d)
Backscattered SEM image of martensite formed. 0°C with a) oil quenched (10.94°C/s cooling rate) b) air-cooled (4.90°C/s cooling rate) c) vermiculite cooled (3.22°C/s cooling rate) d)
Backscattered SEM image of martensite formed. 3 Samples air cooled then water quenched at 30°C intervals are shown on the basic CCT diagram in Figure 5. Within the temperature range of 1000-940°C, a fully martensitic
microstructure is formed with no grain boundary alpha. Between 910-880°C, non-continuous alpha begins to form on the prior beta grain boundary. This alpha continues to grow forming
continuous grain boundary alpha at 850°C. At 820°C, αs begins to nucleate and grow off the grain boundary alpha as colonies of αs. By 790°C, there are increased amounts of αs growing
from the grain boundary along with some αs beginning to form within the beta grain in a basketweave morphology. Both αs colonies from the grain boundary and αs within beta grains
form at 760°C. At 730°C the αs lamellae have begun to coarsen and by 700°C aligned alpha colonies have formed. Variability can be seen in the calculated cooling rates in Table 4, these are due to the differing temperature range used in the calculation and the sensitivity of the equipment to measure
change in temperature at faster cooling rates. MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium Cooling rate (°C/s)
940°C OQ
1305
1447
5.0
5.5
*
15.69
940°C AC
1049
1211
14.5
16.5
31.0
5.12
940°C VC
975
1146
14.5
17.0
36.5
2.10
910°C OQ
1337
1468
8.5
9.5
27.0
8.37
910°C AC
1030
1176
17.0
18.5
46.0
4.77
910°C VC
991
1128
15.5
18.0
39.0
2.66
880°C OQ
1336
1455
11.0
12.5
34.0
10.94
880°C AC
1057
1182
16.5
19.5
46.0
4.90
880°C VC
1018
1129
16.5
19.0
43.5
3.22 *Unable to measure RinA due to a section missing post fracture Variability can be seen in the calculated cooling rates in Table 4, these are due to the differing temperature range used in the calculation and the sensitivity of the equipment to measure
change in temperature at faster cooling rates. Table 5. Volume fractions of αp
940°C
910°C
880°C
Oil Quench
4%
12%
25%
Air Cool
7%
20%
29%
Vermiculite Cool
8%
22%
37% With decreasing cooling rate, the αp volume fraction increased as grains coarsened and alpha stabilising elements had more time to partition to αp grains, seen in Figure 6. 4 MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium https://doi.org/10.1051/matecconf/202032112019 The 14th World Conference on Titanium Figure 6. Effect of cooling rate on primary alpha volume fraction
No strong relationships were observed between the volume fraction of αp and tensile strength for any of the cooling mediums, seen in Figure 7. This suggests that the base chemistry and
the morphology of the higher volume fraction transformation product provides the primary impact on tensile properties rather than αp content in this alloy as illustrated by differences
b
li
di Figure 6. Effect of cooling rate on primary alpha volume fraction erved between the volume fraction of αp and tensile strength for any of the cooling mediums, seen in Figure 7. This suggests that the base chemistry and
lume fraction transformation product provides the primary impact on tensile properties rather than αp content in this alloy as illustrated by differences No strong relationships were observed between the volume fraction of αp and tensile strength for any of the cooling mediums, seen in Figure 7. This suggests that the base chemistry and
the morphology of the higher volume fraction transformation product provides the primary impact on tensile properties rather than αp content in this alloy as illustrated by differences
between cooling medium. Figure 7. MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium Effect of primary alpha volume fraction on proof strength of Ti575 Figure 7. Effect of primary alpha volume fraction on proof strength of Ti575 Figure 7. Effect of primary alpha volume fraction on proof strength of Ti575 Figure 7. Effect of primary alpha volume fraction on proof strength of Ti575 HCF HCF Table 5. HCF results in the solution heat treated and aged condition. 880°C VermC was omitted due to fracture location
in the thread. Specimen Identity
Achieved Frequency (Hz)
Cycles Completed
Fracture Location
880°C OQ
106
4626960
A - mid 1/3
880°C AC
106
8330725
A - mid 1/3
910°C OQ
106
6696087
A - mid 1/3
910°C AC
106
7631276
B - outer 1/3 (top)
910°C VermC
105
5553646
B - outer 1/3 (top)
940°C OQ
106
6545598
B - outer 1/3 (bottom)
940°C AC
107
4019967
B - outer 1/3 (top)
940°C VermC
106
1593800
B - outer 1/3 (bottom) Table 5. HCF results in the solution heat treated and aged condition. 880°C VermC was omitted due to fracture location
in the thread. 5 MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium https://doi.org/10.1051/matecconf/202032112019 Figure 8. Peak Stress vs Cycles to Failure for Ti575 tested at room temperature, R=0, ~100Hz Sinusoidal Waveform
The sample solution heat treated at 880°C and vermiculite cooled fracture in the thread during HCF testing and this data point was excluded. Figure 9 indicates that as the αp volume
fraction increased the number of cycles to failure increased for both the air and vermiculite cooled tests. This is explained in more detail in the EBSD section. However, for the oil
quenched sample this was not the case showing a drop in the number of cycles to failure at larger volume fractions of αp. This could be related to the change in morphology associated
with oil quenching and the high dislocation density of martensite providing more strength than αp grains therefore, the lower volume fraction αp in this microstructural condition provided
better HCF results. Wu et al [6] found that in bi-modal Ti-6Al-4V microstructures αp volume fractions between 30-50% provided the best fatigue performance which agreed with the trend
seen for air and vermiculite cooled tests. Repeat testing to provide additional data points are necessary to confirm the trends in the HCF data as variability between tests are common. Figure 8. MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium Peak Stress vs Cycles to Failure for Ti575 tested at room temperature, R=0, ~100Hz Sinusoidal Waveform Figure 8. Peak Stress vs Cycles to Failure for Ti575 tested at room temperature, R=0, ~100Hz Sinusoidal Waveform The sample solution heat treated at 880°C and vermiculite cooled fracture in the thread during HCF testing and this data point was excluded. Figure 9 indicates that as the αp volume
fraction increased the number of cycles to failure increased for both the air and vermiculite cooled tests. This is explained in more detail in the EBSD section. However, for the oil
quenched sample this was not the case showing a drop in the number of cycles to failure at larger volume fractions of αp. This could be related to the change in morphology associated
with oil quenching and the high dislocation density of martensite providing more strength than αp grains therefore, the lower volume fraction αp in this microstructural condition provided
better HCF results. Wu et al [6] found that in bi-modal Ti-6Al-4V microstructures αp volume fractions between 30-50% provided the best fatigue performance which agreed with the trend
seen for air and vermiculite cooled tests. Repeat testing to provide additional data points are necessary to confirm the trends in the HCF data as variability between tests are common. Figure 9. αp Volume Fraction vs Cycles to Failure for Ti575 cooled using different mediums αp Volume Fraction vs Cycles to Failure for Ti575 cooled using different mediums EBSD EBSD Previous work carried out by Gey et al [4] determined that after transformation there are 5 misorientation types possible for variants within the same parent beta grain. By comparing
misorientation of neighbouring pixels with theoretical misorientations, prior beta grain boundaries and αs colonies can be determined. In Figure 10, white lines denote the misorientations
of adjacent pixels which match theoretical values (indicating αs colony sizes) and black lines denote any other misorientation provided their misorientation angles are higher than 3°
(indicating grain boundaries). At higher volume fractions of αp, smaller prior beta grains were observed, due to an increase in grain boundary pinning. This reduced grain size did not have a strong impact on tensile
strength but appeared to reduce the number of cycles to failure during HCF. At higher volume fractions of αp, smaller prior beta grains were observed, due to an increase in grain boundary pinning. This reduced grain size did not
strength but appeared to reduce the number of cycles to failure during HCF. of αp, smaller prior beta grains were observed, due to an increase in grain boundary pinning. This reduced grain size did not have a strong impact on tensil
ce the number of cycles to failure during HCF. Faster cooling rates resulted in smaller αs colony sizes which increased the tensile strength due to an increase in dislocation density. Slower cooling rates led to coarser lathes with
increased local texture which might have contributed to reduction of cycles to failure observed for air and vermiculite cooled samples during HCF testing. Larger prior beta grain size (seen at lower αp volume fractions) led to larger αs colonies, which in turn caused larger areas of local texture. This increased texture again might have
contributed to the decrease in number of cycles to failure observed for air and vermiculite cooled samples during HCF testing. 6 MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium https://doi.org/10.1051/matecconf/202032112019 7 5. Further Work Repeat HCF testing for sample excluded for fracturing in the thread, duplicate testing to confirm trends in HCF data and to determine whether high αp volume fraction oil quench test was
an anomaly. Separate αp and αs pole figures on EBSD maps to determine whether αs which grow from αp grains share similar orientation to help identify a link between αs variants aligning their c-axis
with αp. 7 MATEC Web of Conferences 321, 12019 (2020)
The 14th World Conference on Titanium MATEC Web of Conferences 321, 12019 (2020) https://doi.org/10.1051/matecconf/202032112019 The 14th World Conference on Titanium Figure 10. High resolution EBSD maps and prior beta grain boundaries for Ti575 SHT at a) 880°C and air cooled b) 910°C and air cooled c) 940°C and air cooled d) 940°C and oil quenched e)
940°C and vermiculite cooled Figure 10. High resolution EBSD maps and prior beta grain boundaries for Ti575 SHT at a) 880°C and air cooled b) 910°C and air cooled c) 940°C and air cooled d) 940°C and oil quenched e)
940°C and vermiculite cooled 4. Conclusions In this work, the cooling rates required to form martensitic, basketweave and aligned αs morphologies for Ti575 were established along with the temperature ranges in which key
microstructural features begin to form when air cooling from the β phase. The base chemistry and the morphology of the higher volume fraction transformation product appeared to provide the primary impact on tensile properties rather than αp content in this
alloy. With increasing αp volume fraction the number of cycles to failure during HCF for air and vermiculite cooled samples increased. However, a drop in the number of cycles to failure
during HCF for the oil quenched test at high volume fraction of αp was observed, this is believed to be related to the change in morphology of the transformation product. hanges in morphology with smaller αs colonies which increased the tensile strength. Faster cooling rates lead to changes in morphology with smaller αs colonies which increased the tensile strength. EBSD showed that lower volume fraction of αp and slower cooling rates led to larger coarser αs colonies which in turn lead to larger textured regions which might be contributing to a
reduction in the number of cycles to failure during HCF testing. 6. References [1] Rugg et al, “Effective structural unit size in titanium alloys,” Journal of Strain analysis, Vol. 42, 2007. [1] Rugg et al, “Effective structural unit size in titanium alloys,” Journal of Strain analysis, Vol. 42, 2007. [2] Thomas et al. “TIMETAL 575: A Novel High Strength Forgeable α/β Titanium Alloy,” Conference proceedings of the 13th World titanium Conference, 2016. [3] Sieniawski et al, “Microstructure and Mechanical Properties of High Strength Two-Phase Titanium Alloys,” Titanium Alloys - Advances in Properties Control, Chapter 4, 2013 [2] Thomas et al. “TIMETAL 575: A Novel High Strength Forgeable α/β Titanium Alloy,” Conference proceedings of the 13th World titanium Conference, 2016. [3] Sieniawski et al, “Microstructure and Mechanical Properties of High Strength Two-Phase Titanium Alloys,” Titanium Alloys - Advances in Properties Control, Chapter 4, 2013. [4] Gey et al, “Specific analysis of EBSD data to study the texture inheritance due to the β→α phase transformation,” Journal of materials science, Vol 38, Issue 6, 1289-1294, 2003. [5] L.Germain et al, “β→αs variant selection in sharp hcp textured regions of a bimodal IMI834 billet,” Textures of materials, Proceedings of the 14th International Conference of Textures
of Materials, 2005. Thomas et al. “TIMETAL 575: A Novel High Strength Forgeable α/β Titanium Alloy,” Conference proceedings of the 13th World titanium Conference, 2016 [4] Gey et al, “Specific analysis of EBSD data to study the texture inheritance due to the β→α phase transformation,” Journal of materials science, Vol 38, Issue 6, 1289-1294, 2003. [5] L.Germain et al, “β→αs variant selection in sharp hcp textured regions of a bimodal IMI834 billet,” Textures of materials, Proceedings of the 14th International Conference of Textures
of Materials, 2005. [5] L.Germain et al, “β→αs variant selection in sharp hcp textured regions of a bimodal IMI834 billet,” Textures of materials, Proceedings of the 14th International Conference of Textures
of Materials, 2005. [6] Wu et al, “Effect of microstructure on the fatigue properties of Ti-6Al-4V titanium alloys,” Materials and Design, Vol 46, 668-674, 2013. 8 8
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Low-Pathogenicity Influenza Virus
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Emerging infectious diseases
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Philip I. Marcus,* Theodore Girshick,†
Louis van der Heide,* and Margaret J. Sekellick* Philip I. Marcus,* Theodore Girshick,†
Louis van der Heide,* and Margaret J. Sekellick* Chicken interferon-α administered perorally in drink-
ing water acts on the oropharyngeal mucosal system as an
adjuvant that causes chickens to rapidly seroconvert after
natural infection by low-pathogenicity Infl uenza virus. These
chickens, termed super sentinels, can serve as sensitive
early detectors of clinically inapparent infections. Three-week-old specifi c-pathogen-free (SPF) white leg-
horns (Charles River Specifi c Pathogen Free Avian Supplies
[SPFAS], Inc., Storrs, CT, USA) were tagged and divided
into 2 groups of 10 chickens each. Two birds in each group
were overtly infected intravenously or intranasally with 106
infectious particles, measured as plaque-forming particles in
primary chicken kidney cells (Charles River SPAFAS, Inc.). This strain of LPAI (H7N2) required a high inoculum to en-
sure infection (data not shown), comparable to that reported
for another LPAI (H7N2) strain evaluated in SPF chickens
(9). The 8 remaining cage mates in each group served as sen-
tinel birds naturally subject to infection by the respiratory
tract, ingestion of fecal material, or both. One group of birds
received plain drinking water; the other group received drink-
ing water that contained 2,000 U/mL rChIFN-α. The water
was provided ad libitum and changed daily. Water consump-
tion was the same in both groups, as determined from the
amount remaining after a known volume was provided each
day (data not shown). With a half-life of 3–5 days in water at
room temperature (6), this concentration of interferon (IFN)
delivered an average dose of ≈3 × 105 U rChIFN-α/bird/day. Fourteen days post overt infection (dpi), the rChIFN-α-water
was replaced with plain water for the remaining 14 days of
the study. This dose of rChIFN-α was suffi cient to amelio-
rate Newcastle disease (6). E
arly detection of low-pathogenicity type A infl uenza
virus (LPAI) circulating among chickens is impor-
tant for 3 reasons: 1) these are the most prevalent strains
in nature and can cause substantial losses for commercial
poultry producers (1), 2) these strains can contribute ge-
netic material to high-pathogenicity type A infl uenza virus
(HPAI) (2), and 3) the H5 and H7 LPAI strains can mutate
to HPAI with catastrophic effects in birds and with the po-
tential for transmission to humans with lethal consequences
(3). Kuiken et al. Philip I. Marcus,* Theodore Girshick,†
Louis van der Heide,* and Margaret J. Sekellick* reported that an HPAI (H7N7) isolate was
observed in February 2003 in the Netherlands, which most
likely originated in free-living ducks and had evolved into
a highly pathogenic variant after introduction into poul-
try farms (4). Although subsequent serologic screening of
poultry showed that the H7 infl uenza virus had been affect-
ing the Dutch poultry industry several months before the
major epidemic, its presence had not been recognized (4). Our study addresses this problem by using a novel method
that causes chickens to seroconvert under conditions in
which LPAI would otherwise go undetected. This report
shows that recombinant chicken interferon-α (rChIFN-α)
(5) administered perorally in drinking water (6) acts as an
adjuvant to produce a super-sentinel chicken that is a sensi-
tive and early detector of clinically inapparent LPAI. E Following overt infection of 2 birds per cage, and the
natural cross-infection of the 8 cage mates, serum samples
were taken from each of the 10 birds at the intervals in-
dicated in Figure 1. This fi gure shows data from 2 inde-
pendent studies that used agar gel precipitin (AGP) tests to
detect antibody against avian infl uenza virus nucleoprotein
and M1 antigens. This qualitative test demonstrated that of
the 16 naturally infected chickens given plain water, none
seroconverted over the 28-day period they were exposed
to the 2 infected cage mates. In marked contrast, of the 16
naturally infected chickens given water containing IFN, 14 DISPATCHES DISPATCHES *University of Connecticut, Storrs, Connecticut, USA; and †Charles
River Specifi c Pathogen Free Avian Supplies, Storrs, Connecticut,
USA Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 13, No. 10, October 2007 Super-Sentinel
Chickens and
Detection of
Low-Pathogenicity
Infl uenza Virus to a diagnostic laboratory to confi rm the diagnosis of LPAI
(H7N2) infection at National Veterinary Services Labora-
tory (NVSL) (N. Adriatico, pers. comm.). One such iso-
late, A/CK/CT/72/2003(H7N2), was obtained from the US
Department of Agriculture, NVSL, Ames, Iowa, and used
throughout this study to determine whether the peroral ad-
ministration of rChIFN-α under conditions found to ame-
liorate Newcastle disease (6), infectious bronchitis (7), and
infectious bursal disease (8), would similarly affect avian
infl uenza. We reasoned that if the spread of LPAI could
be slowed or prevented, the probability of its mutating to
HPAI would be proportionately reduced, thereby lowering
the chances of transmission to humans. In the course of this
study, we observed a strong adjuvant effect of rChIFN-α ad-
ministered in drinking water under conditions of virus trans-
mission that mimic natural infection in chickens. This led to
the concept of the super-sentinel chicken described here. to a diagnostic laboratory to confi rm the diagnosis of LPAI
(H7N2) infection at National Veterinary Services Labora-
tory (NVSL) (N. Adriatico, pers. comm.). One such iso-
late, A/CK/CT/72/2003(H7N2), was obtained from the US
Department of Agriculture, NVSL, Ames, Iowa, and used
throughout this study to determine whether the peroral ad-
ministration of rChIFN-α under conditions found to ame-
liorate Newcastle disease (6), infectious bronchitis (7), and
infectious bursal disease (8), would similarly affect avian
infl uenza. We reasoned that if the spread of LPAI could
be slowed or prevented, the probability of its mutating to
HPAI would be proportionately reduced, thereby lowering
the chances of transmission to humans. In the course of this
study, we observed a strong adjuvant effect of rChIFN-α ad-
ministered in drinking water under conditions of virus trans-
mission that mimic natural infection in chickens. This led to
the concept of the super-sentinel chicken described here. Conclusions Although the role of IFN as an adjuvant when deliv-
ered perorally has been established in mammals (12), our
data demonstrate for the fi rst time, to our knowledge, that
avian IFN administered in drinking water to naturally in-
fected chickens lowers the threshold of antigen required to
stimulate the adaptive immune response to an LPAI iso-
late. As a consequence, the action of perorally administered
rChIFN-α in effect creates super-sentinel chickens that se-
roconvert in response to levels of antigen that would oth-
erwise go undetected. Super-sentinel chickens would thus
provide a novel means of detecting otherwise inapparent
infections of LPAI, thereby buying time for its control or
eradication. were seropositive by 14 dpi and remained so during the
28-day test period. Figure 2 shows the number of seroconverted birds in
a third study as quantifi ed by hemagglutination inhibition
(HI) titer (HI U/mL) of serum samples taken at the time
intervals indicated as dpi. None of the 8 naturally infected
birds given plain water seroconverted during the 28 days of
the trial. In contrast, the 8 naturally infected chickens raised
on IFN-water all seroconverted by 10 dpi (8/8), as did the
overtly infected birds. Similar results were observed in 2
other trials. In all, 4 independent comparable trials were
conducted, representing 2 AGP and 2 HI tests (Table 1). The marked contrast in the fraction of naturally infected
birds that seroconverted on plain water and IFN-water is
evident. Table 1. Seroconversion in influenza A virus–infected 3-week-old
chickens given water or water + interferon*
No. chickens
Infection type†
Water
Water +
interferon‡
Total
Overtly infected
4/8§
8/8
16
Sentinel
2/32
31/31
63
Combined
6/40
39/39
79
*Represents 4 independent trials. †Overtly infected birds were mixed with uninfected sentinel cage mates,
the latter to become infected naturally. ‡Recombinant chicken interferon-α at 2,000 U/mL (5). §No. positive birds/total no. receiving treatment, scored by agar gel
precipitin or hemagglutination inhibition tests. Table 1. Seroconversion in influenza A virus–infected 3-week-old
chickens given water or water + interferon* Although the sensitivity of LPAI to the action of IFN is
well documented (10,11), rChIFN-α in the drinking water
may have been exacerbating the infection, thereby leading
to high levels of virus and antigen and high levels of sero-
conversion. The Study In 2003, the fi rst clue to an aberrant condition in a com-
mercial fl ock of laying hens in Connecticut was signaled by
a drop in feed consumption and then in egg production. It
took 6–7 weeks from the time tracheal samples were sent Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 13, No. 10, October 2007 1608 Super-Sentinel Chickens and Infl uenza Virus Figure 2. Seroconversion in sentinel specifi c-pathogen-free white
leghorns after natural infection with infl uenza A/CK/CT/72/03
(H7N2) from overtly infected birds as quantifi ed by hemagglutination
inhibition (HI) tests for hemagglutinin (HA) antigen. The titer in HI
U/mL is plotted as a function of days post overt infection of 2 birds
in each group. The key is similar to that of Figure 1, except the
assay is for HI. A, water only; B, water plus recombinant chicken
interferon-α at 2,000 U/mL. Results of 1 trial are shown; 2 other
trials gave similar results. Figure 2. Seroconversion in sentinel specifi c-pathogen-free white
leghorns after natural infection with infl uenza A/CK/CT/72/03
(H7N2) from overtly infected birds as quantifi ed by hemagglutination
inhibition (HI) tests for hemagglutinin (HA) antigen. The titer in HI
U/mL is plotted as a function of days post overt infection of 2 birds
in each group. The key is similar to that of Figure 1, except the
assay is for HI. A, water only; B, water plus recombinant chicken
interferon-α at 2,000 U/mL. Results of 1 trial are shown; 2 other
trials gave similar results. Figure 2. Seroconversion in sentinel specifi c-pathogen-free white
leghorns after natural infection with infl uenza A/CK/CT/72/03
(H7N2) from overtly infected birds as quantifi ed by hemagglutination
inhibition (HI) tests for hemagglutinin (HA) antigen. The titer in HI
U/mL is plotted as a function of days post overt infection of 2 birds
in each group. The key is similar to that of Figure 1, except the
assay is for HI. A, water only; B, water plus recombinant chicken
interferon-α at 2,000 U/mL. Results of 1 trial are shown; 2 other
trials gave similar results. Figure 1. Seroconversion in specifi c-pathogen-free white leghorns
after infection with infl uenza A/CK/CT/72/2003 (H7N2) as measured
by agar gel precipitin (AGP) tests for avian infl uenza virus nucleo-
protein and M1 antigens. Each box represents 1 chicken; (–),
water; (+), water plus recombinant chicken interferon-α at 2,000
U/mL. IFN, interferon; IN, intranasal; IV, intravenous. The Study A and B are
independent trials. Serum samples were obtained at the times
indicated on days post infection for overtly infected birds. from testing individual chickens, the amount of infectious
particle equivalents were not signifi cantly different in birds
given plain water or IFN-water. Thus, that more avian in-
fl uenza virus antigen was produced in chickens that were
given IFN-water is an unlikely explanation. Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 13, No. 10, October 2007 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 13, No. 10, October 2007
1609 References 1. Cardona C. Low-pathogenicity avian infl uenza virus outbreaks in
commercial poultry in California. In: The threat of pandemic infl u-
enza: are we ready? Washington: National Academies Press; 2005. p. 243–53. interferon and infected naturally
Day postinfection
Water (IPE/mL)
Water + interferon†
(IPE/mL)
2
1,112 ± 1,353‡
760 ± 632
4
1,234 ± 764
463 ± 484
10
1,325 ± 398
2,113 ± 1,834
*Each cage contained 2 overtly infected birds and 8 cage mates as
sentinels. Only sentinel birds are reported. Chickens were 3 weeks old at
the start. †Recombinant chicken interferon-α in water at 2,000 U/mL (5). ‡Mean ± SD, n = 8. Quantitative real-time reverse transcriptase–PCR
analysis with influenza A virus standard: IPE/mL. 2. Chin PS, Hoffman E, Webby R, Webster RG, Guan Y, Peiris M, et al. Molecular evolution of H6 infl uenza viruses from poultry in south-
eastern China: prevalence of H6N1 infl uenza viruses possessing
seven A/Hong Kong/156/97 (H5N1)–like genes in poultry. J Virol. 2002;76:507–16. *Each cage contained 2 overtly infected birds and 8 cage mates as
sentinels. Only sentinel birds are reported. Chickens were 3 weeks old at
the start. 3. Lee C-W, Swayne DE, Linares JA, Senns DA, Suarez DI. H5N2 avi-
an infl uenza outbreak in Texas in 2004: the fi rst highly pathogenic
strain in the United States in 20 years? J Virol. 2005;79:11412–21. 3. Lee C-W, Swayne DE, Linares JA, Senns DA, Suarez DI. H5N2 avi-
an infl uenza outbreak in Texas in 2004: the fi rst highly pathogenic
strain in the United States in 20 years? J Virol. 2005;79:11412–21. †Recombinant chicken interferon-α in water at 2,000 U/mL (5). ‡Mean ± SD, n = 8. Quantitative real-time reverse transcriptase–PCR
analysis with influenza A virus standard: IPE/mL. 4. Kuiken T, Leighton FA, Fouchier RAM, LeDuc JW, Peitis JSM,
Schdel A, et al. Pathogen surveillance in animals. Science. 2005;309:1680–1. We envision the introduction into a large fl ock of a
number of small cages containing chickens in which IFN-
water replaces plain water. These super-sentinel chickens
will serve as sensitive early detectors of LPAI, like the pro-
verbial canary used in mines to detect low levels of toxic
gases. Because of the cross-reaction between chicken and
turkey IFN-α (5,13), super-sentinel turkeys could likely be
created in a similar manner. Super-sentinel birds could be
replaced every month and possibly returned to production. 5. Sekellick MJ, Ferrandino AF, Hopkins DA, Marcus PI. References Chicken in-
terferon gene: cloning, expression, and analysis. J Interferon Res. 1994;14:71–9. 6. Marcus PI, van der Heide L, Sekellick MJ. Interferon action on avi-
an viruses. I. Oral administration of chicken interferon-α ameliorates
Newcastle disease. J Interferon Cytokine Res. 1999;19:881–5. Newcastle disease. J Interferon Cytokine Res. 1999;19:88 7. Pei J, Sekellick MJ, Marcus PI, Choi I-S, Collisson EW. Chicken
interferon type I inhibits infectious bronchitis virus (IBV) replica-
tion and associated respiratory illness. J Interferon Cytokine Res. 2001;21:1071–7. All strains of chickens tested, including those in the
People’s Republic of China, have proved to be sensitive to
the action of rChIFN-α (14). Genetically engineered pro-
duction of rChIFN-α (15), treatment with it optimized for
dose and duration, and its long half-life in water may make
it economically feasible to convert many birds in a fl ock to
super-sentinel status. It also may be prudent to set up super-
sentinel birds in areas of high risk for avian infl uenza virus
outbreaks, such as live-bird markets. Surveillance of other
families of birds might be possible with species-specifi c
IFN. Further studies are required to test these possibilities
and the extent to which rChIFN-α functions as an adjuvant
with other strains of avian infl uenza virus and chickens. 8. Mo CW, Cao TC, Lim BL. The in vivo and in vitro effects of chicken
interferon-alpha on infectious bursal disease virus and Newcastle
disease infection. Avian Dis. 2001;45:389–99. 9. Lu H, Castro AE. Evaluation of the infectivity, length of infection,
and immune response of a low-pathogenicity H7N2 avian infl u-
enza virus in specifi c-pathogen-free chickens. Avian Dis. 2004;48:
263–70. 10. Sekellick MJ, Carra SA, Bowman A, Marcus PI. Transient resistance
of infl uenza virus to interferon action attributed to random packag-
ing and activity of NS genes. J Interferon Cytokine Res. 2000;20:
963–70. 11. Cauthen AN, Swayne DE, Sekellick MJ, Marcus PI, Suarez DL. Amelioration of infl uenza pathogenesis in chickens attributed to the
enhanced interferon-inducing capacity of a virus with a truncated
NS1 gene. J Virol. 2007;81:1838–47. 12. Beilharz MW, Fleischmann WR Jr, editors. Special topics issue:
oral use of interferons and cytokines. J Interferon Cytokine Res. 1999;19:813–979. Conclusions This possibility was tested by using quantita-
tive real-time reverse transcriptase–PCR to determine the
amount of avian infl uenza virus in tracheal samples at 2,
4, and 10 dpi. Table 2 shows that within the error expected ng Infectious Diseases • www.cdc.gov/eid • Vol. 13, No. 10, October 2007
1609 1609 DISPATCHES Table 2. Influenza A virus infectious particle equivalents (IPE) in
tracheal swabs from sentinel chickens given water or water +
interferon and infected naturally* Address for correspondence: Philip I. Marcus, Department of Molecular
and Cell Biology, University of Connecticut, U-3125, 75 North Eagleville
Rd, Storrs, CT 06269, USA; email: philip.marcus@uconn.edu Address for correspondence: Philip I. Marcus, Department of Molecular
and Cell Biology, University of Connecticut, U-3125, 75 North Eagleville
Rd, Storrs, CT 06269, USA; email: philip.marcus@uconn.edu Acknowledgments We thank David L. Suarez for the quantitative real-time
reverse transcriptase–PCR assays. 13. Suresh M, Karaca K, Foster D, Sharma JM. Molecular and function-
al characterization of turkey interferon. J Virol. 1995;69:8159–63. 14. Xia C, Liu J, Wu ZG, Lin CY, Wang M. The interferon-alpha genes
from three chicken lines and its effects on H9N2 infl uenza viruses. Anim Biotechnol. 2004;15:77–88. This research was supported by US Department of Agricul-
ture grant 58-1940-0-007 through the Center of Excellence for
Vaccine Research at the University of Connecticut. The study ben-
efi ted from the use of the Animal Cell Culture Facility of the Bio-
technology/Bioservices Center at the University of Connecticut. 15. Schultz U, Rinderle C, Sekellick MJ, Marcus PI, Staeheli P. Recom-
binant chicken interferon from Escherichia coli and transfected COS
cells is biologically active. Eur J Biochem. 1995;229:73–6. Dr Marcus is professor of molecular and cell biology at the
University of Connecticut, Storrs. He has a long-standing interest
in the chicken interferon system, including its cloning, expression
in the developing embryo, and the sensitivity of infl uenza viruses
to the antiviral action of interferon. 1610 Emerging Infectious Diseases • www.cdc.gov/eid • Vol. 13, No. 10, October 2007
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English
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Level of phospho-STAT3 (Tyr705) correlates with copy number and physical state of human papillomavirus 16 genome in cervical precancer and cancer lesions
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PloS one
| 2,019
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cc-by
| 10,137
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RESEARCH ARTICLE Editor: Maria Lina Tornesello, Istituto Nazionale
Tumori IRCCS Fondazione Pascale, ITALY Editor: Maria Lina Tornesello, Istituto Nazionale
Tumori IRCCS Fondazione Pascale, ITALY
Received: February 4, 2019
Accepted: August 21, 2019
Published: September 5, 2019 Copyright: © 2019 Shukla et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the manuscript. Funding: The study was supported by research
grants from ICMR (sanction no.- 5/13/38/2014-
NCD-III), and DST-SERB (EMR/2017/004018), and
DBT extramural grant (6242-P34/RGCB/PMD/DBT/
ALCB/2015) to ACB & ICMR-Senior Research
Fellowship to MJ (3/2/2/278/2014-NCD III). Intramural funding from Delhi University (DST –
PURSE Phase II/RC/2016/944) and ICMR to ACB is OPEN ACCESS Citation: Shukla S, Jadli M, Thakur K, Shishodia G,
Mahata S, Basir SF, et al. (2019) Level of phospho-
STAT3 (Tyr705) correlates with copy number and
physical state of human papillomavirus 16 genome
in cervical precancer and cancer lesions. PLoS
ONE 14(9): e0222089. https://doi.org/10.1371/
journal.pone.0222089 Shirish Shukla1¤a, Mohit Jadli2, Kulbhushan ThakurID2, Gauri Shishodia1¤b,
Sutapa Mahata1¤c, Seemi Farhat Basir3, Bhudev Chandra Das4, Alok Chandra BhartiID1,2* 1 Division of Molecular Oncology, National Institute of Cancer Prevention and Research Noida, Uttar
Pradesh, India, 2 Molecular Oncology Laboratory, Department of Zoology, University of Delhi, Delhi, India,
3 Department of Biosciences, Jamia Millia Islamia, New Delhi, India, 4 Amity Institute of Molecular Medicine
and Stem Cell Research (AIMMSCR) Amity University, Noida, Uttar Pradesh, India a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ¤a Current address: Department of Radiation Oncology, University of Michigan Medical School, Ann Arbor,
Michigan, United States of America. ¤b Current address: Louisiana State University Health Sciences Center, Shreveport, Louisiana, United
States of America. ¤c Current address: Chittaranjan National Cancer Institute, Kolkata, West Bengal, India. * alokchandrab@yahoo.com Abstract Our earlier studies indicated an important role of inducible transcription factor STAT3 in the
establishment of persistent infection of human papillomavirus (HPV) type 16 and promotion
of cervical carcinogenesis. Since HPV load and its physical state are two potential determi-
nants of this virally-induced carcinogensis, though with some exceptions, we extended our
study to examine the role of active STAT3 level in cervical precancer and cancer lesions
and it’s association with HPV viral load and physical state. An elevated level of active
STAT3 was measured by assessing phospho-STAT3-Y705 (pSTAT3), in tumor tissues har-
boring higher viral load irrespective of the disease grade. Physical state analysis of HPV16
by assessing the degree of amplification of full length E2 and comparing it with E6 (E2:E6
ratio), which predominantly represent episomal form of HPV16, revealed low or undetect-
able pSTAT3. A strong pSTAT3 immunoreactivity was found in tissues those harbored
either mixed or predominantly integrated form of viral genome. Cumulative analysis of
pSTAT3 expression, viral load and physical state demonstrated a direct correlation between
pSTAT3 expression, viral load and physical state of HPV. The study suggests that there
exists a strong clinical correlation between level of active STAT3 expression and HPV
genome copy number, and integrated state of the virus that may play a pivotal role in promo-
tion/maintanence of tumorigenic phenotype. Editor: Maria Lina Tornesello, Istituto Nazionale
Tumori IRCCS Fondazione Pascale, ITALY Level of phospho-STAT3 (Tyr705) correlates
with copy number and physical state of
human papillomavirus 16 genome in cervical
precancer and cancer lesions Shirish Shukla1¤a, Mohit Jadli2, Kulbhushan ThakurID2, Gauri Shishodia1¤b,
Sutapa Mahata1¤c, Seemi Farhat Basir3, Bhudev Chandra Das4, Alok Chandra BhartiID1,2* Competing interests: The authors declare that
there are no conflicts of interests. Abbreviations: HPV, human papillomavirus; HSIL,
high grade squamous intraepithelial lesions; LSIL,
low grade squamous intraepithelial lesions; SCC,
squamous cell carcinoma; pSTAT3, phospho-
tyrosine705-signal transducer and activator of
transcription; URR, upstream regulatory region. Expression of HPV genome depends primarily on host transcription factors that work on
specific enhancer regions present in HPV Upstream Regulatory or Long Control Region
(URR/LCR) [20]. A set of transcription factors like STAT3, AP-1, NF-κB, SP1, NF-1, c/EBP,
Oct-1, KRF-1, YY1, and GRE have been proposed to play a regulatory role in HPV infection
due to the presence of their cognate cis-elements in the URR [20–22]. These factors are respon-
sible for the cell-type-specific viral gene expression and contribute to the tissue tropism of
HPVs [20,23]. Apart from critically influencing the viral oncogenes expression, host transcrip-
tion factors directly influence other important determinants of HPV infection such as viral
replication [24,25] and may be involved in viral integration in host cell genome via induction
of genomic instability [26]. Characterization of host cell transcription factors has revealed a
disease stage and grade-specific expression and activity of some of the key transcription factors
like AP-1, NF-κB, and STAT3 in cervical cancer carcinogenesis [27–29]. However, any influ-
ence/association of these transcription factors on the maintenance of the HPV genome in an
infected cell remains elusive. Therefore, improved understanding of molecular dynamics of
specific host transcription factors expression and their correlation with the HPV genome phys-
ical state and copy number in cervical carcinogenesis is required to develop effective infection-
specific biomarkers and the therapeutic targets. Assessment of promoter activity in HPV16 [30] and ChIP-sequencing data of HPV18 [22]
revealed presence of binding sites for STAT3 in URR, which plays a pivotal role in epithelial
carcinogenesis [31]. STAT3 expression and activation is known to increase with disease sever-
ity [29] and has been shown to contribute functionally by regulating expression of viral onco-
gene E6 [32]. However, the functional relevance of STAT3 concerning the viral load and
physical state of the HPV genome in the host cell remained unexplored. STAT3 is an inducible
transcription factor that works as an important link between inflammation and carcinogenesis
[33]. Its activity and nuclear translocation are controlled by specific phosphorylation at tyro-
sine 705 [pSTAT3(Y705)] that results in its dimerization, nuclear translocation, and DNA
binding [33]. Evidence from our group [34] and others [35], indicate the presence of active
STAT3 in cervical cancer stem cells. Introduction Progression to cervical cancer is a multi-step process etiologically-linked with persistent infec-
tion of high-risk human papillomaviruses (HPVs). Though HPV infection is a necessary 1 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis prerequisite, but it is not sufficient for the initiation of cervical cancer [1]. The physical state of
the viral genome (integrated vs. episomal) and viral copy number in infected tissues have been
evaluated as the candidate surrogate markers for the early detection of high grade and poten-
tially progressive lesions, which showed a predictive potential of these biomarkers [2–4]. Viral
integration often leads to the disruption of its E2 gene [5]. Loss of functional E2 gene abolishes
the transcription-repressive effect of E2 on the expression of viral oncogenes E6 and E7 [6]. Absence of E2 due to insertional inactivation or by epigenetic silencing [7] and expression of
E6 and E7 collectively drive the process of carcinogenesis [8,9]. On the contrary, integration of
the HPV genome in low-grade lesions and occasionally in normal cervical tissues has also
been reported [10,11], whereas, not all invasive cancers carry the integrated HPV genome [12–
14]. Clinical implication and the reasons behind such discrepant observations, particularly the
confounding factors responsible for the phenomenon, are not clear as yet. Despite these varia-
tions, high-risk HPV viral load and physical state are proposed as potentially useful markers
that could predict progressive high-grade cervical lesions [15–17]. These markers, however,
display differential type-dependent risks [18]. Nevertheless, in the case of HPV16 infection,
these parameters (viral load and integration) consistently showed increased risk [4,19]. There-
fore, a better understanding of factors that control these viral attributes will improve the per-
formance of viral infection-specific biomarkers in predicting cervical disease progression, and
subsequently the therapeutic outcome. also acknowledged. The funders had no role in
study design, data collection and analysis, decision
to publish, or preparation of the manuscript. Competing interests: The authors declare that
there are no conflicts of interests. Clinical specimens and reagents Out of 252 specimens, 130 HPV16 positive cervical tissues consisting of 60 pre-cancers with
abnormal cytopathological diagnosis [LSIL (30) or HSIL (30)], and 70 cancer tissues qualified
for analysis of viral load and the physical state of HPV16 by PCR-based method and pSTAT3
expression using western blotting (Table 1). A portion of each biopsy collected in cold 1X
phosphate buffer saline (PBS) was immediately processed for molecular research work, and
the other half was sent for routine histopathological diagnosis in formalin solution. All
reagents used in the study were of analytical or molecular biology grade and procured from
Sigma Aldrich (USA) unless specified. Custom-synthesized, HPLC-purified primers were pro-
cured from either M/s Microsynth (Germany) or M/s Eurogentec (Belgium). Primers used in
the study are listed in Table 2 [37–39]. Ethics statement A total of 252 fresh cervical biopsies were collected prospectively comprising of cervical tissues
before any chemo-/radio-therapy from the Cancer Clinic, Gynae Out Patient Department of
Lok Nayak Hospital, New Delhi, India. The age of participants ranged between 23 to 80 years. Written informed consent was obtained from all the participants included in the study and
was carried out by the Principles of the Helsinki Declaration, and clinico-epidemiological
details were taken from their clinical records. The study was approved by the Institutional Eth-
ics Committee of the Institute of Cytology and Preventive Oncology (now renamed as
National Institute of Cancer Prevention and Research), Noida, Utter Pradesh, India. Competing interests: The authors declare that
there are no conflicts of interests. A recent study carried out on keratinocytes harboring
HPV18 episomes demonstrated an essential role of active STAT3 in the maintenance of viral
genome [36]. However, a clinical correlation of this experimental observation was lacking. PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 2 / 16 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis In the present study, we investigated the existence of a correlation between active STAT3
and physical state as well as the copy number of viral genome in HPV16 positive tumor tissues
from cervical precancer and cancer lesions. Level of active STAT3 (pSTAT3) was measured by
immunoblotting of total proteins isolated from different cytopathological grades of tumor tis-
sues. In parallel, DNA isolated from the respective tissues was subjected to analysis of HPV16
viral load which was measured by the copy number analysis, and the physical state was exam-
ined by measuring the ratio of amplification of E2 versus E6 gene regions in HPV16 genome. To maintain homogeneity of the analysis, and to avoid confounding variables, cervical precan-
cer and cancer tissues having non-HPV16 or multiple infections were excluded from the
study. pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis Table 1. Clinicopathological distribution of subjects enrolled in the study along with PCR-based analysis of HPV infection in their tumor tissues. Tissue type
Diagnosis
Number of
samples
Total HPV+ (HPV
L1) (n/%age)
HPV 16
(n/%age)
HPV18
(n/%age)
Others
HPV
(n/%age)
Multiple
infections
Mean age
(Years; ±
SD)
No. of HPV16 positive
cases qualified
Normal
32
2 (6%)
2 (6%)
-
-
-
40.5 ± 8.2
-
Pre-cancer
120
65 (54%)
60
(50%)
3 (2.5%)
2 (1.5%)
-
37.4 ± 6.9
60
LSIL
70
33 (47%)
30
(43%)
2 (3%)
1 (1.5%)
-
30
HSIL
50
32 (64%)
30
(60%)
1 (2%)
1 (2%)
-
30
Cancer
100
96 (96%)
89
(89%)
7 (7%)
3 (3%)
4(4%)
51 ± 11.8
70
Histopathological
grading
WDSCC
55
52 (95%)
46
(84%)
5 (9%)
2 (4%)
2 (4%)
35
MDSCC
35
34 (97%)
33
(94%)
2 (9%)
1 (3%)
2 (6%)
25
PDSCC
10
10 (100%)
10
(100%)
-
-
-
10
Includes 3 cases of multiple infections of HPV16 with HPV18. HPV- human papillomavirus, SCC- squamous cell carcinoma, LSIL- low grade squamous intraepithelial
lesions, HSIL-high grade squamous intraepithelial lesions, WDSCC-well differentiated SCC, MDSCC-moderately differentiated SCC, PDSCC-poorly differentiated
SCC. gical distribution of subjects enrolled in the study along with PCR-based analysis of HPV infection in their tumor tissue Table 1. Clinicopathological distribution of subjects enrolled in the study along with PCR-based analysis of HPV infect Includes 3 cases of multiple infections of HPV16 with HPV18. HPV- human papillomavirus, SCC- squamous cell carcinoma, LSIL- low grade squamous intraepithelial
lesions, HSIL-high grade squamous intraepithelial lesions, WDSCC-well differentiated SCC, MDSCC-moderately differentiated SCC, PDSCC-poorly differentiated
SCC. DNA extraction and diagnosis of HPV infection High molecular weight genomic DNA was isolated from precancerous and cancerous cervical
biopsies by the standard phenol-chloroform and proteinase K digestion procedure. PCR
amplification was performed following the procedure described earlier [29]. The initial HPV
diagnosis was performed by using a pair of L1 consensus degenerate primers (MY09 and
MY11) based PCR method described earlier. HPV16 typing was done by type-specific primers
(Table 2). Subsequently, HPV16 positive samples were subjected to comprehensive HPV gen-
otyping by PGMY-Reverse Line Blot, which can detect about 32 HPV types including all high-
risk and low-risk types [40] and samples with only monotypic HPV infection were included in
the study. 3 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 https://doi.org/10.1371/journal.pone.0222089.t002 HPV16 viral load determination by real-time quantitative PCR (qRT-PCR) Quantification of HPV16 viral copy number and measurement of input cellular DNA copies
was performed as described earlier [2] with an iQ-Cycler system (Biorad, Hercules, CA, USA)
using a recommended iQ SYBR green PCR supermix according to the manufacturer’s instruc-
tion. HPV16 URR primers were used for HPV copy number calculation, and p53 exon5 prim-
ers were used for input DNA copy number calculation. Since the amplicon size of p53 exon5
primer set was much closer to the HPV16 URR PCR product and had similar efficiency of
amplification; we used this primer set to control host DNA input. Pre-calibrated WHO’s Table 2. Oligonucleotide primers used for HPV diagnosis, HPV16 typing, viral load quantitation (HPV16 URR) and E2: E6 PCR in the present study. Primer
Nucleotide Position in HPV
Amplicon size (bp)
Primers
Type
Primer sequences
Final Conc. (μM)
References
MY 09 and
L1 Consensus
450
Forward
5’CGT CCM ARR GGA WAC TGATC-3’
20 pmoles
[39]
MY 11
Reverse
5’-GCM CAG GGW CAT AAY AAT GC-3’
(M = A+C, W = A+T, Y = C+T, R = A+G)
HPV16URR
7763–7781
217
Forward
5’-AAG GCC AAC TAA ATG TCA C-3’
20 pmoles
[37]
57–75
Reverse
5’-CTG CTT TTA TAC AA CCG G-3’
p53 Exon 5
463–482
184
Forward
5’-TAC TCC CCT GCC CTC AAC AA-3’
20 pmoles
[37]
534–562
Reverse
5’-CAT CGC TAT CTG AGC AGC GC-3’
HPV16 E2
2734~2753
1139
Forward
5'-AGG ACG AGG ACA AGG AAA A-3'
20 pmoles
[37]
3853–3872
Reverse
5'-GGA TGC AGT ATC AAG ATT TG-3'
HPV 16 E6
83–102
477
Forward
5’-GAA ACC GGT TAG TAT AAA AGC AGA C-3’
20 pmoles
[38]
540–559
Reverse
5’- AGC TGG GTT TCT CTA CGT GTT CT-3’
β-Globin
268
Forward
5’-GAA GAG CCA AGG ACA GGT AC-3’
10 pmoles
[37]
Reverse
5’-CAA CTT CAT CCA CGT TAC ACC-3’ rs used for HPV diagnosis, HPV16 typing, viral load quantitation (HPV16 URR) and E2: E6 PCR in the present study. gnosis, HPV16 typing, viral load quantitation (HPV16 URR) and E2: E6 PCR in the present study. PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 4 / 16 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis HPV16 International Standard DNA (06/202) procured from National Institute of Biological
Standards and Control (NIBSC), UK was used as a reference. HPV16 viral load determination by real-time quantitative PCR (qRT-PCR) Crude viral load or
copy number of HPV16 genome in the clinical sample was calculated by the interpolation of
standard curves of the dilution series generated by the Sequence Detection Software (iCycler
iQ software version 3.0) of iCycler iQ real-time PCR detection system (Biorad, Hercules,
USA). On the other hand, samples with viral loads higher than 50,000 copies/reaction were USA). On the other hand, samples with viral loads higher than 50,000 copies/reaction were
diluted in water to bring it down to the range of the standard curve. The viral load values were
normalized to input host diploid genomic DNA using p53 exon5 amplification calibrated with
C33a genomic DNA standard (NIBSC) as indicated below: Normalized HPV16 viral load/unit host cell genome = HPV16 URR copy number/ num-
ber of diploid host genomes. The normalized HPV16 viral copy numbers are expressed as
the number of viral copies/unit host cell genome. HPV16 viral load determination by real-time quantitative PCR (qRT-PCR) Standard curves used to quantify
HPV16 copy number were made with ten fold serial dilutions of the WHO HPV16 interna-
tional standard containing 50,000, 5000, 500, 50 and 5, HPV16 DNA copies diluted in the
background of C33a genomic DNA. Briefly, the reaction was performed in a final volume of
25μl containing 1X SYBR green super-mix with 0.25μM of HPV16 URR forward and reverse
primers and 50ng of genomic DNA of test samples. The URR primers were selected for viral
load quantitation as these are retained in both episomal and integrated forms of the HPV16
viral genome. The PCR amplification was performed as follows: 1 cycle of 96˚C for 3min, 40
cycles at 94˚C for 30sec, 55˚C for 30sec and 72˚C for 30sec with realtime measurement per-
formed during amplification step (72˚C) at each cycle. Each real-time amplification was fol-
lowed by a melt curve analysis for confirmation of predicted amplicon. Crude viral load or
copy number of HPV16 genome in the clinical sample was calculated by the interpolation of
standard curves of the dilution series generated by the Sequence Detection Software (iCycler
iQ software version 3.0) of iCycler iQ real-time PCR detection system (Biorad, Hercules,
USA) O
h
h
h
d
l
i h i
l l
d hi h
h
50 000
i /
i HPV16 International Standard DNA (06/202) procured from National Institute of Biological
Standards and Control (NIBSC), UK was used as a reference. Standard curves used to quantify
HPV16 copy number were made with ten fold serial dilutions of the WHO HPV16 interna-
tional standard containing 50,000, 5000, 500, 50 and 5, HPV16 DNA copies diluted in the
background of C33a genomic DNA. Briefly, the reaction was performed in a final volume of
25μl containing 1X SYBR green super-mix with 0.25μM of HPV16 URR forward and reverse
primers and 50ng of genomic DNA of test samples. The URR primers were selected for viral
load quantitation as these are retained in both episomal and integrated forms of the HPV16
viral genome. The PCR amplification was performed as follows: 1 cycle of 96˚C for 3min, 40
cycles at 94˚C for 30sec, 55˚C for 30sec and 72˚C for 30sec with realtime measurement per-
formed during amplification step (72˚C) at each cycle. Each real-time amplification was fol-
lowed by a melt curve analysis for confirmation of predicted amplicon. Results Level of pSTAT3 (Y705) was analyzed by immunoblotting in a total of 130 HPV16 positive
cases comprising 60 pre-cancer (LSIL– 30; HSIL– 30) and 70 cancer tissues and a correlation
was examined with respective viral load and physical state of HPV16 genome from corre-
sponding cervical lesions (Fig 1). pSTAT3 immunoblotting in proteins isolated from cervical tumor tissues Isolation of total cellular proteins from fresh biopsies and immunoblot analyses were per-
formed using pSTAT3 (Y705) and pSTAT3 antibodies (BD Biosciences, USA) as described
previously [29]. Membranes were re-probed for β-actin as an internal loading control. The
quantitative densitometric analysis of the bands was performed using Alpha Ease FC version
4.1.0 (Alpha Innotech). The expression level of proteins was quantitated on an arbitrary scale
with respect to the β-actin expression where Strong (+++)–>50%; Medium (++)– 10–50%;
Weak (+)–<10% of β-actin expression; and Nil (–)–not-detectable. Determination of physical state of HPV16 genome in cervical tissues An E2: E6 ratio with a
value of 0 represented completely integrated HPV16 genome and value of 1 or higher repre-
sented predominantly episomal viral genome, whereas values > 0 and < 1 indicated a mixed
form of HPV16 DNA. where IDV indicates integrated densitometric values of DNA band of HPV16 E2 amplicon
(IDV) or HPV16 E6 (IDV) amplicon of the plasmid and sample DNA. An E2: E6 ratio with a
value of 0 represented completely integrated HPV16 genome and value of 1 or higher repre-
sented predominantly episomal viral genome, whereas values > 0 and < 1 indicated a mixed
form of HPV16 DNA. Statistical analysis The data analysis was performed using the statistical software SPSS version 17 and SigmaPlot
v14.0 (Systat Software, Inc.). To determine the mean and median values of continuous vari-
ables and standard errors of means, descriptive statistics were used. As the distribution of viral
load and E2: E6 ratio significantly departed from approximate normality, non-parametric tests
were used to compare the distribution of study measurements across the study groups. Mann
Whitney U test was used to compare the distribution of viral load and physical state of HPV16
along with the status of pSTAT3 expression between different disease groups. p values of
<0.05 were considered statistically significant. Association between the level of pSTAT3
expression, viral load, and physical status of HPV16 among different categories of tissues from
precancer and cancer lesions was examined by non-parametric Spearman’s rank-order corre-
lation coefficient. Cervical disease groups were converted to categorical variables based on
their increasing severity. pSTAT3 expression was evaluated on 4 point intensity scale as men-
tioned above, whereas, viral load and physical state (E2: E6 ratio) were evaluated as continuous
variables. These variables were examined for significance and strength of the relationship
between study parameters in overall study samples and between test groups. To evaluate the
association between pSTAT3, viral load, and physical state of HPV16 One Way Analysis of
Variance (ANOVA) on ranks were performed using Kruskal-Wallis test, and multiple pairwise
comparison was performed using the Tukey Test. Chi-square test was performed between two
levels of STAT3 expression with respect to the three different physical states of the HPV16
genome where applicable. Determination of physical state of HPV16 genome in cervical tissues The physical state of HPV16 genome was determined by PCR as described previously [2]. To
determine HPV16 physical state, primers for full-length HPV16 E2 validated by our laboratory
previously [37], were utilized to analyze the presence of intact E2 ORF that is disrupted or
deleted in the integrated virus. Amplification of HPV16 E6, which is invariably retained in the
integrated virus, was used as the denominator of total HPV16 DNA irrespective of its physical
state of the virus. Briefly, genomic DNA of HPV16-positive cases was used to assess the pres-
ence or absence of the HPV16 E2 gene, concerning the HPV16 E6 gene. Genomic DNA of test
samples (50ng) was PCR amplified for HPV16 E2 and E6 in a 25μl reaction mixture containing
10mM Tris-HCl (pH 8.4), 50mM KCl, 1.5mM MgCl2, 125μM of each dNTPs (dATP, dGTP,
dCTP, dTTP), 5pmol of oligonucleotide primers for either full-length HPV16 E2 or HPV16 E6
and 0.5U AmpliTaqGold DNA polymerase (Applied Biosystems, USA). The amplification was
performed with an initial denaturation at 95˚C for 4 min, polymerization for 35 cycles of dena-
turation at 95˚C for 30sec, annealing at 55˚C for 30sec and extension at 72˚C for 1min, which
was extended for 5min at the final cycle (Applied Biosystems). The densitometric ratio of E2
and E6 amplicons was measured on AlphaDigiDoc using Alpha Ease FC version 4.1.0 (Alpha
Innotech Corporation, USA) to determine the physical state of HPV16 for each sample. Densi-
tometric ratios of E2: E6 amplicons of all clinical samples were normalized to E2: E6 ratio of
vector-free HPV16 plasmid (a kind gift from Prof. H. zur Hausen, DKFZ, Germany) which
was used as a reference for a pure episomal form of HPV16 genome and helped to normalize
the variations in PCR efficiencies. DNA from SiHa cells (Procured from American Type Cul-
ture Collection, USA) was used as a control for fully integrated DNA. The E2: E6 ratio in clini-
cal samples with reference to the plasmid control was calculated by the following formula: Normalized E2: E6 ratio of clinical samples = (IDV E2: IDV E6) samples /(IDV E2: IDV
E6) plasmid 5 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis where IDV indicates integrated densitometric values of DNA band of HPV16 E2 amplicon
(IDV) or HPV16 E6 (IDV) amplicon of the plasmid and sample DNA. Association between pSTAT3 expression and HPV16 viral load Cellular proteins (40μg/lane) derived from representative cervical tissues
with indicated physical state of HPV16 genome (episomal- Epi; mixed–Mix; or integrated–Int) and viral load either lower (Low) or higher (High) than the median
value of respective stage of disease were examined for pSTAT3 (Y705) and STAT3 expression by immunoblotting. Blots were stripped and re-probed with β-actin to
equate the variations in cellular protein input. https://doi.org/10.1371/journal.pone.0222089.g001 host genome) and were the highest in cancer tissues (629 GE/unit host genome). Both LSIL
and HSIL tissues, in general, had a weaker pSTAT3 expression along with lower viral load
compared to cancer tissues which expressed stronger pSTAT3 and had consistently higher
HPV16 viral load (p<0.001). Analysis of viral load and pSTAT3 level within different stages of
disease demonstrated higher viral loads in samples that expressed moderate or strong pSTAT3
expression (Table 3). In LSIL, the moderate or strong expression of pSTAT3 was associated
with the higher median copy number of HPV16 (47.5 GE/unit host genome) in comparison to
the LSIL that had a weak or undetectable pSTAT3 expression (27.5 GE/unit host genome; p-
value < 0.05). Likewise, in HSIL, the median copy number associated with moderate or strong
pSTAT3 expression (207.5 GE/unit host genome) was 3-fold higher than a median viral load
of cases with nil or weak pSTAT3 expression (73.5 GE/unit host genome; p-value < 0.01). In
cancer tissues, the strong pSTAT3 expression was associated with higher median viral copy
number (845 GE/Unit host genome) than cases with weak pSTAT3 expression (219 GE/Unit
host genome; p-value < 0.001) (Table 3). The results demonstrate a progressive increase in
viral copies with higher STAT3 activity that increased with the increasing severity of cervical
lesions. Association between pSTAT3 expression and HPV16 viral load Distribution of samples concerning their viral load and level of pSTAT3 expression in LSIL,
HSIL, and cancer (SCC) groups is presented in Fig 2. The median values for HPV16 viral load
increased with disease severity from LSIL (33 GE/unit host genome) to HSIL (116 GE/unit 6 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis pSTAT3 (Y705)
STAT3
ß Actin
LSIL
Epi
HSIL
Epi Mix Int
CaCx
Epi Mix Int
High
Low High High
Low High Low High Low High
HPV16 Physical State
HPV16 Viral Load
Stage of Cervical Disease
Fig 1. Status of pSTAT3, along with the physical state and viral load of HPV16 in different cervical pre-cancer and cancer tissues. Representative photograph
showing levels of active pSTAT3(Y705) and total STAT3 in HPV16 positive cervical lesions. Cellular proteins (40μg/lane) derived from representative cervical tissues
with indicated physical state of HPV16 genome (episomal- Epi; mixed–Mix; or integrated–Int) and viral load either lower (Low) or higher (High) than the median
value of respective stage of disease were examined for pSTAT3 (Y705) and STAT3 expression by immunoblotting. Blots were stripped and re-probed with β-actin to
equate the variations in cellular protein input. pSTAT3 (Y705)
STAT3
ß Actin
LSIL
Epi
HSIL
Epi Mix Int
CaCx
Epi Mix Int
High
Low High High
Low High Low High Low High
HPV16 Physical State
HPV16 Viral Load
Stage of Cervical Disease
Fig 1. Status of pSTAT3, along with the physical state and viral load of HPV16 in different cervical pre-cancer and cancer tissues. Representative photograph
showing levels of active pSTAT3(Y705) and total STAT3 in HPV16 positive cervical lesions. Cellular proteins (40μg/lane) derived from representative cervical tissues
with indicated physical state of HPV16 genome (episomal- Epi; mixed–Mix; or integrated–Int) and viral load either lower (Low) or higher (High) than the median
value of respective stage of disease were examined for pSTAT3 (Y705) and STAT3 expression by immunoblotting. Blots were stripped and re-probed with β-actin to
equate the variations in cellular protein input. Fig 1. Status of pSTAT3, along with the physical state and viral load of HPV16 in different cervical pre-cancer and cancer tissues. Representative photograph
showing levels of active pSTAT3(Y705) and total STAT3 in HPV16 positive cervical lesions. PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 Association between the expression of pSTAT3 and integrated HPV16
genome in pre-cancer and cancer lesions Next, we examined the association of the physical state of HPV16 genome classified as pre-
dominantly episomal, integrated; or mixed form (concomitant presence of both episomal and
integrated) which was identified using normalized HPV16 E2: E6 ratio, with levels of pSTAT3
in cervical pre-cancer and cancer lesions. Interestingly, pre-cancer tissues harboring episomal
form demonstrated similar lower levels of pSTAT3 expression as in cancer tissues harboring
episomal form, whereas the intensity of pSTAT3 was found to be higher in pre-cancer and
cancer lesions harboring either mixed or integrated form of HPV16 genome (Fig 1). Distribu-
tion of normalized E2: E6 ratio on the basis of pSTAT3 expression pattern, demonstrated that
in most of the LSIL tissues where the HPV16 genome was present in the episomal form
(median E2: E6 ratio—1.0), pSTAT3 expression was found to be either absent or weak. On the
other hand, a significant number of HSIL and cancer tissues harboring either mixed or PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 7 / 16 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis LSIL (n=30)
HSIL (n=30)
SCC (n=70)
Fig 2. Distribution of HPV16 viral load and pSTAT3 levels in cervical pre-cancer and cancer lesions. Each circle represents individual LSIL, HSIL, or
cancer tissues (SCC) with respective viral load and pSTAT3(Y705) level as determined by real-time PCR and immunoblotting. Viral load values are
normalized per cell genome equivalent as described in Methods. 1Arbitrary level of STAT3 expression in immunoblotting: Strong = (+++), Moderate = (+
+), Weak = (+), Nil/undetectable = (-). The vertical red line and horizontal blue line represent median values of STAT3 expression and viral load in tissues
of each disease stage, respectively. GE, genome equivalents. Fig 2. Distribution of HPV16 viral load and pSTAT3 levels in cervical pre-cancer and cancer lesions. Each circle represents individual LSIL, HSIL, or
cancer tissues (SCC) with respective viral load and pSTAT3(Y705) level as determined by real-time PCR and immunoblotting. Viral load values are
normalized per cell genome equivalent as described in Methods. 1Arbitrary level of STAT3 expression in immunoblotting: Strong = (+++), Moderate = (+
+), Weak = (+), Nil/undetectable = (-). The vertical red line and horizontal blue line represent median values of STAT3 expression and viral load in tissues
of each disease stage, respectively. GE, genome equivalents. Association between the expression of pSTAT3 and integrated HPV16
genome in pre-cancer and cancer lesions integrated form of HPV16 genome showed the elevated expression level of activated STAT3
(Median normalized E2: E6 ratio– 0; Median pSTAT3 expression–Strong) (Fig 3). Evaluation
of the physical state of HPV16 and pSTAT3 expression in tissues from LSIL and HSIL cases,
however, did not reveal any association between pSTAT3 expression with the mixed or inte-
grated state as lesions harboring mixed or integrated HPV16 genome expressed variable
amounts of pSTAT3 (Table 4). On the other hand, stratification of total cancer cases with
respect to HPV16 physical state and level of pSTAT3 expression revealed a significant associa-
tion (p values <0.05 and <0.001, respectively) between high pSTAT3 expression and inte-
grated or mixed state of HPV16 genome. pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis Table 3. Distribution of HPV16 viral load in HPV16 positive cervical precancer and cancer lesions with respect to the level of pSTAT3 expression. Tissue Type
Parameter
HPV16 Viral Load
(GE/Unit Host Genome)
p valuea
pSTAT3
Nil / Weak
pSTAT3
Moderate / Strong
LSIL (n = 30)
Median
27.5
47.5
<0.05
Mean ± SE
28.0 ± 3.3
45.1 ± 3.7
N
24
6
HSIL (n = 30)
Median
73.5
207.5
<0.05
Mean ± SE
119.4 ± 55.0
395.1 ± 117.1
N
18
12
SCC (n = 70)
Median
219
845.0
<0.001
Mean ± SE
251.4 ± 41.7
1766.1 ± 260.6
N
13
57
LSIL—Tissues derived from Low grade Squamous Intraepithelial Lesions; HSIL—Tissues derived from High grade Squamous Intraepithelial Lesions; SCC—Tissues
derived from Squamous Cell Carcinoma; SE–Standard Error
ap-value between pSTAT3 (Nil/Weak) vs. pSTAT3 (Moderate/High) in each disease stage as determined by Mann-Whitney U test. Bold type refers to statistically
significant p-values V16 viral load in HPV16 positive cervical precancer and cancer lesions with respect to the level of pSTAT3 expression. LSIL—Tissues derived from Low grade Squamous Intraepithelial Lesions; HSIL—Tissues derived from High grade Squamous Intraepithelial Lesions; SCC—Tissues
derived from Squamous Cell Carcinoma; SE–Standard Error
ap-value between pSTAT3 (Nil/Weak) vs. pSTAT3 (Moderate/High) in each disease stage as determined by Mann-Whitney U test. Bold type refers to statistically
significant p-values pSTAT3 harbored higher copy numbers of HPV16 genome (Med—25 vs. 47.5 GE/unit host
genome; p-value = 0.012) whereas HSIL with episomal HPV16 showed an increased pSTAT3
expression was associated with higher viral copies (Median—68 vs. 126.5 GE/unit host
genome; p-value = 0.01). However, no difference was observed in HPV16 viral load with
respect to pSTAT3 expression in LSIL and HSIL cases with integrated or mixed HPV16
genome. On the other hand, cancer tissues where the HPV16 genome existed as mixed or inte-
grated physical form showed a strong association between increased pSTAT3 and elevated
viral loads (p-value<0.01). p
Since this being a multifaceted study comparing the level of pSTAT3 with viral load and
physical state of HPV16 in different grades of cervical neoplastic disease representing cancer
progression, correlation of these variables was statistically examined by non-parametric test. HPV16 viral load, its physical state, and level of active pSTAT3 are
mutually related Further, analysis of pSTAT3 expression with respect to the differential viral load in different
physical states of the HPV16 genome revealed lower levels of pSTAT3 expression in samples
with lower viral load and episomal form as compared to cervical lesions with either higher
viral load and/or with integrated or mixed form of HPV16 genomes (Fig 1). Cumulative data
presented in Table 5 revealed that LSILs with HPV16 episomes and having moderate or strong 8 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 Assessment of association between lesion grade, viral load, E2: E6 ratio and pSTAT3 was per-
formed using Spearman’s rank correlation coefficient which revealed a positive correlation
between lesion grade, viral load and pSTAT3 with highly significant p-values (Table 6). On the
contrary, a strong negative correlation existed between E2: E6 ratio and lesion grade, viral
load, or pSTAT3 expression. A Kruskal-Wallis H test showed that there was a statistically sig-
nificant difference in the median values among the groups which is greater than it would be
expected by chance (H = 425.2 with 3 degrees of freedom; P<0.001). Similarly, pairwise multi-
ple comparisons between lesion grade, viral load, E2: E6 ratio and pSTAT3 showed highly sig-
nificant p-values except in the case of pSTAT3 vs. lesion grade (Table 7). https://doi.org/10.1371/journal.pone.0222089.t003 q
aPearson Chi-square p<0.001between two levels of STAT3 expression concerning the three different physical status of HPV16.
Bold type refers to statistically significant p values. Discussion HPV viral load and physical state of the viral genome are important determinants of HPV
infection, which influence the tumorigenic transformation of normal cervical epithelium and
progression of the disease [2,4,41,42]. Our earlier observations showed elevated STAT3 signal-
ing in HPV-infected precancer and cancer lesions [43] and its functional contribution in cervi-
cal carcinogenesis [43]. In the present study, viral load and physical state of infecting virus 9 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis LSIL (n=30)
HSIL (n=30)
SCC (n=70)
Fig 3. Analysis of the physical state of HPV16 genome and level of active pSTAT3(Y705) in cervical pre-cancer and cancer cases. Distribution of
normalized HPV16 E2: E6 ratio and level of pSTAT3 expression in cervical pre-cancer (LSIL and HSIL) and cancer cases (SCC). Each circle indicates
an individual case. Normalized E2: E6 ratios were determined by PCR and calculated as described in Methods. Normalized E2: E6 ratio = 0 represents
predominantly integrated HPV16 genome, value = 1 represents predominantly episomal viral genome, and values between 0 and 1 indicate a mixed Fig 3. Analysis of the physical state of HPV16 genome and level of active pSTAT3(Y705) in cervical pre-cancer and cancer cases. Distribution of
normalized HPV16 E2: E6 ratio and level of pSTAT3 expression in cervical pre-cancer (LSIL and HSIL) and cancer cases (SCC). Each circle indicates
an individual case. Normalized E2: E6 ratios were determined by PCR and calculated as described in Methods. Normalized E2: E6 ratio = 0 represents
predominantly integrated HPV16 genome, value = 1 represents predominantly episomal viral genome, and values between 0 and 1 indicate a mixed
form of HPV16 genome. 1Arbitrary level of pSTAT3 expression in immunoblotting: Strong = (+++), Moderate = (++), Weak = (+), Nil/undetectable =
(-). The vertical red line and horizontal blue line represent median values of pSTAT3 expression and E2: E6 ratio in each disease group, respectively. Fig 3. Analysis of the physical state of HPV16 genome and level of active pSTAT3(Y705) in cervical pre-cancer and cancer cases. Distribution of
normalized HPV16 E2: E6 ratio and level of pSTAT3 expression in cervical pre-cancer (LSIL and HSIL) and cancer cases (SCC). Each circle indicates
an individual case. Normalized E2: E6 ratios were determined by PCR and calculated as described in Methods. q
arson Chi-square p<0.001between two levels of STAT3 expression concerning the three different physical status of HPV16.
ld type refers to statistically significant p values. https://doi.org/10.1371/journal.pone.0222089.t004 Tissues derived from Low-grade Squamous Intraepithelial Lesions; HSIL—Tissues derived from High-grade Squamous Intra
from Squamous Cell Carcinoma; SE–Standard Error quamous Intraepithelial Lesions; HSIL—Tissues derived from High-grade Squamous Intraepithelial Lesions; SCC—Tissues
SE–Standard Error pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis Table 5. Correlation between active pSTAT3 with physical state of HPV16 and its viral load in different disease grade of cervical cancer. Stage of
Disease
Active pSTAT3
Expression Level
HPV16
Physical State
HPV16 Viral Load
(GE/Unit Host Genome)
p-value
Median
Mean ± SE
LSIL
Nil/Low (n = 24)
Episomal (n = 21)
25
27.3 ± 3.0
Mixed (n = 3)
45
34.7 ± 12.9
Integrated (n = 0)
-
-
Moderate/ Strong (n = 6)
Episomal (n = 6)
47.5
45.17 ± 3.7
0.012a
Mixed (n = 0)
-
-
NAb
Integrated (n = 0)
-
-
NAc
HSIL
Nil/Low (n = 18)
Episomal (n = 11)
68
64.9 ± 6.7
Mixed (n = 5)
152
198.0 ± 45.0
Integrated (n = 2)
227
227.0 ± 38.0
Moderate/ Strong (n = 12)
Episomal (n = 6)
126.5
136.1 ± 25.75
0.010a
Mixed (n = 3)
1059
875.1 ± 302.9
0.071b
Integrated (n = 3)
400
435.0 ± 154.8
0.800c
SCC
Nil/Low (n = 13)
Episomal (n = 3)
155.00
278.7 ± 168.5
Mixed (n = 5)
183.00
235.4 ± 61.3
Integrated (n = 5)
245.00
251.0 ± 34.0
Moderate/ Strong (n = 57)
Episomal (n = 2)
92.00
92.00 ± 24.000
0.4a
Mixed (n = 24)
2637.00
3098.29 ± 484.322
<0.001b
Integrated (n = 31)
559.00
843.90 ± 116.970
0.001c
aepisomal vs episomal
bmixed vs mixed
cintegrated vs integrated between nil/weak and moderate/strong pSTAT3 expression within each disease stage; p-value determined by Mann-Whitney U test, NA- not
applicable due to the zero value in particular category. https://doi.org/10.1371/journal.pone.0222089.t005 th physical state of HPV16 and its viral load in different disease grade of cervical cancer. bmixed vs mixed
cintegrated vs integrated between nil/weak and moderate/strong pSTAT3 expression within each disease stage; p-value determined by Mann-Whitney U test, NA- not
applicable due to the zero value in particular category. https://doi org/10 1371/journal pone 0222089 t005 mixed vs mixed
integrated vs integrated between nil/weak and moderate/strong pSTAT3 expression within each disease stage; p-value determined by Mann-Whitney U test, NA- not
pplicable due to the zero value in particular category. were collectively examined for any correlation with expression of pSTAT3 to assess whether
these are related events during the progression of cervical carcinoma. Discussion Normalized E2: E6 ratio = 0 represents
predominantly integrated HPV16 genome, value = 1 represents predominantly episomal viral genome, and values between 0 and 1 indicate a mixed
form of HPV16 genome. 1Arbitrary level of pSTAT3 expression in immunoblotting: Strong = (+++), Moderate = (++), Weak = (+), Nil/undetectable =
(-). The vertical red line and horizontal blue line represent median values of pSTAT3 expression and E2: E6 ratio in each disease group, respectively. https://doi.org/10.1371/journal.pone.0222089.g003 Table 4. HPV16 physical status and level of pSTAT3 expression in cervical precancer and cancer lesions. Tissue Type
pSTAT3 Levels
Physical State of HPV16 Genome
Total (%)
p-value
Episomal (%)
(E2:E6 1.0)
Mixed (%)
(0 < E2:E6 > 1.0)
Integrated (%) (E2:E6 = 0)
LSIL
(n = 30)
Nil/Weak
21 (70)
3 (10)
-
24 (80)
0.361
Moderate/Strong
6 (20)
-
-
6 (20)
HSIL
Nil/Weak
11 (36)
5 (17)
2 (7)
18 (60)
0.603
(n = 30)
Moderate/Strong
6 (20)
3 (10)
3 (10)
12 (40)
SCC
Nil/Weak
3 (4)
5 (7)
5 (7)
13 (18)
<0.04
(n = 70)
Moderate/Strong
2 (3)
24 (35)
31 (44)
57 (82)
Total
(n = 130)
Nil/Weak
35 (27)
13 (10)
7 (5)
55 (42)
<0.001a
Moderate/Strong
14 (11)
27 (21)
34 (26)
75 (58) Table 4. HPV16 physical status and level of pSTAT3 expression in cervical precancer and cancer lesions. PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 10 / 16 Even though E2: E6 ratio is a gross test to evaluate integration and there are more sophisti-
cated assays like real-time quantitative PCR, APOT or NGS, it is sufficiently indicative to infer
a potential loss of E2 expression in the sample. Further, the E2 PCR characteristically covers
full length HPV16 E2 region (amplicon size– 1139bp) which eliminates the chances of falsely
interpreting integrated HPV as episomal. The full length E2 primers used and the PCR based
assay to assess physical state was developed and validated by our laboratory previously [37][2]. The E2 primers produced a considerably long PCR product (1139bp) that was not amenable to Table 6. Assessment of correlation between pSTAT3 with HPV16 viral load and E2: E6 Ratio in HPV16-positive cervical tissues (n = 130). Variables
Viral Load
E2: E6 Ratio
pSTAT3
Lesion grade
ρ
0.810
-0.710
0.518
p-value
0.0000002
0.0000002
0.000000000215
Viral Load
ρ
-0.691
0.696
p-value
0.0000002
0.0000002
E2:E6Ratio
ρ
-0.474
p-value
0.0000000163
ρ- Spearman’s rank-order correlation coefficient
https://doi.org/10.1371/journal.pone.0222089.t006
PLOS ONE | https://doi org/10 1371/journal pone 0222089
September 5 2019
11 / 16 AT3 with HPV16 viral load and E2: E6 Ratio in HPV16-positive cervical tissues (n = 130). correlation between pSTAT3 with HPV16 viral load and E2: E6 Ratio in HPV16-positive cervical tissues (n = 130). Assessment of correlation between pSTAT3 with HPV16 viral load and E2: E6 Ratio in HPV16-positive cervical tissues PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 11 / 16 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis Table 7. Pairwise multiple comparison by tukey test between different study variables. Comparison
Difference of Ranks
q score
p-value
Viral Load vs. E2:E6 Ratio
49304.5
28.780
<0.001
Viral Load vs. Lesion grade
28076.5
16.389
<0.001
Viral Load vs. pSTAT3
23925.0
13.965
<0.001
pSTAT3 vs. E2:E6 Ratio
25379.5
14.814
<0.001
pSTAT3 vs. Lesion grade
4151.5
2.423
0.317
Lesion grade vs. E2:E6 Ratio
21228.0
12.391
<0.001
https://doi.org/10.1371/journal.pone.0222089.t007 Table 7. Pairwise multiple comparison by tukey test between different study variables. real-time quantitation. This restricted us to stay with the conventional end-point PCR tech-
nique. The gross E2: E6 ratios derived from densitometric values of each samples post PCR
were normalized to E2: E6 ratio obtained from densitometric values of concurrently amplified
HPV16 plasmid which was taken as control and represented the episomal state of the HPV
genome. The present study specifically focused on HPV16 genotype. Viral load of HPV16 but not
the HPV type 18 was demonstrated to express the highest predicted value (96% specificity and
88% sensitivity) in an earlier study [44]. In a similar study on HPV16, HPV18, HPV31, and
HPV45, a clear dose-response pattern relationship between HPV16 DNA loads and infection
clearance was observed, whereas, other types failed to show such relationship [45]. Therefore,
in the present study, tissues positive for other types of HPV infections, with or without HPV16
infection, that could potentially introduce confounding variables were excluded from the anal-
ysis to maintain the homogeneity of the study. The present investigation revealed that expression of pSTAT3(Y705) within different stages
of the cervical carcinogenesis (LSIL, HSIL or SCC) individually as well as collectively, was asso-
ciated with the degree of HPV16 viral load. A recent study has experimentally shown that loss
of STAT3 severely impacts episomal maintenance of HPV18 in undifferentiated keratinocytes
[36]. The study highlighted the role of viral oncoprotein E6 in HPV18 viral genome amplifica-
tion, whereas, a high level of E6 was reported in invasive cervical cancers that had episomal
HPV16 [46]. In an analogous system of virally-induced hepatocellular carcinoma, the role of
active STAT3 has been suggested in HCV replication [47]. STAT3-mediated molecular mecha-
nisms that operate and control HPV16 viral load in infected lesions are, however, unknown. Earlier studies from our laboratory showed expression of HPV16 E6 forms a positive regula-
tory loop with STAT3 [43,48] and other stemness-associated markers, GLI and Hes1, to pro-
mote oncogenic activity [34,49]. This could be likely via selective overexpression of E6 in some
of the cells positive for HPV16, if not all cells of the lesions, which could lead to increase
pSTAT3 level in patients with severe disease (and integrated genomes). HPV E6 has been
implicated in activation of EGFR and expression of IL-6 and Oncostatin M [36,50–52], which
collectively work as STAT3 upstream activators. However, any direct action of increased
pSTAT3 on the integration of HPV16 in the host genome in either cancer or precancer tissues,
is not known as yet. The present investigation only provides evidence of a positive correlation
between these two events, and is suggestive of a potential interlink. Due to the lack of an
appropriate experimental model for HPV16 integration, the possibility of evaluating the direct
influence of active pSTAT3 on HPV16 integration events or vice versa remains unexplored. Acknowledgments We acknowledge Dr. Swaraj Batra for helping in the collection of clinical specimen and Dr. Suresh Bhambhani for evaluation of tumor tissues and pathological grading during the study. We are thankful to Dr. Archana Kumari, Amity Institute of Biotechnology, NOIDA, U.P for
assisting in statistical evaluation of the results. We acknowledge Prof. Sukh Mahendra Singh,
Bananas Hindu University, Varanasi for critically reviewing, proofreading and assisting in sci-
entific English writing. Author Contributions Conceptualization: Shirish Shukla, Alok Chandra Bharti. Conceptualization: Shirish Shukla, Alok Chandra Bharti. Data curation: Shirish Shukla, Gauri Shishodia, Sutapa Mahata. Data curation: Shirish Shukla, Gauri Shishodia, Sutapa Mahata. Formal analysis: Shirish Shukla, Mohit Jadli, Kulbhushan Thakur, Gauri Shishodia, Sutapa
Mahata, Bhudev Chandra Das, Alok Chandra Bharti. Formal analysis: Shirish Shukla, Mohit Jadli, Kulbhushan Thakur, Gauri Shishodia, Sutapa
Mahata, Bhudev Chandra Das, Alok Chandra Bharti. Funding acquisition: Alok Chandra Bharti. Funding acquisition: Alok Chandra Bharti. Investigation: Shirish Shukla, Gauri Shishodia, Sutapa Mahata, Alok Chandra Bharti. Methodology: Shirish Shukla, Sutapa Mahata, Alok Chandra Bharti. Project administration: Alok Chandra Bharti. Resources: Alok Chandra Bharti. Supervision: Seemi Farhat Basir, Bhudev Chandra Das, Alok Chandra Bharti. Validation: Alok Chandra Bharti. Writing – original draft: Mohit Jadli, Kulbhushan Thakur, Bhudev Chandra Das, Alok Chan-
dra Bharti. Writing – review & editing: Seemi Farhat Basir, Bhudev Chandra Das, Alok Chandra Bharti. Given these observations, our data provide first clinical evidence that this phenomenon could
also operate in an in vivo situation in HPV16-infected cervical precancer and cancer lesions. A comparative analysis of pSTAT3 expression with HPV16 physical state further demon-
strated that in most of the LSIL cases where the HPV16 genome was present in predominantly
episomal form, STAT3 activation was weak. On the other hand, tissues of HSIL and cancer 12 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0222089
September 5, 2019 pSTAT3 correlates with HPV16 viral load and physical state in cervical carcinogenesis lesion harboring either mixed or predominantly integrated form of the HPV16 genome
showed an elevated level of active pSTAT3. This correlation sustained in cancer tissues harbor-
ing episomal form demonstrated a low level of active STAT3. Our data, therefore, indicated a
possible association between STAT3 activation and integration of the viral genome in HPV16
infections. The mechanism by which STAT3 mediates its effect on the process of integration,
which is considered as an opportunistic and random event during carcinogenesis, is not
known. In such a scenario, an indirect mechanism, such as the induction of genomic instabil-
ity [26] by which STAT3 could influence integration events, cannot be ruled out. k
h
d
h
f
h f
l
l
l
b Taken together, our study shows for the first time a clinical correlation between pSTAT3,
viral copy number, and physical state of the HPV16 genome during cervical disease progres-
sion. Independent of its direct role in epithelial carcinogenesis [31], STAT3 may be involved in
existence as well as pathological manifestation of HPV16 genome and could be utilized as pos-
sible therapeutic, diagnostic and prognostic target for potentially-progressive cervical cancer
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Flux and accumulation of sedimentary particles off the continental slope of Pakistan: a comparison of water column and seafloor estimates from the oxygen minimum zone, NE Arabian Sea
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Biogeosciences, 11, 3107–3120, 2014
www.biogeosciences.net/11/3107/2014/
doi:10.5194/bg-11-3107-2014
© Author(s) 2014. CC Attribution 3.0 License.
Vertical and lateral flux on the continental slope off Pakistan:
correlation of sediment core and trap results
H. Schulz1,* and U. von Rad2,*
1 Fachbereich
für Geowissenschaften, Paleobiology, University of Tübingen, Hölderlinstr. 12, 72074 Tübingen, Germany
19c, 30916 Isernhagen, Germany
* formerly at: Bundesanstalt für Geowissenschaften und Rohstoffe (BGR), PF 510153, 30631 Hannover, Germany
2 Rosenstraße
Correspondence to: H. Schulz (hartmut.schulz@uni-tuebingen.de)
Received: 13 May 2013 – Published in Biogeosciences Discuss.: 23 July 2013
Revised: 27 March 2014 – Accepted: 12 April 2014 – Published: 16 June 2014
Abstract. Due to the lack of bioturbation, the varvelaminated muds from the oxygen minimum zone (OMZ) off
Pakistan provide a unique opportunity to precisely determine
the vertical and lateral sediment fluxes in the nearshore part
of the northeastern Arabian Sea. West of Karachi (Hab area),
the results of two sediment trap stations (EPT and WPT)
were correlated with 16 short sediment cores on a depth transect crossing the OMZ. The top of a distinct, either reddishor light-gray silt layer, 210 Pb-dated as AD 1905 ± 10, was
used as an isochronous stratigraphic marker bed to calculate sediment accumulation rates. In one core, the red and
gray layer were separated by a few (5–10) thin laminae. According to our varve model, this contributes < 10 years to the
dating uncertainty, assuming that the different layers are almost synchronous. We directly compared the accumulation
rates with the flux rates from the sediment traps that collected the settling material within the water column above.
All traps on the steep Makran continental slope show exceptionally high, pulsed winter fluxes of up to 5000 mg m−2 d−1 .
Based on core results, the flux at the seafloor amounts to
4000 mg m−2 d−1 and agrees remarkably well with the bulk
winter flux of material, as well as with the flux of the individual bulk components of organic carbon, calcium carbonate
and opal. However, due to the extreme mass of remobilized
matter, the high winter flux events exceeded the capacity of
the shallow traps. Based on our comparisons, we argue that
high-flux events must occur regularly during winter within
the upper OMZ off Pakistan to explain the high accumulations rates. These show distribution patterns that are a negative function of water depth and distance from the shelf.
Some of the sediment fractions show marked shifts in ac-
cumulation rates near the lower boundary of the OMZ. For
instance, the flux of benthic foraminifera is lowered but stable below ∼ 1200–1300 m. However, flux and sedimentation
in the upper eastern Makran area are dominated by the large
amount of laterally advected fine-grained material and by the
pulsed nature of the resuspension events at the upper margin
during winter.
1
Introduction
About 1 million km3 of shelf and slope waters of the global
ocean are found to be permanently hypoxic, with more than
half of that volume in the Indian Ocean (Helly and Levin,
2004). After the pioneering study of von Stackelberg (1972)
on the sedimentation along the Indian–Pakistan margin of the
northern Arabian Sea, numerous campaigns and initiatives
revealed the key role of the organic-rich, laminated sediments
in studying the linkages between the production, pathways
and preservation of marine organic matter under low bottomwater oxygen conditions (Paropkari et al., 1992; Pedersen et
al., 1992; Calvert et al., 1995; Cowie et al., 1999; Keil and
Cowie, 1999; van der Weijden et al., 1999; von Rad et al.,
1999; Schulte et al., 2000; Suthhof et al., 2000; Cowie, 2005;
Wiggert et al., 2005; Cowie and Levin, 2009).
The northern Arabian Sea off Pakistan is characterized
by a stable, distinct oxygen minimum zone (OMZ) between water depths of 200 m and about 1200 m that impinges on the continental slope. The very low oxygen concentrations at intermediate depths (< 0.2 mL L−1 ) result from
low ventilation and from oxygen consumption by microbial
Published by Copernicus Publications on behalf of the European Geosciences Union.
EPT
0
500
1000
1500
2000
2500
3000
C
WPT
641586644
42
69
35
2 3 4 155
5 639 58
53
142 76
1 72
143 46
shallow
OMZ
66°E
ol
Hing r
Rive
142
158
1 58 53
69 64
76
143
39 35
deep
14479
54
85
144
79
R.r
64°E
us
Ba
s
ul
85 54
Ind
Makran
sal
bys
in
Pla
nA
a
Om
67°E
R.
m
w.d.
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
Por
ali
3108
A
er
EPT
6
54
3
2
72 42 4466
51
46
WPT
b
Ha
v
Ri
25°N
KARACHI
B
24°N
Figure 1. Investigation area in the northwestern Indian Ocean off
Pakistan. (A) Arabian Sea with Makran and Indus continental margins. (B) Position of sediment trap deployments and sediment stations (“Hab area” W of the Hab river) from two oceanographic
cruises, SONNE 90 (numbers 35 onward) and METEOR 32/2 (numbers 1–6). Most sites are distributed below the narrow Makran shelf
to the northeast and some down the broader Indus margin to the
southeast. (C) Idealized transect “Hab transect” of sediment stations between 92 and 2881 m with sediment traps EPT and WPT.
Distance between traps is ∼ 20 km. Stippled area is the oxygen minimum zone, OMZ.
decomposition of organic matter within the water column
and on the seafloor. High surface water primary productivity
and organic matter flux is triggered by the strength and direction of the seasonally reversing summer (southwest) and
winter (northeast) monsoonal circulation, and may also depend on fluvial and eolian terrigenous input (Sirocko and
Sarnthein, 1989; Ramaswamy et al., 1991). Vertical fluxes
in the open oceanic environment in the western Arabian Sea
were intensely studied by means of time series of moored and
drifting sediment traps (Haake et al, 1993; Nair et al., 1989;
Rixen et al., 1999; Pollehne et al., 1993). In contrast, our
knowledge on the scales and seasonal timings of the marine
biogenic and terrigenous fluxes on the steep margin zones of
the northern Arabian Sea is still fragmentary.
The sediments along the continental slope off Pakistan
(Fig. 1a) are characterized by a distinct lamination due to
suppressed bioturbation (von Stackelberg, 1972). However,
the hypoxic bottom water conditions preventing the sediment
from being mixed by burrowing organisms may be only one
important factor for the preservation of laminae. Exceptionally high sedimentation of more than 1 mm per year, linked
to the high lateral fluxes of remobilized terrigenous and marine matter, was observed off the active, steep Makran margin off western Pakistan (Schulz et al., 1996; Andruleit et al.,
2000; Lückge et al., 2002; Schulz et al., 2002; von Rad et
al., 2002a, b). Thus, high fluxes and sediment redistribution
may also contribute to the preservation of sediment lamination. However, comparable laminations are not observed off
India, where slope sedimentation rates can be as high, nor are
they off Oman, where slopes are also steep (Paropkari et al.,
Biogeosciences, 11, 3107–3120, 2014
1992). But sediment laminations are also found off the Indus Delta, where sedimentation rates are lower and the slope
is less steep (Cowie et al., 1999). From sedimentary models
of varve formation and from simple mass calculations, we
may expect a significant contribution of fine-grained, remobilized matter to the steep continental slope from the narrow
shelf areas nearby. This adds also to the particle flux derived
from local biological productivity and thus complicates the
identification of the sediment sources and processes. Also,
MODIS satellite images show examples of distinct sediment
plumes extending from the coastal zone offshore (Bourget et
al., 2010). These plumes might also contribute to the formation of the winter sediment laminae.
The cores from the steep Hab area west of Karachi
(Fig. 1b) host the most distinct sediment laminae on millimeter to sub-millimeter scales (von Rad et al., 1999; 2002b).
The distinct nature of the varved sediments along the steep
Makran is dominated by a high fraction of lithic components. For at least the past 5000 years, there has been a continuous deposition of annual laminae couplets, which point
to a strong seasonality in the amount and composition of
material settling to the seafloor (von Rad et al., 1999). Microscopic analyses of thin sections show distinct alternations of dark-colored, organic-carbon-rich and light-colored,
organic-carbon-poor terrigenous laminae, which suggest a
cyclic pattern due to changes in the flux and composition during summer and winter (Berger and von Rad, 2002; Lückge
et al., 2002). Cores from the less steep Indus Pakistan margin, situated to the southeast and distant from the Makran, are
characterized by a more regular pattern in lamina thickness.
Quantitative flux estimates are needed to better describe
the complex sedimentation processes in the water column
and on the seafloor at the continental margin off Pakistan.
However, direct observations of the summer and winter situations are missing to corroborate the formation of the sediment laminae and the transfer of sediments to the deep sea.
Four sediment trap moorings in eastern Pakistan (EPT) and
western Pakistan (WPT) (Fig. 1) have been deployed within
and below the OMZ off Pakistan. However, the flux estimates
from these traps were only fragmentary and showed strong,
unexpected temporal and spatial variability. None of the four
traps in 1993/1994 and 1995/1996 sampled the full year as
planned. All traps stopped collecting in the winter season,
three of four traps presumably due to a huge flux of matter remobilized on the upper margin (von Rad et al., 1995;
Andruleit et al., 2000; Schulz et al., 2002; von Rad et al.,
2002b). The reason for these flux events recorded in the traps
and their role in the sedimentation off Pakistan is poorly constrained.
In the present study, we focus on the quantification of
sediments accumulated along a depth transect in the Hab
area (Fig. 1) between ∼ 200 and ∼ 2000 m water depth, and
directly compare these accumulation rates with the limited
numbers of flux estimates derived from sediment traps deployed in the overlying water column. Published estimates of
www.biogeosciences.net/11/3107/2014/
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
SO90-39KG (24°50.0’N, 65°55.0’E, 704m w.d.)
a)
Dry Bulk Density
(g cm-3)
0.80
1.00
0.40
0.60
www.biogeosciences.net/11/3107/2014/
2000
1900
1800
1700
15
20
25
30
35
40
45
M32-2MC5 (24°38.4’N 66°02.9’E, 386m w.d.)
b)
Sediment Lightness
L*a*b*-Scale
40 45 50
0
Sand
Fraction (%)
1
2
3
4
Dry Bulk Density
(g cm-3)
0.4 0.6 0.8 1.0 1.2
10
OC
(%)
CaCO3
(%)
15
20
0
1
2
3
>1950 AD
Core depth (cm)
5
10
15
664+28
20
25
705+27
30
laminated
c)
turbidite
M32-2MC3 23°37.9’N 66°04.6’E, 247m w.d.)
40
Sediment Lightness
L*a*b*-Scale
45
50
0
1
Sand
Fraction (%)
2
3 4
Dry Bulk Density
(g cm-3)
0.4 0.6 0.8 1.0 1.2 10
CaCO3
(%)
20
15
OC
(%)
25 0
1
2
3
0
Core depth (cm)
5
10
15
20
25
30
SO90-58KG (24°46.6’N 65°49.2’E, 876m w.d.)
d)
Dry Bulk Density
(g cm-3)
0.2
0.4
0.6
0.8
Sediment Color/Red-Channel
L*a*b*-Scale
1.0
-2.0
-1.0
0.0
Varve Thickness
(mm)
1.0
10.0
Age (Varve Years A.D.)
2000
1950
1900
0
5
Core depth (cm)
The study area on the continental margin of Pakistan in the
northeastern Arabian Sea represents a restricted area between
the narrow active Makran margin to the northwest and the
Indus margin to the southeast (Fig. 1a), where the broad shelf
is typical for the passive Indian margin (Fig. 1a).
The “Hab area” (Fig. 1b) is characterized by the three
tectono-sedimentologic settings: (1) to the north the accretionary complex covered by thick uplifted wedges and sediment prisms that is part of the steep Makran margin (stations
39, 53), (2) a lower accretionary wedge zone with rather regular topography on vertical scales of some 100 m (stations 1,
35, 58–158) and (3) a more gentle NE slope of the Murray
Ridge to the southeast that was formed by large blocks of
slumped sediments (stations 2–6, 42–46, 54). The Hab area
is drained by deep, mostly ENE–WSW-trending channels.
In the near-surface sections of 16 box cores and 6 multicores, up to 12 cm thick reddish- or gray-whitish-colored
silty-clay layers were identified (Staubwasser and Sirocko,
2001). Based on the strong visual contrast of both layer types
to the over- and underlying laminated sediment (Fig. 2),
these thick layers can be traced over large overlapping areas, possibly covering some 1000 and 600 km2 , respectively.
Most cores show either the red or the gray-whitish layer. The
red layer is found more on the Makran side, to the north
of the ENE–WSW-trending channels. All laminated SONNE
cores (except station 35 at 416 m) showed a distinct reddishcolored silt layer that can be regarded as a silt turbidite,
sometimes with fining upward or indistinct internal laminations (Schulz et al., 1996). In contrast, the gray-whitish
layer is observed more to the southeast on the Indus side, at
shallower depths (stations 2–6; see also supplementary online material), but not at all sites: cores 44 KG and 42 KG are
more similar to the Makran cores (Staubwasser and Sirocko,
2001). In core 58 KG (Fig. 2d) presumably both types of layers were found, with the reddish-colored layer (∼ 13–22 cm)
above the whitish one (∼ 22.5–25.5 cm). The whitish layer is
separated from the red layer by 5–10 thin sediment laminae.
The two types of fine-grained clastic sediment appear to be
Age (Varve Years A.D.)
Varve Thickness
(mm)
1.0
10.0 100.0
5
0
Geologic setting and previous geological
investigations
0.1
10
35
2
1.20
0
Core depth (cm)
surface water productivity can be used to quantitatively better
describe the local flux of organic carbon at a certain depth derived from primary production (Sarnthein et al., 1992). However, this approach may not be valid in the near-coastal environment, where lateral fluxes are high and may be temporally
dominant. To better determine their role, we will focus on
possible differences in the amount and preservation of bulk
fractions of biogenic and mineral matter found above, in the
center and below the OMZ. The concentration and accumulation of the major sand-sized components preserved along
our core transect across the OMZ will be used to provide additional information.
3109
10
15
20
25
30
2000
1950
1900
Age (Years AD) Pb-Dating
laminated
turbidite
bioturbated
Figure 2. Examples from four short sediment cores along the Pakistan margin for high-resolution analyses of sediment properties and
dating. Various properties display marked changes because of a 4 to
10 cm thick reddish-gray turbidite deposit. Profiles from the OMZ
show distinct sediment laminations as well. According to models
of their formation, varve counts, 210 Pb- and 14 C dating provide a
coherent age of AD 1905–1888 for that layer.
Biogeosciences, 11, 3107–3120, 2014
3110
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
very similar in their elemental ratios, as well as in their bulk
organic carbon and calcium carbonate contents (Staubwasser
and Sirocko, 2001, unpublished data). The type of reddishcolored sediment also occurs in up to a few centimeter-thick
intervals in the longer piston and long box cores of the area,
interpreted to represent an episodic redeposition of fluvial
matter from the Indus shelf, possibly linked to strong rainfall or floods in the hinterland (Schulz et al., 1996; von Rad
et al., 2002a). Staubwasser and Sirocko (2001) investigated
the light-gray clastic sediment in more detail and concluded
that these might consist of material expelled by mud volcanoes from the active Makran margin. In contrast von Rad
et al. (2002a) argued that the distinct light-gray to whitish
layers are explained as “plume deposits” transporting mudcharged suspensions across the narrow shelf to the slope.
No additional, similarly thick layers are observed further
downcore in the longer Holocene records from the Hab area.
By establishing the stratigraphic position of the turbidite
and plume sedimentation events, the unique event layers, interbedded between laminated sediment, could be ideally used
as stratigraphic marker beds for correlation of the short cores.
The described layers were sampled again by SONNE cruise
130 in the Hab area by the following box cores (KG) and
multicores (MC): 268 MC, 605 m; 276 KG, 780 m; 262 MC,
875 m; and 291 MC, 902 m water depth. In cores 262 MC and
291 MC from the same area as 58 KG, the red and whitish
layers were found on top of each other again, questioning
their exact synchronism.
3
3.1
Material and methods
Sediments and accumulation rates
Twenty box cores (KG) and 6 multicores (MC) (short
gravity cores of ∼ 10–50 cm length) were taken in 1993
during SONNE cruise SO 90 and in 1995 during METEOR cruise M32/2, respectively, and recovered undisturbed
top sediments from water depths between 96 and 2881 m.
The organic carbon (OC), calcium carbonate (CaCO3 ) and
opal concentrations were determined following Dietrich and
Marchig (1995) and Suthhof et al. (2000). The composition of the coarse fraction larger than 150 microns (µm)
in core top samples was counted from a few milliliters of
freeze-dried sediment of the top centimeter washed through
a 63 µm mesh. The residue was dried at 60 ◦ C and sieved into
sub-fractions of 63–150, 150–200, 200–250, 250–315, 315–
400 and > 400 µm, respectively. Splits of at least 70 grains
from the fractions > 150 µm were obtained with an Otto microsplitter for each sample. In these splits all grains were
identified following the categories (1) inorganic compounds
(Inorg.: quartz, mica, oxides, lithic grains), (2) megafossils
(Megaf.: sponge spicules, ophiurid remains, pteropods, fish
debris, etc.), (3) siliceous tests (Silic.: large radiolarians,
diatoms, silicoflagellates), (4) planktic foraminiferal debris
Biogeosciences, 11, 3107–3120, 2014
(P.F. debris), (5) intact planktic foraminiferal tests (P.F.) and
(6) benthic foraminifera (B.F.). The six categories represent
more than 95 % of the > 150 µm size fraction. They were
used to better characterize the texture and composition of
the surface sediment and to identify possible remobilization
of sand-sized particles across the steep margin. For example, potential disturbances of the fluffy top layer could be deduced from coarse fractions. Increased numbers of the lithic
fractions would indicate mass flows or sediment winnowing. Further, calcite dissolution or corrosion at certain depth
may be identified by an increased fragmentation of planktic
foraminiferal shells.
Profiles of sediment γ -ray attenuation were analyzed at
0.5 cm intervals using a GEOTEC-multisensor core logger
(Schultheiß and Weaver, 1992). Discrete samples were taken
at 1–2.5 cm intervals by 10 cm3 syringes or from sliced sediment profiles in order to determine the sediment physical
properties of natural water content as well as wet and dry
bulk density. The latter two were used to calibrate the parallel
profiles of γ -ray attenuation that vary as a function of sediment density (Weber et al., 1997). Using these calibrations
from selected cores, a homogenous set of dry bulk density
data was generated for 15 sediment profiles of 12 to 40 cm
length from water depths of 250 to 1970 m. The 30 cm long
multicore MC2 from a depth of 197 m was only described visually prior to discrete sampling, and showed a homogenous
light-colored layer of silty clay between 18.0 and 21.0 cm
core depth.
A detailed varve chronology was developed for the laminated sediments from the Pakistan margin (Schulz et al.,
1996; von Rad et al., 1999). This chronology is based on
the assumption that a couplet of one light-gray-colored (winter) lamina plus one dark-gray, organic-rich (summer) lamina
was deposited in one year. This assumption was verified by
the observation that five light–dark couplets of laminae were
accumulated at the upper Makran slope in between 1993
(SONNE 90) and 1998 SONNE 130). Lückge et al. (2002) interpreted the thicker light-colored laminae as representing recurrent suspension events linked to high winter precipitation,
and the dark-colored laminae as caused by the high summer
productivity during the SW monsoon.
About 150 samples from the top 20 cm of laminated sediment at 1 cm intervals of cores MC1, MC3, MC5 and 39 KG,
58 KG were used for 210 Pb dating to precisely determine
the sedimentation rates during the last 150 years. These data
are presented here only for core 58 KG (Erlenkeuser, unpublished data). The relative error for the past 1000 years is better than 10 % for that method. Analytical details of the 210 Pb
method are outlined in Erlenkeuser and Peterstad (1984).
AMS14 C ages of monospecific samples of Globigerinoides
ruber (white) or of mixed P.F. were determined at the Leibniz Labor Kiel, Germany.
In order to obtain a quantitative measure on the flux of
individual particles and compounds to the seafloor, accumulation rates (ARs) were determined for the 16 short cores,
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H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
based on the sedimentation rate estimates from the cores and
from the dry bulk densities, following Thiede et al. (1982):
ARbulk sediment = SR pdry ,
(1)
with AR in g cm−2 kyr−1 , SR in cm kyr−1 , and pdry (dry bulk
density) in g cm−3 .
The accumulation rate of individual compounds, or of the
individual sediment components in a sample, is calculated as
follows:
ARcomponent = SR pdry C/100,
(2)
where C is the concentration of a compound in percent, and
N is the number of the specimens per gram of dry sediment.
3.2
Sediment traps
Four trap moorings of type MARK 7G-21 (McLane Research
Laboratories Inc.) at sites EPT (24◦ 45.40 N, 65◦ 48.70 E) and
WPT (24◦ 35.90 N, 65◦ 35.30 E; 2004 m seafloor depth) had
been deployed within and below the OMZ off Pakistan
(Fig. 1). Collection time was programmed as October 1993
to February 1994 and May 1995 to February 1996 (EPT2).
Sampling intervals for the 28 cups used in the present study
were 22 days for WPT and EPT1 and 24 days for EPT2, respectively (Table 2). Prior to deployment, cups were treated
with mercuric chloride. The total mass fluxes, CaCO3 and
lithogenic particle fluxes were also presented in Andruleit
et al. (2000) and in Schulz et al. (2002), who studied the
coccolithophore and planktic foraminiferal fluxes, and by
Treppke, who studied the diatoms (von Rad et al., 2002b,
their Fig. 11). Details of trap and sample preparation, OC,
CaCO3 , biogenic opal analyses, and of the derivation of
fluxes are described in Haake et al. (1993), Andruleit et
al. (2000) and Suthhof et al. (2000). The mass accumulation
rates were previously used by Suthhof et al. (2000).
All flux and accumulation rate results are listed in Table 2.
Estimates of local primary productivity were adopted from
Antoine at al. (1996). The accumulation rate for the respective sediment property was derived from that analysis of the
core top sample 0–1 cm. The density value for a particular station was averaged from the measurements above the
marker layer (Fig. 3). Similarly, sedimentation rates were
calculated assuming a linear accumulation process of the
laminated/bioturbated sediments over the past ∼ 100 years.
Most estimates for the study are expressed as mg m−2 d−1 or
specimens (= spec.) m−2 d−1 to allow for direct comparison.
4
4.1
Results
A turbidite or turbid top layer as stratigraphic
marker for core correlation
Staubwasser and Sirocko (2001) presented sedimentological
and geochemical data on the distinct, up to 12 cm thick reddish turbidite they observed in nearly all SONNE cores of the
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3111
Hab area. An investigation of the METEOR short multicores,
overlapping with the SONNE sediments, shows in some cases
that METEOR cores 1–6 are thinner, having a gray to lightgray silty layer at 10 to 24 cm depth (see supplementary online material). The cores 2–6 were taken from a channel,
while cores 42 and 44 KG ware recovered from the nearby
flank of that channel on the NE slope of the Murray Ridge,
(Fig. 1b). We show that both types of layers display internal
structures that can be best seen in their high-resolution profiles of dry bulk density (Fig. 2b, d). We observe faint grading
in the reddish-colored, decimeter-thick beds in some SONNE
cores, as well as highest density at their bottoms (Fig. 3), that
might reflect coarser grain sizes or compaction at the base of
these layers. The density profile of shallow core 44 KG suggests that the thick layers might also display more internal
structure reflecting at least two sublayers. From a slight increase in sand content near the base, faint regular grading can
also be traced in the relatively thin, light-gray layer of core
MC5 (Fig. 2b).
All cores display high sediment densities for the layer of
≥ 0.8 (Fig. 3) corresponding to low OC content of < 1 %
(Fig. 2). Few pelagic microfossils, grading and rapid flow expansion leading to variable thicknesses are typical diagnostic features of that type of fine-grained silt turbidite (Piper
and Stow, 1991). However, quality of the extremely soft METEOR cores is poor compared to the SONNE box cores,
where most of these criteria can be observed. Due to increasing bottom water oxygen at depths above and below
the OMZ supporting macrofaunal bioturbation, the marker
could not be determined with precision outside the OMZ.
The upper boundary of that marker layer is still feasible as a
slight relative increase in density in the high-resolution logs
below the OMZ down to 1970 m (Fig. 3). Although the sedimentation at the central Makran is characterized by the deposition of up to some millimeter- to decimeter-thick lightcolored “turbid layers” (von Stackelberg, 1972) and by larger
turbidites (Schulz et al., 1996, von Rad et al., 2002b; Bourget et al., 2010), no other thick red and/or light-gray whitish
layer was found in the upper meters of cores in the Hab area.
Assuming that the reddish and light-gray to whitish layers
reflect different sedimentation events, we are able to estimate the level of uncertainty from assuming that the layers
are diachronous. In 58 KG (and also in cores SONNE 130–
262 MC and 291 MC), the reddish turbidite is separated from
that whitish layer immediately below by thin, alternating
black and olive-gray laminae. According to our varve model,
these 5–10 millimeter-thick layers would correspond to less
than 10 years (Fig. 2d; see X-ray figure of Staubwasser and
Sirocko, 2001).
4.2
Local sedimentation rates by Pb dating, varve
chronology and 14 C ages
Counting of the varves in various cores, including replicate
runs, yielded an age of AD 1888 and AD 1905 in 39 KG
Biogeosciences, 11, 3107–3120, 2014
3112
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
Dry bulk density (g cm-3)
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0
Core depth (cm)
10
20
30
40
MC3
247m
0.4 0.6 0.8 1.0
44KG
MC6
MC5
42KG
258m
543m
386m
313m
Dry bulk density (g cm-3)
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
53KG
825m
39KG
704m
0.4 0.6 0.8 1.0
0.4 0.6 0.8 1.0
0
?
10
?
20
30
40
58KG
876m
76KG
1186m
MC1
1256m
143KG
1281m
72KG
1403m
46KG
1657m
144KG
1943m
79KG
1970m
Figure 3. Correlation of short box (KG) and multicores (MC) by means of their sediment density (here expressed as dry bulk density) profiles
above and below the silt turbidite, used for correlation (stippled line). A sudden increase in density with depth (in centimeters) is evident for
the laminated cores within the OMZ. Density is lowest near the core top and increases with depth by compaction. Below OMZ depths, this
boundary is smoothed by bioturbation, becoming more faint with water depth and distance from the shelf.
and 58 KG, respectively (Fig. 2a, d).210 Pb dating of core
58 KG and of other short sediment profiles indicates that
the younger date of AD 1905 (i.e., about 90 years before
1993/1996) may be more reliable. The error of that data
amounts to not more than 10 %, which conforms to < ± 10
years. The sedimentation rate (SR) has a strong impact on the
respective accumulation rates (ARs) (see Eq. 1), as changes
in dry bulk density are relatively small, and in general show
similar trends with very low values near the core top. The
13 density profiles show a rather uniform density maximum
for the marker turbidite used for the correlation. Density profiles from above that layer show values increasing with water depth. Most profiles for the past ∼ 100–500 years from
OMZ depths show values of < 0.6 g cm−3 with a major shift
at ∼ 1200 m (compare 76 KG and MC1, Fig. 3) to densities
of > 0.7 g cm−3 .
The date of AD 1905 suggests sedimentation rates of
167 cm kyr−1 and 150 cm kyr−1 for the two core profiles,
whereas by the correlation via the marker horizon, sedimentation rates at shallow depth are distinctly higher
(up to 272 cm kyr−1 ). At greater depth and more distant
from the coast, sedimentation rates were lower (46 KG and
144 KG, 44 cm kyr−1 ) (Table 2). Sedimentation rates of
≥ ∼ 200 cm kyr−1 on the shelf (MC2, MC3) are in line with
Limmer et al. (2012), who determined a sedimentation rate
of 195 cm kyr−1 in the core Indus-10 on the inner shelf at
71 m, to the east of the Hab area. In order to support our
stratigraphic models, the AMS 14 C ages from intervals from
above and further below the clay-silt layer in cores M32–
MC1 and M32–MC5 show a difference of 40 14 C years over
Biogeosciences, 11, 3107–3120, 2014
the interval of 7.3 cm in the latter core. The suggested sedimentation rate for that interval is ∼ 180 cm kyr−1 .
Further, the ages of the laminated intervals can be used
to assess the radiocarbon age of the local surface water.
This “reservoir effect” of the ocean water is known to be
highly variable in space and time. As expected, the planktic foraminiferal 14 C dates of the top sediments of MC1
and MC5 yielded negative ages caused by the post-bomb
high atmospheric radiocarbon concentrations (Table 1). In
contrast, the three laminated intervals in cores MC1 and
MC5 from the OMZ yielded uncorrected, “conventional” 14 C
ages of 747 ± 27, 664 ± 25, and 705 ± 23 years, respectively,
that correspond to varve ages of AD 1820, AD 1903, and
AD 1867. From the difference between the varve ages of
175 years, 92 years and 128 years of these depth intervals
(which clearly predate the spike of “bomb” radiocarbon in
1964), and the corresponding “conventional” 14 C ages, we
could determine essentially uniform reservoir ages of 582,
572 and 577 years from the three different 14 C dates. The
average reservoir age of 577 years is different from the 640
years used by von Rad et al. (1999).
4.3 Sedimentation patterns
4.3.1
Bulk and sand fraction analysis across the OMZ
The sediments on the continental margin off the coast of
Pakistan can be described as organic-rich, carbonaceous silty
clays with typically 1–4 % OC content and 15–30 % CaCO3 ,
with deposits on the Makran slope having slightly lower OC
of 1–2.5 % and higher CaCO3 of ∼ 20 % on average than at
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H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
3113
Table 1. List of AMS 14 C dates from latest Holocene laminated sediments of the oxygen minimum zone (OMZ) off Pakistan.
Lab number
Sample
KIA201
KIA202
KIA773
KIA774
KIA775
M32-2MC1, 0–5 cm
M32-2MC1, 18.5–22.5 cm
M32-2MC5, 0–2.5 cm
M32-2MC5, 15–18.5 cm
M32-2 MC5, 26-28 cm
Corrected pMC
100.42 ± 0.33
91.12 ± 0.31
105.05 ± 0.41
92.06 ± 0.32
91.59 ± 0.30
Conventional age (yr)
> AD 1950
747 + 27 / −27 BP
> AD 1950
664 + 28 / −28 BP
705 + 27 / −27 BP
Varve age (yr)*
Reservoir age (yr)
1970
1820
1984
1903
1867
–
582
–
572
577
*assuming constant sedimentation rates (Table 2).
comparable depth on the Indus slope. An exception is the
carbonate-rich facies of relict sands on the shelf, which contain a significant component of biogenic calcite and a bulk
carbonate content of up to 70 % (von Stackelberg, 1972).
These carbonate sands are restricted to shallow water depths
of < 200 m on the Makran side, but are found down to 400 m
below present sea level on the Indus side. The shallow sites
(Fig. 1c) are situated within a relatively flat channel morphology. Above the OMZ the flat shelf may provide space
and substrate for sessile and vagile CaCO3 -producing organisms, which is in line with the high relative abundance and
AR of megafossils at < 250 m water depth (Fig. 4). Below
that depth, the sand fraction decreases to only 0.5–3.0 wt%
(Fig. 2), where most of the coarse fraction is of planktic and
benthic foraminiferal tests with a few hundred to a few thousand spec. g−1 .
Remarkable for OMZ sediments is the high abundance
of benthic foraminifers (Fig. 4). Based on accumulation
rates, we can say that the benthic foraminiferal population at the lower OMZ boundary and below shows stable
but low numbers (∼ 10–50 spec. m−2 yr−1 ), while benthic
foraminifera clearly are more important within the OMZ
(∼ 500–1000 spec. m−2 yr−1 ). The accumulation of benthic
foraminiferal shells is highest in the shallow waters, with
a maximum AR of 4000 spec. m−2 yr−1 on the shelf outside the OMZ. The minimum in the benthic foraminifera frequencies found at the lower OMZ boundary is in contrast to
a maximum in relative abundance of planktic foraminifera,
the latter group making up to 80 % of the sand fraction.
We note also an increase in the AR of planktic foraminifera
and planktic foraminiferal debris, thus causing the dilution effect on the benthic foraminifera. In contrast to other
high-productivity areas, siliceous microfossils (diatoms, radiolarians, silicoflagellates, sponge spicules) are rare in the
sand fraction of the surface sediments. In general, the abundance and relative frequencies of siliceous tests in the coarse
fraction increase with depth; however no clear pattern is
seen, possibly because of the low numbers of less than
100 spec. g−1 .
The accumulation of inorganic particles can be interpreted
mostly as precipitates of small oxides/oxihydroxides (Law et
al., 2009) at the lower OMZ. Pyrite was found sporadically
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inside the spherical tests of the planktic foraminifer Orbulina
universa.
4.3.2
High accumulation rates of bulk sediment
fractions
A general decrease of SRs, and hence ARs, is observed
with increasing water depth. Individual stations at the shelf
edge show a large variability with the highest AR of bulk
sediment of > 4000 mg m−2 d−1 (Fig. 5a). In contrast, the
two sites 42 KG and 44 KG immediately below display only
half of that flux. MC5 shows a slightly higher AR bulk of
2600 mg m−2 d−1 . On the shelf, ARs are highest and show
largest variability. MC6 (543 m, Fig. 1) from the same region
is the uppermost core on the slope and displays a relatively
low AR bulk of 1110 mg m−2 d−1 (Table 2).
The deeper sites (e.g., 39 KG) are situated on the Makran
side of the Hab transect. Also, these sites show, in general,
a decrease of AR bulk, with a decline with water depth and
distance from the shelf from > 2700 to ∼ 1100 mg m−2 d−1
(Fig. 5a). The negative trend is typical for all bulk components (Fig. 5b, c) except for the sediment concentration of
OC (Fig. 5d) that is distinctly lowered at the uppermost sites
at the Indus side of the investigated Hab transect. In contrast, CaCO3 has very high relative and absolute accumulation rates on the shelf, where its relative fraction is about
25 %. At greater depths, that fraction decreases to less than
15 %.
4.3.3
High-flux events (HFEs) during winter caused
incomplete trap time series
The longest trap series (EPT2; see Table 2) collected from
late spring (May 1995) to late winter, but stopped abruptly
in February 1996. An extremely high bulk particle flux of
2000 to > 5000 mg m−2 d−1 was also measured two years before, in early 1994, in shallow traps EPT1 and WPTs (Fig. 6).
WPTd (1470 m) of the same period had the shortest collection period of less than three months, between October 1993
and mid-January 1994 (Table 2). WPTd apparently was not
directly affected by the extreme flux during winter. Collection stopped, although no increase in flux is noticed for that
trap.
Biogeosciences, 11, 3107–3120, 2014
3114
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
Table 2. List of fluxes of lithic matter, calcium carbonate (CaCO3 ), and organic carbon (OC) in the water column (sediment traps EPT1,
EPT2, WPTs and WPTd) and reconstructed accumulation rates (ARs) at the seafloor for 16 short cores at water depths between 196 and
1970 m.
(a) Water column particle flux and composition
Trap
Trap depth
(m)
Sampling
start
Sampling
end
Sampling
(d)
Total flux
(mg m−2 d−1 )
Lith. flux
(mg m−2 d−1 )
CaCO3 flux
(mg m−2 d−1 )
Opal flux
(mg m−2 d−1 )
OC flux
(mg m−2 d−1 )
Lith.
(%)
CaCO3
(%)
Opal
(%)
OC
(%)
EPT1-01
EPT1-02
EPT1-03
EPT1-04
EPT1-05
EPT1-06
590
590
590
590
590
590
15/10/93
06/11/93
28/11/93
20/12/93
11/01/94
02/02/94
05/11/93
27/11/93
19/12/93
10/01/94
01/02/94
23/02/94
22
22
22
22
22
22
504
680
1086
4848
4298
3501
282
464
769
3621
3234
2609
108
138
164
713
639
523
45
43
73
351
297
256
38
19
45
91
71
63
55.96
68.28
70.77
74.68
75.25
74.53
21.5
20.3
15.1
14.7
14.9
14.9
8,9
6.3
6.8
7.2
6.9
7.3
7.56
2.84
4.11
1.87
1.65
1.80
EPT2-01
EPT2-02
EPT2-03
EPT2-04
EPT2-05
EPT2-06
EPT2-07
EPT2-08
EPT2-09
EPT2-10
EPT2-11
EPT2-12
590
590
590
590
590
590
590
590
590
590
590
590
05/05/95
30/05/95
24/06/95
19/07/95
13/08/95
07/09/95
02/10/95
27/10/95
21/11/95
16/12/95
10/01/96
04/02/96
29/05/95
23/06/95
18/07/95
12/08/95
06/09/95
01/10/95
26/10/95
20/11/95
15/12/95
09/01/96
03/02/96
28/02/96
24
24
24
24
24
24
24
24
24
24
24
24
1678
501
688
188
1337
2444
160
142
136
276
4296
4077
1081
326
484
126
1012
1841
106
90
88
190
3270
3124
404
96
109
32
148
225
25
26
24
44
598
530
111
42
51
15
107
226
12
10
9
20
269
281
45
21
24
8
39
84
9
9
8
12
89
79
64.45
65.07
70.43
67.05
75.67
75.34
66.11
63.30
65.15
68.78
76.11
76.63
24.1
19.1
15.8
17.2
11.1
9.2
15.6
18.5
17.7
16.0
13.9
13.0
6.6
8.3
7.5
8.2
8.0
9.3
7.8
7.2
6.6
7.2
6.3
6.9
2.70
4.20
3.50
4.20
2.91
3.44
5.83
6.16
5.90
4.43
2.06
1.93
WPTS1-01
WPTS1-02
WPTS1-03
WPTS1-04
WPTS1-05
WPTS1-06
534
534
534
534
534
534
15/10/93
06/11/93
28/11/93
20/12/93
11/01/94
02/02/94
05/11/93
27/11/93
19/12/93
10/01/94
01/02/94
23/02/94
22
22
22
22
22
22
213
528
413
1424
5105
1564
116
362
230
994
3870
1094
57
97
103
224
738
258
18
33
39
127
334
143
13
21
23
44
90
38
54.32
68.43
55.61
69.79
75.82
69.95
26.5
18.3
25.0
15.7
14.4
16.5
8.4
6.2
9.5
9.0
6.5
9.1
5.94
3.89
5.50
3.09
1.77
2.46
WPTD1-01
WPTD1-02
WPTD1-03
WPTD1-04
1466
1466
1466
1466
15/10/93
06/11/93
28/11/93
20/12/93
05/11/93
27/11/93
19/12/93
10/01/94
22
22
22
22
353
485
471
199
205
332
292
119
74
84
94
45
39
37
46
21
20
18
22
8
58.18
68.48
61.90
59.53
20.9
17.3
19.9
22.5
10.9
7.7
9.7
10.7
5.57
3.62
4.69
4.02
(b) Seafloor sediment accumulation rates and composition.
Cruise
METEOR 32/2
METEOR 32/2
SONNE 90
SONNE 90
METEOR 32/2
METEOR 32/2
SONNE 90
SONNE 90
SONNE 90
SONNE 90
METEOR 32/2
SONNE 90
SONNE 90
SONNE 90
SONNE 90
SONNE 90
Core
Latitude
Longitude
Water depth
(m)
Bulk AR
(mg m−2 d−1 )
Lith. AR
(mg m−2 d−1 )
CaCO3 AR
(mg m−2 d−1 )
Opal AR
(mg m−2 d−1 )
OC AR
(mg m−2 d−1 )
Lith.
(%)
CaCO3 *
(%)
Opal*
(%)
OC*
(%)
MC2
MC3
44 KG
42 KG
MC5
MC6
39 KG
53 KG
58 KG
76 KG
MC1
143 KG
72 KG
46 KG
144 KG
79 KG
24◦ N 37.90
24◦ N 37.90
24◦ N 37.00
24◦ N 36.50
24◦ N 38.40
24◦ N 39.20
24◦ N 50.00
24◦ N 48.60
24◦ N 46.60
24◦ N 40.60
24◦ N 44.80
24◦ N 45.00
24◦ N 39.10
24◦ N 33.20
24◦ N 36.40
24◦ N 36.00
66◦ E 06.40
66◦ E 04.60
66◦ E 01.50
65◦ E 59.00
66◦ E 02.90
66◦ E 01.00
65◦ E 55.00
65◦ E 55.00
65◦ E 49.20
65◦ E 41.20
65◦ E 46.60
65◦ E 44.30
65◦ E 45.40
65◦ E 41.80
65◦ E 35.10
65◦ E 35.10
196
247
258
313
386
543
704
825
876
1168
1266
1281
1403
1657
1943
1970
4090
4178
2093
2096
2663
1053
2740
2611
2630
912
2047
1156
1370
926
1022
1663
2703
1930
1563
1611
2036
832
2252
2133
2142
751
1678
946
1110
1120
846
1378
1178
910
396
351
454
175
318
328
332
115
250
146
187
117
119
193
167
201
112
101
137
55
159
129
141
45
94
63
73
53
56
96
75
92
48
55
66
28
38
44
40
9
31
12
13
8
11
11
66.08
72.46
74.69
76.85
76.46
78.99
82.20
81.71
81.44
82.27
82.00
81.84
81.03
81.74
82.78
82.89
28.1
20.8
18.0
16.0
16.3
14.3
11.0
12.0
12.0
12.0
12.0
12.0
13.0
12.0
11.0
11.0
4.0
4.6
5.1
4.6
4.9
4.5
5.5
4.7
5.1
4.7
4.5
5.2
5.1
5.4
5.2
5.5
1.79
2.11
2.20
2.53
2.37
2.25
1.31
1.61
1.44
0.99
1.50
0.95
0.88
0.86
0.98
0.60
Water depth
(m)
Local SR
(cm ka−1 )
Inorg. AR
(spec. m−2 d−1 )
Megaf. AR
(spec. m−2 d−1 )
Silic. AR
(spec. m−2 d−1 )
PF-Frag. AR
(spec. m−2 d−1 )
P.F. AR
(spec. m−2 d−1 )
B.F. AR
(spec. m−2 d−1 )
PP**
(mg m−2 d−1 )
O2 -BW***
(mg L−1 )
196
247
258
313
386
543
704
825
876
1168
1266
1281
1403
1657
1943
1970
205
272
139
144
183
100
167
144
150
56
100
56
67
44
44
78
74
8
4
13
0
0
3
5
3
1
2
0
3
0
3
0
10 470
3033
92
281
152
43
79
42
21
2
16
2
15
2
4
0
4
63
2
4
21
11
25
5
34
4
23
8
4
1
10
12
33
42
21
6
8
18
14
10
37
52
68
7
22
1
7
3
1137
806
347
358
535
281
258
272
650
267
158
73
74
13
38
63
4434
3681
1082
1025
927
815
471
329
1323
38
100
8
27
15
35
47
711
711
709
708
714
716
758
753
739
717
731
730
714
697
706
706
0.08
0.07
0.07
0.08
0.06
0.05
0.07
0.07
0.11
0.19
0.37
0.38
1.36
1.60
1.97
1.99
(b) ff.
Core
MC2
MC3
44 KG
42 KG
MC5
MC6
39 KG
53 KG
58 KG
76 KG
MC1
143 KG
72 KG
46 KG
144 KG
79 KG
*Suthhof et al., 2000.
**Primary productivity PP ( Antoine et al., 1996).
***Bottom water oxygen O2 -BW (von Rad et al., 1995).
Biogeosciences, 11, 3107–3120, 2014
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H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
Inorg.
0
Silic.
Megaf.
20
0
20
40
60
0
P.F.
P.F.debris
20
0
20
3115
0
20
40
B.F.
60
80
20
40
60
0
500
1000
OMZ
1500
Water depth (m)
2000
2500
A) %
3000
1
10
100 1000 1
100
10000 0
10
100 1
10 100 1000 10
1000
10
100
10000
0
500
OMZ
1000
1500
2000
2500
B) Spec. g-1
3000
0
40
80 0
6000
12000 0
50
100 0
50 0
500 1000 1500 0
2000
4000
0
500
OMZ
1000
1500
2000
C) AR spec. m-2 d -1
Figure 4. Main components of the coarse fraction (> 150 µm) along the Hab transect (see Fig. 1b, c). Inorg. stands for lithogenic and
authigenic particles (quartz, concretions, pyrite, etc.), Megaf. for megafossils (mussels, snails, fish, etc.), Silic. for siliceous biogenic particles
(radiolarians, diatoms, sponge spicules), P.F. debris for fragments of planktic foraminifera shells, P.F. for intact planktic foraminifera, and
B.F. for benthic foraminifera and fragments. The rows display (A) relative abundance (%), (B) concentration (number of spec. g−1 ), and (C)
accumulation rates (AR) of spec. m−2 d−1 of the six categories. OMZ stands for oxygen minimum zone.
Here we define the onset of the winter high-flux period due
to the dramatic shift in bulk flux as high-flux events (HFEs).
According to the definition of Schott et al. (2009), that period in the northern Arabian Sea temporally coincides with
the late winter NE monsoon period, although the timing of
the start of the HFE is slightly different for the two winters
sampled.
In EPT2 the HFE shift is observed from collection period
10 to 11 (10 January 1996). In EPT1 an increase is noticed in
sampling cup 3, and the strong shift is from cup 4 to cup 5 (20
December 1993). For the deployment of the same year further offshore (WPTs and WPTd were programmed to sample flux simultaneously to EPT1 closer onshore, Table 2), the
start of an HFE is fully recorded at the shallow trap WPTs,
but occurs one collection period (22 days) later (cup 4). The
vertical trap particle flux in the Hab area is about 10 times
higher when compared to the open ocean areas of the Arabian
Sea (Haake et al., 1993). Moreover, the flux rates and composition within the water column (Fig. 6b), which could be determined only for a limited period of time, agree rather well
in dimensions, with the accumulation rates and fractions determined at the seafloor (Fig. 5). Both the water column and
seafloor estimates of the bulk flux amount to several thousand mg m−2 d−1 , and the CaCO3 and OC fluxes range from
several tens to several hundreds of mg m−2 d−1 (Table 2). An
elevated trap flux during and after summer (SW) monsoon (in
July/August according to the definition of Schott et al., 2009)
could be recorded in EPT2. It is characterized by a higher
concentration of OC (∼ 2%), whereas all winter fluxes have
www.biogeosciences.net/11/3107/2014/
relatively low OC (∼ 1%). An analysis of the winter coarse
fraction of EPT2 hints at the origin of the HFE matter: small
benthic foraminifera, presumably remobilized from the shelf
and upper slope, constitute up to 10 % of the foraminiferal
flux during the winter season (Schulz et al., 2002).
5 Discussion
Based on our detailed studies of the sediment profiles, the
finding of more than one layer leaves some uncertainty on
the exact patterns displayed by the sedimentation rates. We
described different colors and thicknesses of layers, and observe presumably different event layers deposited one on top
of the other at one site (58 KG). This refutes exact synchronism of that marker bed. We suggest that the red and gray layers are almost synchronous. These are separated by 5–10 thin
sediment laminae (Staubwasser and Sirocko, 2001), since
they were deposited by a similar turbidite or turbid-layertype gravitational deposition process around AD 1905 ± 10.
We believe that our correlative stratigraphic approach by two
event layers may be superior to reconstructions based on
individually dated records. Especially those cores from below the OMZ would be at risk of being biased by bioturbation effects. Thick turbidites clearly form the major sediment
fraction on the central Makran and clearly contrast with the
thin seasonal sediment laminae that characterize the Pakistan
Hab (and Indus) margin sections (Bourget et al., 2010; von
Rad et al., 1995, their Ormara transect). To this end, the few
thick layers in the shallow sediment sections of the Hab area,
Biogeosciences, 11, 3107–3120, 2014
3116
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
a)
6000
Fall intermonsoon
FLUX (OC)/Flux (Lith.)
5000
Winter monsoon
HFE
4000
EPT2
EPT1
3000
2000
WPTs
1000
?
WPTd
0
260
280
300
320
340
360
380
400
420
440
Days (start January 1,1993; traps EPT1, WPTs, WPTd)
Days (start January 1,1995; trap EPT2)
b)
sandwiched between laminated sediments, are unique and offer a good opportunity for correlation.
We find a rather low, stable accumulation of organic carbon below the OMZ with an OC AR of only
∼ 10 mg m−2 d−1 . At these sites, we also notice the very low
but uniform accumulation of benthic foraminifera. The parallel accumulation rates may document the close relationship between the benthic faunas and available OC (food).
This may be valid only for the aerobic fauna. However, approaching the lower margin of the OMZ, significant changes
in the faunal composition have been noticed (Schumacher
et al., 2007). Zobel (1973) observed a strong reduction of
benthic foraminifera at the lower boundary and explained
the gap in the study’s percentage data (Fig. 4) by a benthic community change between a more aerobic deeper water Bulimina aculeata facies and an OMZ Buliminacea biofacies. The high density of benthic foraminifera of ∼ 200–
1000 spec. m−2 yr−1 (live + dead fauna) in the upper part of
the OMZ is in line with the more recent observations showing that benthic foraminifera, as part of the meiofauna, play a
central role in OM cycling. In particular, the form Uvigerina
ex. gr. semiornata is present in the upper part of the Pakistan
OMZ (Larkin and Gooday, 2009). However, off the Indus
margin to the south of Karachi, these authors observe high
benthic foraminiferal densities at the deep OMZ, whereas acBiogeosciences, 11, 3107–3120, 2014
Fall intermonsoon
Winter monsoon
EPT1
WPTs
FLUX (OC)/Flux (Lith.)
Figure 5. Estimated accumulation rates (AR) of selected bulk parameters vs. water depth. Note that upper stations are on the Indus
side, whereas the deeper cores are from the Makran margin. (A)
AR bulk, (B) AR CaCO3 , (C) AR organic carbon OC and (D) sedimentary organic carbon OC (%). OMZ stands for oxygen minimum
zone.
0.15
0.10
WPTd
EPT2
?
0.05
HFE
0.00
260
280
300
320
340
360
380
400
420
440
Days (start January 1,1993; traps EPT1, WPTs, WPTd)
Days (start January 1,1995; trap EPT2)
Figure 6. Summarized details of flux recording prior and during
the winter high-flux events (HFEs) from the four sediment traps
(EPT2, EPT1, WPTs and WPTd). Note that the latter three have
synchronous collection periods (see Table 2). (A) Differences in the
timing of increasing and peak flux in the shallow traps EPT and
WPTs). (B) Composition of settling flux (exemplified by the ratio
of OC / lithic). All traps display similar compositions prior to and
during the HFEs, culminating in an increase of lithic matter. The
shaded area marks the transition from fall intermonsoon (shaded) to
winter monsoon (dark gray). The horizontal axis marks days after
1993 for EPT1, WPTs and WPTd, and days after 1995 for EPT2.
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H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
cumulation rates in the Hab transect on the eastern Makran
show a pattern of decline with water depth, as depicted by
most other sediment properties.
Within the OMZ, sediment profiles are largely intact as
they lack the smoothing effect of bioturbation. As expected,
sedimentation rates are highly variable in an active continental margin setting. It should be mentioned here that neither
the OC AR nor the concentration data of our data set can
provide us with an estimate of the key parameter, which is organic carbon burial efficiency, to assess any potential preservational effect on OC by the OMZ. Here we provide estimates on the age and porosity (which parallels density) of
the sediments, as well as on the O2 content of the local bottom waters (Table 2), but we miss a measure for diffusion
of O2 into the sediment to comment on whether there are
differences in O2 exposure time. Hartnett et al. (1998) indicated that oxygen exposure time is important, especially in
explaining the decline in OC below the OMZ. However, at
no site, even with the sediment trap data, can we determine
the percentage of OC delivered to the sediments that is actually buried.
As a main finding, our profiles show that the upper boundary of the OMZ is characterized by high OC fluxes at the
outer shelf and downslope transport of allochthonous matter.
OC AR (mg m−2 d−1 ) and OC (%) strongly decline from the
upper slope ∼ 400 m to ∼ 800–900 m, and again towards the
lower margin of the OMZ, where both parameters reach low
values at 1200–1300 m and do not decrease further below.
Down to 2000 m water depth, OC ARs are ∼ 10 mg m−2 d−1
(∼ 1.5 % of the regional primary productivity estimate at the
sea surface (720 ± 17 mg OC m−2 d−1 )). On the outer shelf,
at 250 m water depth, that fraction is ∼ 10 % (Table 2).
We suggest that the local shelf drainage system of the Hab
area may be unique, dominated by a seasonally variable deposition of extremely fine-grained matter downslope. Only
very little coarse materials like macrofossil shells or clastic
material escape from the shelf (Fig. 4). Our suggestion is
in line with the findings to the south of our region, where
organic matter on the seafloor of the Indus area is found
strongly degraded in the laminated sediments (Woulds and
Cowie, 2009; Jeffreys et al., 2009; Vandewiele et al., 2009).
However, there is little information on the various sources
and pathways of matter. By the comparatively weak bottom
currents and the very low ventilation, and by of the local
drainage system, the Hab sedimentary environment contrasts
with the other highly productive, low-oxygen margin zones
of the Arabian Sea basin to the west and to the southeast.
For example, OC, C / N, hydrogen index data and mineralogical indicators do not match to the mid-depth oxygenminimum patterns along the highly productive, steep Oman
margin (Pedersen et al. 1992). Attendant downslope reworking and sediment winnowing were found to best explain the
OC patterns found there, but sediment laminae today are
absent from the Oman margin. As reported previously by
Calvert et al. (1995), laminae are also absent, and there is mawww.biogeosciences.net/11/3107/2014/
3117
jor variability in OC content and sediment grain size at any
given depth within the OMZ on the Indian margin. However,
compared to the eastern Makran, on both margins there is
sufficient oxygen to permit some level of bioturbation, even
at the OMZ core, and/or insufficient seasonal change in inputs, resulting in the lack of laminae there. The key point that
can be inferred from the two studies of Pedersen et al. (1992)
and Calvert et al. (1995) is the large range of grain size and
OC contents, associated with strong bottom currents on the
upper slope and shelf, ultimately resulting in more sandy sediments on the West Indian and Oman margins. Coarse sediments and ripple beds were also clearly observed at the OMZ
core off India (von Stackelberg, 1972; Petra Heinz, personal
communication, 2014). On the Indus margin, the OC maximum is found at the lower boundary of the OMZ (Cowie et
al. 1999), as in many transects off India and Oman. Therefore
in these settings, local near-bottom transport and changes in
sediment texture are obviously the dominant control on OC
distribution, overriding any oxygen effect there. In contrast,
our data exhibit an OC maximum near the upper boundary of
the OMZ.
The preservation of laminae (Fig. 2) and the completeness of the sediment profiles (Fig. 3) point to a rather stable sedimentary environment and to the reduced importance
of near-bottom sediment transport off the Makran coastal
zone (Fig. 4). Strong and event-like near-bottom resedimentation events (except the marked clay-silt turbidite) were not
recorded from the sediments during the past ∼ 100 years
in the Hab area and on the upper Indus slope. However,
thin silty event deposits of light-gray color are eventually
interbedded between the seasonal laminae couplets (see “C
layers” in Schulz et al. (1996) and von Rad et al. (2002b);
core photos provided as a supplement).
Unique sedimentary conditions may prevail not only
across the slope (Fig. 2–5) but also in the water column
off the Hab transect. We emphasize that the extremely finegrained, organic and clastic material resuspended from shallow depths during the winter season is one of the main sedimentary factors that causes the OC maximum near the upper continental margin, and plays an important role for the
formation of the Pakistan laminated sediments. Von Rad et
al. (2002b) report that there is continuous lamination in the
Holocene core 56KA at station 39 KG. For at least the past
∼ 5000 years, more than 50 wt% (up to 65 %) of the bulk
matter flux was in the clay fraction, with a small median of
only 1.8 µm.
The phenomenon of a high water column flux on the shelf
and on the upper margin can also be expected in other margin
environments, but has rarely been monitored because of the
small number of sediment trap moorings installed at coastal
and continental margin sites to record the highly dynamic
flux. A good overview of sediment traps issues can be taken
from the global trap compilation study of Žaric et al. (2006).
Only 1 out of 41 casts was found from a shallow open margin
setting with water depths < 1000 m.
Biogeosciences, 11, 3107–3120, 2014
3118
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
For the Pakistan margin, we assume that, due to winter
HFE, sediment trap cups and possibly even the funnels were
filled with sediment. In both sediment trap time series EPT1
and WPTs of 1993/1994, only the first six cups were filled
(Andruleit et al., 2000; Schulz et al., 2002) because trap functions terminated. By the same suspension events traps and
finally became clogged (Fig. 6). Whatever the exact reason
was for the termination of the records, the three traps (except
WPTd) collected a huge amount of suspended matter immediately before they stopped functioning (Fig. 6a). The exact
timing of increases in flux is different for the three traps,
but it is possible that fluxes followed a temporal and spatial evolution: an HFE in 1993/1994 at EPT1 started in the
last weeks of 1993 and was recorded in trap WPTs offshore
only in early 1994. We speculate that the HFE of that winter
evolved in the coastal and/or shelf margin zones and subsequently spread away from the coast to record the high fluxes
20 km further offshore at WPTs one sampling period later.
A very similar winter flux pattern was observed two years
later in EPT2. The increase in fluxes recorded in 1995/1996
started relatively late compared to EPT1.
The average flux composition for the winter period was
very similar between the more coastal sites and WPTs
trap further offshore (Fig. 6b), and the winter flux material
strongly resembles that of the sediments (Table 2). We speculate that the upper water column in the late winter season
must have been loaded to more than 30 km distance from the
shelf edge (2004 m seafloor depth) with a rather uniform sediment suspension. Based on our bulk sediment AR below the
traps, we stress that a “normal” flux of sinking matter (as is
observed in EPT2 before the HFE) would not be high enough
to explain the deposition of several 1000 mg m−2 d−1 of laminated sediment offshore. As an example, we speculate that
the longest time series, EPT2, must have received an HFE
up to 20 000 to 30 000 mg m−2 d−1 . This large winter flux is
needed to balance the low fluxes of only ∼ 750 mg m−2 d−1
recorded during spring, summer and fall in order to reach the
2000 to 2500 mg m−2 d−1 of flux that we reconstructed from
sediment stations MC1 and 58 KG below the EPT moorings.
However, because of the lack of direct observations, we can
only speculate on the temporal and spatial dimensions of the
winter resuspension process.
6
Conclusions
1. A quantitative reconstruction of sediment fluxes using a
combination of high-quality short sediment cores with
sediment trap results leads to a better understanding of
the roles of low-oxygen conditions and of the horizontal vs. vertical particle transport across the easternmost
part of the upper Makran and the northern section of
the Indus margin. As a major finding of the study, we
present here precise estimates of the mass accumulation
rates and a detailed characterization of the different sediment fractions. We estimate that the total error for the
sediment flux reconstructions is < 20 %.
2. Profiling of 210 Pb, sediment AR determinations and 14 C
dating has previously been done on the Pakistan, Indus
and other margins, though not with the spatial coverage
and precision of AR estimates presented in our study.
Our studies indicate that the trends in organic carbon
concentration seen on the Hab/Makran transects are not
typical of other Arabian Sea margins. The identification of an upper-margin organic carbon maximum at
∼ 400 m is supported by sediment flux estimates spanning the entire OMZ down to 2000 m. These estimates
indicate that the main source of the material is from
shallow water depths, from the outer shelf and uppermost continental slope, even though the texture of bulk
sediments on the slope appears to be extremely finegrained (clay-sized).
3. From a source-to-sink perspective, our investigations
imply that important processes of sediment resuspension and dispersal must take place within the water column. Water column processes dominate over the factors of near-bottom transport and preservation. In the
outer shelf area the bulk sediment accumulation rates
are > 4000 mg m−2 d−1 , more than twice the rates at
1000 m water depth. These high rates compare best with
those from the sediment traps EPT and WPT during the
winter season deployed at only ∼ 600 m trap depth.
4. The high-flux events (HFE) documented in our
traps suggest that large-scale sediment suspensions of
> 5000 mg m−2 d−1 spread offshore at the upper slope
in the (NE) monsoon season. This suggests a strong control by the winter monsoon processes on the sedimentary regime and on the formation of the laminated sediments on the Pakistan margin in the northeastern Arabian Sea.
The Supplement related to this article is available online
at doi:10.5194/bg-11-3107-2014-supplement.
Biogeosciences, 11, 3107–3120, 2014
www.biogeosciences.net/11/3107/2014/
H. Schulz and U. von Rad: Vertical and lateral flux on the continental slope off Pakistan
Acknowledgements. The authors thank the editor, Greg Cowie,
for helpful comments and the two anonymous reviewers for their
thorough and constructive reviews. We thank Birgit Stenschke
and Martina Schmidtke for laboratory assistance, Helmut Kawohl
and Rainer Goergens for obtaining high-quality sediment cores,
and Captain Papenhagen and Captain Kull and their skilled
crews for help and good collaboration onboard R.V. SONNE and
R.V. METEOR. The first author wishes to express his sincere
thanks to the Hamburg group of marine biogeochemistry – Venu
Ittekkot, Andreas Suthhof, Tim Jennerjahn, Jörg Tiemann, Martin
Wiesner and Birgit Gaye – for discussions and support. This study
was funded by the German Federal Ministry of Education and
Research (BMBF), projects 03G0090A (PAKOMIN), 03F0137C
(PAKOFLUX) and 03G0806C (CARIMA).
Edited by: G. Cowie
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Lückge, A., Reinhardt, L., Andruleit, H., Doose-Rolinski, H., von
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Nair, R. R, Ittekkot, V., Manganini, S. J., Ramaswamy, V., Haake,
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Schumacher, S., Jorissen, F., Dissard, D., Larkin, K. E., and
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www.biogeosciences.net/11/3107/2014/
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78. Easter Island: Script.
|
Man
| 1,904
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| 1,853
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Wiley, Royal Anthropological Institute of Great Britain and Ireland are collaborating with
JSTOR to digitize, preserve and extend access to Man Your use of the JSTOR archive indicates your acceptance of the Terms & Conditions of Use, available at
http://about.jstor.org/terms 78. Easter Island: Script.
Author(s): O. M. Dalton
Source: Man, Vol. 4 (1904), pp. 115-116
Published by: Royal Anthropological Institute of Great Britain and Ireland
Stable URL: http://www.jstor.org/stable/2839700
Accessed: 27-06-2016 04:09 UTC East ty 0. M. Dalton, M.A., F.S.A. Easter Island: Script. B ar 10 Easter Island: Script. Bty 0. M. Dalton, M.A., F.S.A. The short article on an inscribed tablet published in MAN for the present year 10
(1904.1), though it contained a certain number of references,madeno pretence of providing
a bibliography for the script of Easter island. Mr. N. W. Thomas has suggested that it
might be worth while to add a supplementary series of references, and this I am now
enabled to do, thanks to his co-operation. The follo-wing list, arranged chronologically,
has been selected from a larger one, a number of references having been omitted as
containing information at second or third hand, or mere allusions to the script without
scientific value. The literature relating to Rapa Nui and its antiquities is, of course,
very extensive, but many writers ignore the tablets altogether or just note their existence,
so that the books and papers with which a student of the " hieroglyphs " has to deal are
not so numerous as might have been expected. I must express my regret for the
omission of all mention in the previous article of the two tablets at Vienna described in
Dr. Max Haberlandt's communication in the Vienna Mittheilungena noted below. The
papers in which the script is treated at any length, or which contain suggestive matter,
are marked in the list with an asterisk. It is not to be hoped that this is an exhaustive
bibliography, but it may prove of some little use to students of the ethnography of the
Pacific:- Easter Island Script. Bty 0. M. Dalton, M.A., F.S.A. The short article on an inscribed tablet published in MAN for the present year 10
(1904.1), though it contained a certain number of references,madeno pretence of providing
a bibliography for the script of Easter island. Mr. N. W. Thomas has suggested that it
might be worth while to add a supplementary series of references, and this I am now
enabled to do, thanks to his co-operation. The follo-wing list, arranged chronologically,
has been selected from a larger one, a number of references having been omitted as
containing information at second or third hand, or mere allusions to the script without
scientific value. 78. Easter Island: Script. Author(s): O. M. Dalton
Source: Man, Vol. 4 (1904), pp. 115-116
Published by: Royal Anthropological Institute of Great Britain and Ireland
Stable URL: http://www.jstor.org/stable/2839700
Accessed: 27-06-2016 04:09 UTC 78. Easter Island: Script. Author(s): O. M. Dalton
Source: Man, Vol. 4 (1904), pp. 115-116
Published by: Royal Anthropological Institute of Great Britain and Ireland
Stable URL: http://www.jstor.org/stable/2839700
Accessed: 27-06-2016 04:09 UTC Your use of the JSTOR archive indicates your acceptance of the Terms & Conditions of Use, available at
http://about.jstor.org/terms Your use of the JSTOR archive indicates your acceptance of the Terms & Conditions of Use, available at JSTOR is a not-for-profit service that helps scholars, researchers, and students discover, use, and build upon a wide range of content in a trusted
digital archive. We use information technology and tools to increase productivity and facilitate new forms of scholarship. For more information about
JSTOR, please contact support@jstor.org. Wiley, Royal Anthropological Institute of Great Britain and Ireland are collaborating with
JSTOR to digitize, preserve and extend access to Man Wiley, Royal Anthropological Institute of Great Britain and Ireland are collaborating with
JSTOR to digitize, preserve and extend access to Man 7-78. 19 N. it proves that a complete refoundation was made; the stones below the sand-bed having
been left sunk in the ground and ignored, while a layer of sand was laid over them for
founding a new temple. Thus the view, which we exposed in the digging, of many
courses of stones separated by three or four beds of sand can be read off as recording the
founading of so many separate temples. g
Though no whole dynasty of kings has been brought to light, as in our work at
Abydos, yet the fresh and strong evidence about the early date of some rulers and styles,
and the recovery of two of the finest monuments knowni, and the plans of the series of
temples on a great site, make this year another landmark in the clearing of Egyptian
history. Beside the temple site we worked also in the town, entirely on burnt houses of
Roman age. Thuis we have been able to date a long series of terra-cotta figures, which
are of much finer work than was expected in the third and fourth centuries A.D. And a
tolerablv complete corpus of Romano-Egyptian lamps was made, and the degradation of
types traced throughout more than 1,000 varieties. This may, perhaps, be more fully
described here in future. W. M. FLINDERS PETRIE. This content downloaded from 128.197.26.12 on Mon, 27 Jun 2016 04:09:20 UTC
All use subject to http://about.jstor.org/terms No MA 04. 1872. Revue Maritime, Vol. 35, pp. 105 if., L'1le de P6ques. (Short official report
by Admiral de Lapelin to the Minister of Marine, mentioning visit of the Flore of the
French Pacific squadron to Easter Island in 1872. This is followed by a translation of
the report of Captain Gana of the Chilian vessel O'Higgins. The translator's notes on
p. 121 relate to the tablets and give facts in support of their comparatively recent origin.) g
g
1873. Iswestia (proceedings of the Russian Geographical Society, Vol. VIII.,
p. 42). (Article by Miklucho Maclay.) p
y
y
1873. Compte-rendt de l'Acade'mie des Inscriptions et Belles-lettres, pp. 151-155. (A. de Longperier discusses casts of inscriptions in the collection of the Bishop of Axieri.) g
1876. Zeitschrift fiur Ethnologie, Vol. VIII., p. 37 ff. (Philippi, Uber die Hiero-
glyphen der Osterinsel, ec.: Mentions the receipt at tile Santiago Museum of a third
example of the script, in addition to the original two tablets, casts of which had been
sent to Europe.) 1878. Le Tour du Monde. (Article by Pinart, who reproduces one of the Santiago
casts ; the same writer in Bulletin de la Societe de Geographie, Vol. XVI. (1878),
p. 203, notices figures carved in relief upon stone buildings.) p
g
p
g
1881. A. B. Meyer, Die Bilderschriften des Ostindischen Archipels und der
Siudsee (publication of the Royal Ethnographical Museum at Dresden, printed at
Leipzig), p. 7, plate vi. (The inscription of a tablet is reproduced, and the plates giving
examples of picture-writing from Pelew, Celebes, &c., are interesting for purposes of
contrast and comparison.) 1881. Globus, Vol. XL., p. 375. (Notice by Andree of the preceding work by
Meyer.) 1883. A. Bastian, Zur Naturwissenschaftlichen Behandlungsweise de) Psychologie,
Berlin, pp. 212 ff., with plate reproducing the example in the Museum ftir Volkerkunde,
Berlin. 1883.* Ymer (Stockholm), Vol. III., pp. 182 ff. (H. Stolpe, part of his article on
Pdsk-6n, or Easter Island. This interestinig paper is unfortunately written in Swedish,
and is therefore accessible to a comparatively small number of students. It may be
mentioned that the same author has treated the tattooing of the Easter Islanders in the
Abhandlungen of the Dresden Zoological and Anthropological Museum, Festschrift,
1899, No. 6.) 1886.* Mittheilungen der Anthropologischen Gesellschaft in Wien, pp. 97ff.,
plate x. (M. Haberlandt, ber Schrifttafeln von der Osterinsel. Discusses the
relation of the tablets to genealogy. East The literature relating to Rapa Nui and its antiquities is, of course,
very extensive, but many writers ignore the tablets altogether or just note their existence,
so that the books and papers with which a student of the " hieroglyphs " has to deal are
not so numerous as might have been expected. I must express my regret for the
omission of all mention in the previous article of the two tablets at Vienna described in
Dr. Max Haberlandt's communication in the Vienna Mittheilungena noted below. The
papers in which the script is treated at any length, or which contain suggestive matter,
are marked in the list with an asterisk. It is not to be hoped that this is an exhaustive
bibliography, but it may prove of some little use to students of the ethnography of the
Pacific:- 1866. Globus (published at Brunswick), Vol. XIII., p. 313. (Short account of
Eyraud's nine months" stay in the island; contains the statement that there were tablets
in almost every house.) 1870. Ibid., Vol. XVII., p. 248. (Palmer's account of visit of H.M.S. Topaze.)
1870. Zeitschrift der Gesellschaft fur Erdkunade, Berlin, p. 469. (Letter of
Dr. Philippi to Professor Bastian mentioning the tablets, and the report of Captain
Gana, commander of the O'Higgins, the Chilian vessel which visited the island in 1870.)
1871.* Ibid., pp. 548-551. (Meinicke, Die Holztafein von Rapanui. The writer
protests against any theory of American influence, and rejects the view that the
script was due to a now extinct race. He believes the inscriptions to represent
geneatlogies.) g
g
1872.* Ibid., Vol. VII., pp. 78-81. (Miklucho Maclay, Uber die Rohaurogo,
oder die Holztafeln von Rapanui. Draws attention to the similarity of characters on the
tablets to designs carved on stone statues, &c. The article is followed by remarks by
Professor Bastian (pp. 81-9), who suggests that the subjects of the inscriptions are not
merely genealogies, and may be ceremonial recitations for use at particular feasts.) [ 115 ] This content downloaded from 128.197.26.12 on Mon, 27 Jun 2016 04:09:20 UTC
All use subject to http://about.jstor.org/terms No They are probably not of high antiquity, and are
more important from the point of view of psychology than history.) p
p
p y
gy
y
1889. The American Naturalist, Vol. XXIII., p. 882. (W. Hough mentions th
tablets in an article on the visit of the Mohician.) 1893. Bulletin de Giographie historique et descriptive (Comite' des travaux,
historiques et scientifques, Annee 1892), Paris, 1893, pp. 240-270. (Bishop Jaussen's
posthumous memoir, L'Ile de Paques, edited by the R.-P. Ildefonse Alazard and
containing the vocabularies. See MAN, 1904, p. 2.) 1895.* Le Museon, Revue Internationale, published at Louvain, Vol. XIV.,
p. 415 ff., and Vol. XV., pp. 68-73. (C. de Harlez, reproduction of inscription from a
tablet with the translation given by Metoro to Bishop Jaussen. De Harlez declares it to
be une suite d'images indetpendantes l'une de l'autre, and not a continuous narrative at
all. Cf. MAN, 1904, p. 4.) 1899. Comptes-rendus de la Socie'te de Getographie, Paris, pp. 169-176. (Captain H. Vere Barclay's, R.N., account of visit of H.M.S. Topaze. On p. 175 Captain Barclay says
that the characters on the tablets are not the same as those on the statues, &c. He believes
in a connection with S. America and suspects Maya influence.) 0. M. DALTON. [ 116 1 [ 116 1 This content downloaded from 128.197.26.12 on Mon, 27 Jun 2016 04:09:20 UTC
All use subject to http://about.jstor.org/terms
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Real-time observation of the intravalley spin-flip process in single-layer WS<sub>2</sub>
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EPJ web of conferences
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cc-by
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Real-time observation of the intravalley spin-flip
process in single-layer WS2 In our experiment, spin-polarized carriers are photo-injected by a circularly polarized pump
resonant to the A exciton transition, while their temporal evolution is detected by a co-
circularly polarized probe pulse resonant with either the A or B excitons (red and blue
curves in the central panel in Fig. 1). When the probe is resonant with the A exciton, we observe an instantaneous (i.e. limited by
the temporal resolution ~ 100fs) build-up of the differential transmission (ΔT/T) signal. This positive signal (photo-bleaching, PB) arise from Pauli-blocking in the A excitonic
state On the other hand when the probe is resonant with the B exciton the intravalley spin- In two-dimensional Transition Metal Dichalcogenides (TMDs) interactions with light are
dominated by strongly bounded excitons due to the low-dimensional quantum
confinement[1]. In Mo and W based TMDs, the large spin-orbit coupling lifts the spin
degeneracy of the valence (VB) and the conduction bands (CB) giving rise to the A and B
interband excitonic transitions[2]. Theory predicts the CB spin-ordering in Mo-based TMDs
to be different from W-based TMDs [3]. In the former case, the spins of the electrons in the
lowest CB and in the highest VB at K/K’ are parallel, giving rise to an optically bright A
exciton state while in the latter case they are antiparallel, resulting in a dark A exciton at a
lower energy than the bright one (intravalley dark exciton, see left panel in Fig.1). The
presence of dark excitons has been revealed indirectly from the observation of anomalous
quenching of the PL emission at low temperature in single-layer (1L)-WSe2[4]. Here we use two-colour helicity-resolved pump-probe spectroscopy to directly resolve the
intravalley spin-flip process of the photoexcited electrons in the CB of 1L-WS2. In our experiment, spin-polarized carriers are photo-injected by a circularly polarized pump
resonant to the A exciton transition, while their temporal evolution is detected by a co-
circularly polarized probe pulse resonant with either the A or B excitons (red and blue
curves in the central panel in Fig. 1). When the probe is resonant with the A exciton, we observe an instantaneous (i.e. limited by
the temporal resolution ~ 100fs) build-up of the differential transmission (ΔT/T) signal. This positive signal (photo-bleaching, PB) arise from Pauli-blocking in the A excitonic
state. © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative
Commons Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0/). ,
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505012 Real-time observation of the intravalley spin-flip
process in single-layer WS2 Zilong Wang1, Alejandro Molina-Sanchez2, Patrick Altmann1, Davide Sangalli3, Domenico
De Fazio4, Giancarlo Soavi4, Ugo Sassi4, Federico Bottegoni1, Franco Ciccacci1, Marco
Finazzi1, Ludger Wirtz5, Andrea Ferrari4, Andrea Marini3, Giulio Cerullo1,6 and Stefano Dal
Conte1,* 1Dipartimento di Fisica, Politecnico di Milano, Piazza L. da Vinci 32, I-20133 Milano, Italy
2Institute of Materials Science (ICMUV), University of Valencia, Catedràtico Beltràn 2,
E-46980, Valencia, Spain 1Dipartimento di Fisica, Politecnico di Milano, Piazza L. da Vinci 32, I-20133 Milano, Italy
2Institute of Materials Science (ICMUV), University of Valencia, Catedràtico Beltràn 2,
E-46980, Valencia, Spain 3Istituto di Struttura della Materia (ISM), CNR, Via Salaria Km 29.3, I-00016
Monterotondo Stazione, Italy 3Istituto di Struttura della Materia (ISM), CNR, Via Salaria Km 29.3, I-00016
Monterotondo Stazione, Italy 4Cambridge Graphene Centre, University of Cambridge, 9 JJ Thomson Avenue,
Cambridge CB3 0FA, United Kingdom 4Cambridge Graphene Centre, University of Cambridge, 9 JJ Thomson Avenue,
Cambridge CB3 0FA, United Kingdom g,
,
6IFN-CNR, Piazza L. da Vinci 32, I-20133 Milano, Italy Abstract. We use helicity-resolved transient absorption spectroscopy to
track intravalley scattering dynamics in monolayer WS2. We find that spin-
polarized carriers scatter from upper to lower conduction band by reversing
their spin orientation on a sub-ps timescale. In two-dimensional Transition Metal Dichalcogenides (TMDs) interactions with light are
dominated by strongly bounded excitons due to the low-dimensional quantum
confinement[1]. In Mo and W based TMDs, the large spin-orbit coupling lifts the spin
degeneracy of the valence (VB) and the conduction bands (CB) giving rise to the A and B
interband excitonic transitions[2]. Theory predicts the CB spin-ordering in Mo-based TMDs
to be different from W-based TMDs [3]. In the former case, the spins of the electrons in the
lowest CB and in the highest VB at K/K’ are parallel, giving rise to an optically bright A
exciton state while in the latter case they are antiparallel, resulting in a dark A exciton at a
lower energy than the bright one (intravalley dark exciton, see left panel in Fig.1). The
presence of dark excitons has been revealed indirectly from the observation of anomalous
quenching of the PL emission at low temperature in single-layer (1L)-WSe2[4]. Here we use two-colour helicity-resolved pump-probe spectroscopy to directly resolve the
intravalley spin-flip process of the photoexcited electrons in the CB of 1L-WS2. Real-time observation of the intravalley spin-flip
process in single-layer WS2 On the other hand, when the probe is resonant with the B exciton, the intravalley spin-
flip scattering process (grey arrow in left panel in Fig. 1) from upper to lower CB states
causes a delayed formation (on a time scale τrise) of the PB signal (blue curve in Fig.1b). We find that at 77 K this process occurs on a sub-ps time scale (i.e. ~ 200 fs). ,
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505012 Fig. 1. (Left panel) Sketch of the band structure of 1L-WS2 around the K point of the Brillouin zone. The pump and probe pulses have the same circular polarization. The pump is resonant with the A
exciton while the probe is resonant with either the A (degenerate configuration) or B exciton (non-
degenerate configuration). Only the non-degenerate configuration is sketched for sake of clarity. Only
excitons in K point are excited because of the valley dependent optical selection rules for circular
polarization. The intravalley scattering process (grey arrow) from upper to lower CB state causes the
reduction of the absorption of the probe beam by Pauli blocking and results in a delayed formation of
the bleaching signal around the B exciton. (Central panel) The red and blue curves are the T/T signal
measured in 1L-WS2 at 77K around the A and B excitonic transitions, following excitation of the A
transition. For degenerate pump and probe energies, the build-up dynamics is pulse-width limited,
while the non-degenerate configuration displays a delayed formation. In the inset, T/T around the B
exciton peak is multiplied by 4 to highlight the finite build up time. The grey line is the cross
correlation function between the pump and probe pulses. (Right panel) Temperature dependence of
the B exciton rise time rise. Fig. 1. (Left panel) Sketch of the band structure of 1L-WS2 around the K point of the Brillouin zone. The pump and probe pulses have the same circular polarization. The pump is resonant with the A
exciton while the probe is resonant with either the A (degenerate configuration) or B exciton (non-
degenerate configuration). Only the non-degenerate configuration is sketched for sake of clarity. Only
excitons in K point are excited because of the valley dependent optical selection rules for circular
polarization. Real-time observation of the intravalley spin-flip
process in single-layer WS2 2 2 ,
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onf /201920
pjc
505012 Fig. 2. (Left panel) Calculated band structure of 1L-WS2. The spin-orbit splitting of the valence band
in the K point is in good agreement with the experimental value. In the inset the calculated splitting of
the CB (i.e. 26 meV) is reported on an enlarged scale. (Right panel) Temporal evolution of the
number of carriers in the upper and lower CB state (respectively K,↑ and K,↓) around the K point
after excitation by a 100 fs pump pulse (green curve) centered around the A exciton. Fig. 2. (Left panel) Calculated band structure of 1L-WS2. The spin-orbit splitting of the valence band
in the K point is in good agreement with the experimental value. In the inset the calculated splitting of
the CB (i.e. 26 meV) is reported on an enlarged scale. (Right panel) Temporal evolution of the
number of carriers in the upper and lower CB state (respectively K,↑ and K,↓) around the K point
after excitation by a 100 fs pump pulse (green curve) centered around the A exciton. Real-time observation of the intravalley spin-flip
process in single-layer WS2 The intravalley scattering process (grey arrow) from upper to lower CB state causes the
reduction of the absorption of the probe beam by Pauli blocking and results in a delayed formation of
the bleaching signal around the B exciton. (Central panel) The red and blue curves are the T/T signal
measured in 1L-WS2 at 77K around the A and B excitonic transitions, following excitation of the A
transition. For degenerate pump and probe energies, the build-up dynamics is pulse-width limited,
while the non-degenerate configuration displays a delayed formation. In the inset, T/T around the B
exciton peak is multiplied by 4 to highlight the finite build up time. The grey line is the cross
correlation function between the pump and probe pulses. (Right panel) Temperature dependence of
the B exciton rise time rise. Moreover, the strong dependence of τrise on the lattice temperature strongly suggests that
this relaxation process is mediated by phonons (right panel of Fig. 1). In order to get more insight into the origin and the dynamics of the measured intravalley
relaxation process, we use first-principles calculations based on non-equilibrium many-
body perturbation theory [5]. y p
y
The band structure and the static absorption spectrum of 1L-WS2 are first calculated using
density functional theory within local density approximation by taking into account the
strong spin-orbit interaction (left panel in Fig. 2). The temporal dynamics is obtained by
solving the Kadanoff–Baym equation for the one–body density matrix. In order to simulate
our pump-probe experiments, we impose that the photoexcited carriers occupy only the
upper CB state of the K valley at time zero, while at later times they can scatter into other
electronic states by emitting phonons. y
g p
The right panel in Fig. 2 reports the temporal dynamics of the occupations of upper and
lower CB states. This shows that the upper CB states are quickly depleted by efficient
scattering processes mediated by phonons, while the lower ones are progressively filled on
a temporal scale close to our experimental value. In conclusion, our results shed light on the intravalley spin relaxation process in 1L-WS2,
determining the formation of intravalley dark excitons on a sub-ps timescale. Dark excitons
determine the light emission efficiency of 1L-TMDs. For this reason, understanding the
formation process of dark excitons is of valuable importance for designing 1L-TMDs based
optoelectronic devices such light emitting diodes and polarized photon emitters. References 1. G. Wang, A. Chernikov, M. M. Glazov, T. F. Heinz, X. Marie, T. Amand, and B. Urbaszek, Rev. Mod. Phys. 90, 021001 (2018) 2. T. Cheiwchanchamnangij and W. R. L. Lambrecht, Phys. Rev. B 85, 205302 (2012) 3. K. Kosmider, J. W. Gonzalez and J. Fernandez-Rossier, Phys. Rev. B 88, 245436
(2013). 3. K. Kosmider, J. W. Gonzalez and J. Fernandez-Rossier, Phys. Rev. B 88, 245436
(2013). 4. X.-X. Zhang, Y. You, S. Y. F. Zhao and T. F. Heinz, Phys. Rev. Lett. 115, 257403
(2015). 4. X.-X. Zhang, Y. You, S. Y. F. Zhao and T. F. Heinz, Phys. Rev. Lett. 115, 257403
(2015). 5. A. Molina-Sanchez, D. Sangalli, L. Wirtz and A. Marini, Nano Lett. 17, 4549 (2017) 3 3
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PENTINGNYA PENGUASAAN TENSES BAHASA INGGRIS DALAM BERBICARA
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Jurnal Warta Desa
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PENTINGNYA PENGUASAAN TENSES BAHASA INGGRIS DALAM BERBICARA I Gede Nika Wirawan1* 1Program Studi Sistem Informasi, ITB STIKOM Bali
*Coresponding-Author : nika_wirawan@stikom-bali.ac.id ABSTRAK. Pengabdian kepada mesayarakat ini dilaksanakan pada kelompok
belajar desa Sangeh Badung dalam bentuk kegiatan pengajaran percakapan
bahasa Inggris. Penggunaan tenses dalam melakukan percakapan Bahasa Inggris
sangat penting. Sehingga tujuan kegiatan pengabdian kepada masyarakat ini
adalah untuk meningkatkan keterampilan berbicara Bahasa Inggris siswa-siswa di
kelompok belajar desa Sangeh-Badung. Metode pengajaran yang diterapkan
dalam pelatihan tersebut yaitu metode Communicative Language Taeching in
Secondary Level. Pelatihan Bahasa Inggris ini merupakan Kerjasama antara
kursus Konsultan Bahasa dan Prodi Bahasa Inggris. Di samping itu, kegiatan ini
dilaksanakan secara offline guna mendapatkan hasil kegiatan pembelajaran yang
maksimal. Pada kegiatan pengabdian tersebut, siswa kelompok belajar di desa
Sangeh sangat antusias dan aktif untuk mengikuti pembelajaran atau pelatihan
percakapan Bahasa Inggris. Siswa pada kelompok belajar ini diberikan beberapa
pemahaman tentang tenses Bahasa Inggris yang sering dipakai, yaitu simple
present tense, simple future tense dan simple past tense. Selain itu juga peserta
pengabmas ini juga melakukan latihan percakapan langsungd dengan pengajar
sehingga pengajar bisa memantau langsung terhadap proses perkembangan
peserta didiknya. ______________________
Kata Kunci: Percakapan bahasa Inggris, pengajaran, Kelompok Belajar ______________________
Kata Kunci: Percakapan bahasa Inggris, pengajaran, Kelompok Belajar ______________________
Kata Kunci: Percakapan bahasa Inggris, pengajaran, Kelompok Belajar ABSTRACT. This community service was carried out in Sangeh Badung village
study group in the form of English conversation teaching activities. The use of
tenses in conducting English conversation is very important. Therefore, this
community service activity aimed to improve the English-speaking skills of students
in the Sangeh-Badung village study group. The teaching method applied in the
training was the Communicative Language Taeching in Secondary Level method. This English training was a collaboration between the Language Consultant course
and the English Study Program. In addition, this activity was carried out offline in
order to get the maximum results of learning activities. In these service activities,
study group students in Sangeh village were very enthusiastic and active in
participating in English conversation learning or training. Students in this study
group were given some understanding of the English tenses that were often used,
namely simple present tense, simple future tense and simple past tense. In
addition, these community service participants also conducted direct conversation
exercises with teachers. Therefore, teachers could directly monitor the
development process of their students. ______________________
Keywords: English Conversation, Teaching, Study Group Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 PENDAHULUAN Bahasa Inggris merupakan media yang sangat penting dalam komunikasi di Indonesia. Bahasa Inggris berperan sebagai bahasa global atau dunia. Menurut Crystal (2003), peran bahasa
Inggris dapat dilihat dalam berbagai bidang seperti pada dunia pariwisata, pendidikan, ekonomi,
maupun dalam komunikasi sehari-hari. Ini menandakan bahwa penguasaan terhadap bahasa
Inggris di Indonesia sangat penting sekali. Bahasa Inggris memeiliki peranan yang sangat penting
dan dapat digunakan dalam tujuan tertentu seperti tujuan akademis, peningkatan karir, dan juga
untuk kebutuhan perjanan ke luar negeri. Bahasa Inggris merupakan bahasa asing pertama yang 21 p-ISSN 2776-2572; e-ISSN 2685-2101 Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174
bisa dipelajari sebagai mata pelajaran wajib dari sekolah menengah pertama hingga perguruan
tinggi di Indonesia (Nurcahyani, 2020). Menteri Pendidikan dan Kebudayaan memasukkan mata
pelajaran bahasa Inggris mulai dari sekolah dasar karena bahasa Inggris memiliki peranan yang
sangat penting di Indonesia. Pembelajaran Bahasa Inggris terhadap para siswa untuk mengenal
dasar-dasar bahasa Inggris dimulai sejak dini. Menurut Kusuma, Zakaria & Djuwita (2017), dalam
berbicara mengenai bahasa Inggris, terdapat 4 (empat) keterampilan yang harus dikuasai dalam
belajar bahasa Inggris. Terdapat empat keterampilan yang diperlukan dalam penguasaan Bahasa
Inggris tersebut yaitu keterampilan mendengarkan, keterampilan berbicara, keterampilan membaca,
dan keterampilan menulis. Keterampilan mendengarkan dan membaca disebut receptive skills
karena pelajar hanya menerima dan memahami materi pelajaran yang diajarkan. Sedangkan
keterampilan berbicara dan menulis disebut dengan istilah productive skills karena siswa diharapkan
mampu memproduksi bahasa yang telah dikuasai. Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 bisa dipelajari sebagai mata pelajaran wajib dari sekolah menengah pertama hingga perguruan
tinggi di Indonesia (Nurcahyani, 2020). Menteri Pendidikan dan Kebudayaan memasukkan mata
pelajaran bahasa Inggris mulai dari sekolah dasar karena bahasa Inggris memiliki peranan yang
sangat penting di Indonesia. Pembelajaran Bahasa Inggris terhadap para siswa untuk mengenal
dasar-dasar bahasa Inggris dimulai sejak dini. Menurut Kusuma, Zakaria & Djuwita (2017), dalam
berbicara mengenai bahasa Inggris, terdapat 4 (empat) keterampilan yang harus dikuasai dalam
belajar bahasa Inggris. Terdapat empat keterampilan yang diperlukan dalam penguasaan Bahasa
Inggris tersebut yaitu keterampilan mendengarkan, keterampilan berbicara, keterampilan membaca,
dan keterampilan menulis. PENDAHULUAN Keterampilan mendengarkan dan membaca disebut receptive skills
karena pelajar hanya menerima dan memahami materi pelajaran yang diajarkan. Sedangkan
keterampilan berbicara dan menulis disebut dengan istilah productive skills karena siswa diharapkan
mampu memproduksi bahasa yang telah dikuasai. Keterampilan yang paling penting untuk dikuasai adalah keterampilan berbicara merupakan
keterampilan yang paling penting untuk dikuasai dalam dunia komunikasi sehari-hari. Menurut
Brown (2000), mengajar keterampilan berbicara bukanlah merupakan hal mudah yang dipengaruhi
oleh sejumlah faktor. Ada lima hambatan yang ditemuai oleh seorang pelajar dalam mengikuti
proses pembelajaran di antaranya (1) siswa masih merasa takut untuk membuat kesalahan, (2)
siswa nampaknya tidak memperoleh kesempatan untuk terlibat dalam aktivitas berbicara dalam
kelas, (3) terdapat siswa yang pasif, sehingga siswa merasa enggan untuk terlibat dalam aktivitas
speaking, (4) topik pembelajaran yang disajikan kurang menarik bagi siswa, (5) siswa kadang-
kadang masih berbicara kecil dan pelan sehingga sulit didengar oleh guru. Seorang pengajar harus
bersifat sabar ketika sedang mendampingi peserta pengabmas untuk mendmpingi kegiatan
percakapan Bahasa Inggris agar mendapatkan hasil yang maksimal. Pengajar jugaperlo mendorong
sisiwa agar bisa berbicara lancar dalam Bahasa Inggris dan siswa merasa nyaman ketika didampingi
oleh pengajar dalam melakukan praktik percapakan Bahasa Inggris tersebut. Tarigan (2013) mengungkapkan bahwa berbicara adalah kemampuan untuk mengucapkan
bunyi-bunyi artikulasi atau kata-kata untuk mengekspresikan, menyatakan serta menyampaikan
pikiran, gagasan, dan perasaan. Lebih lanjut, Budiarso (2019) mengungkapkan bahwa, terdapat tiga
kegiatan yang harus diterapkan oleh seorang pengajar dalam aktivitas dalam pelajaran
keterampilan. Siswa sebaiknya mampu membuat kalimat sendiri dalam Bahasa Inggris mereka bisa
meningkatkan kemampuan Bahasa Inggrisnya. Metode asking and answering merupakan metode
pembelajaran yang dapat dilakukan ole siswa secara bergiliran. Peserta pelatihan percakapan
Bahasa Inggris ini nampak sangat antusias dalam proses belajar mengajar yang dilaksanakan
dengan bertujuan untuk meningkatkan kemampuan percakapan Bahasa Inggris dasar peserta. SOLUSI PERMASALAHAN Dalam memberikan pelatihan percakapan bahasa Inggris ini, pengajar menggunakan metode
asking and answering, group work, telling stories. Metode yang diterapkan dalam pelatihan
percakapan Bahasa Inggris ini yaitu Communicative Language Taeching in Secondary Level. Communicative Language Teaching merupakan metode yang didasarkan pada target mengajar dan
pembelajaran bahasa untuk komunikasi kehidupan nyata dan efektif (Seraj & Mamun, 2011). Metode
yang digunakan dalam proses pelatihan percakapan Bahasa Inggris dasar ini yaitu metode
persuasive. Metode yang dilakukan yaitu metode pengumpulan data observasi berdasarkan dengan
mengamati fenomena yang terjadi di tempat pelatihan Bahasa Inggris. Pelatihan Bahasa Inggris
dasar merupakan bentuk pelatihan yang diberikan kepada peserta pengabmas ini. Peserta pelatihan
bahasa Inggris ini nampak sangat antusias di dalam mengikuti pelatihan. Metode pendekatan
kualitatif juga digunakan dalam laporan Pengabdian kepada Masyarakat tentang percakapan
Bahasa Inggris dasar ini. Bogdan dan Taylor dalam Moleong (2010:4) mengungkapkan bahwa 22 p-ISSN 2776-2572; e-ISSN 2685-2101 Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174
metodologi penelitian kualitatif sebagai prosedur penelitian yang menghasilkan data deskriptif
berupa kata-kata tertulis atau lisan dari orang-orang dan perilaku yang bisa kita amati. Teori yang
dikemukakan oleh Muhammad (2011: 30) mengungkapkan bahwa penelitian kualitatif merupakan
jenis penelitian dengan paradigma pos-positivism, yang memiliki tujuan untuk menafsirkan objek
yang akan diteliti dengan menggunakan beberapa metode dan dilaksanakan pada latar alamiah. Ismawati (2012: 9) lebih lanjut mengungkapkan bahwa, penelitian kualitatif merupakan metode
kualitatif karena beberapa faktor. Pengajar dalam melakukan pelatihan percakapan Bahasa Inggris
dasar ini juga menggunakan gerakan tubuh untuk mempercepat pemahaman peserta didik dalam
melakukan pelatihan Bahasa Inggris ini. Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 metodologi penelitian kualitatif sebagai prosedur penelitian yang menghasilkan data deskriptif
berupa kata-kata tertulis atau lisan dari orang-orang dan perilaku yang bisa kita amati. Teori yang
dikemukakan oleh Muhammad (2011: 30) mengungkapkan bahwa penelitian kualitatif merupakan
jenis penelitian dengan paradigma pos-positivism, yang memiliki tujuan untuk menafsirkan objek
yang akan diteliti dengan menggunakan beberapa metode dan dilaksanakan pada latar alamiah. Ismawati (2012: 9) lebih lanjut mengungkapkan bahwa, penelitian kualitatif merupakan metode
kualitatif karena beberapa faktor. Pengajar dalam melakukan pelatihan percakapan Bahasa Inggris
dasar ini juga menggunakan gerakan tubuh untuk mempercepat pemahaman peserta didik dalam
melakukan pelatihan Bahasa Inggris ini. HASIL DAN PEMBAHASAN Para peserta pengabmas ini diberikan pemahaman tentang beberapa tenses Bahasa Inggris
supaya para peserta pengabmas memiliki pemahaman yang baik tentang beberapa tenses yang
digunakan untuk melakukan percakapan Bahasa Inggris dasar ini. Beberapa tenses yang digunakan
untuk melakukan percakapan antara lain simple present, simple future tense dan simple past tense
yang bisa digunakan untuk melakukan percakapan dengan peserta pengabmas. Para peserta
pengabmas mempraktikkan percakapan bahasa Inggris dasar ini secara langsung suppaya bisa
meningkatkan kemampuan berbicara Bahasa Inggris dasar ini. Adapun penggunaan tenses yang
digunakan yaitu simple present tense karena tenses ini dianggap tepat digunakan bagi pemula yang
ingin belajar Bahasa Inggris. Berikut ini merupakan contoh kalimat dalam present tense yang
diberikan sebagai pembekalan kepada para peserta pengabmas tersebut. Tenses dalam bentuk
present tenses ini digunakan untuk meningkatkan kemahiran dalam penguasaan tenses sebelum
melakukan percakapan dalam Bahasa Inggris. Berikut ini merupakan contoh klausa dalam simple
present tense yang diberikan kepada peserta pengabmas berikut ini. •
I get up at 7:00 every day. •
Then I take a shower, get dressed and eat breakfast. •
I leave my house at 8:00 and ride the bus to school. •
I start class at 9:00 on Monday, and 10:00 on Thursday. •
I usually have lunch at 1:00. •
I finish class at 3:30 p.m. •
On Saturday, I sleep in until 11:00. Berikut ini merupakan contoh beberapa pertanyaan yang digunakan dalam simple present
tense. Berikut ini merupakan contoh beberapa pertanyaan yang digunakan dalam simple present
tense. •
What time do you usually wake up? •
What do you do between classes? •
What time do you finish work? Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License •
What do you do in the evening? •
What do you do in the evening? Para peserta pengabmas sebelum melakukan percakapan Bahasa Inggris dengan
temannya, mereka terlebih dahulu akan dilatih dengan membuat kalimat Bahasa Inggris dengan
menggunakan simple present tense dan juga didampingi oleh pengajar. Pendampingan dalam
proses pembelajaran percakapan bahasa Inggris ini untuk memantau langsung tentang kemampuan
Bahasa Inggris para peserta pengabmas secara langsung. Setelah diberikan pembekalan tentang 23 p-ISSN 2776-2572; e-ISSN 2685-2101 Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Jurnal Warta Desa (JWD) is licensed under a
Creative Commons Attribution-ShareAlike 4.0 International License Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174
pemahaman simple present tense ini, peserta pengabmas ini akan melatih percakapan dengan
menggunakan simple present tense berikut ini. Dengan mengasah percakapan ini para peserta
pengabmas akan terbiasa melakukan percakapan dengan beberapa pertanyaan yang digunakan
tersebut. Para peserta pengabmas ini nampak sangat menikmati kegiatan percakapan yang
diberikan oleh pengajar percakapan Bahasa Inggris dasar ini. Proses pelatihan Bahasa Inggris dasar
ini dimulai dengan melakukan greeting dalam bahasa Inggris, kemudian dilanjutkan dengan
mempelajari kosa-kata yang berhubungan dengan kegiatan sehari-hari. Peserta pengabmas juga
kemudian melakukan percakapan bahasa Inggris keperawatan. Kemudian dilanjutkan dengan
mengajari peserta pengabmas tentang bagaimana mengucapkan kosa kata yang diberikan. Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 pemahaman simple present tense ini, peserta pengabmas ini akan melatih percakapan dengan
menggunakan simple present tense berikut ini. Dengan mengasah percakapan ini para peserta
pengabmas akan terbiasa melakukan percakapan dengan beberapa pertanyaan yang digunakan
tersebut. Para peserta pengabmas ini nampak sangat menikmati kegiatan percakapan yang
diberikan oleh pengajar percakapan Bahasa Inggris dasar ini. Proses pelatihan Bahasa Inggris dasar
ini dimulai dengan melakukan greeting dalam bahasa Inggris, kemudian dilanjutkan dengan
mempelajari kosa-kata yang berhubungan dengan kegiatan sehari-hari. Peserta pengabmas juga
kemudian melakukan percakapan bahasa Inggris keperawatan. Kemudian dilanjutkan dengan
mengajari peserta pengabmas tentang bagaimana mengucapkan kosa kata yang diberikan. pemahaman simple present tense ini, peserta pengabmas ini akan melatih percakapan dengan
menggunakan simple present tense berikut ini. Dengan mengasah percakapan ini para peserta
pengabmas akan terbiasa melakukan percakapan dengan beberapa pertanyaan yang digunakan
tersebut. Para peserta pengabmas ini nampak sangat menikmati kegiatan percakapan yang
diberikan oleh pengajar percakapan Bahasa Inggris dasar ini. Proses pelatihan Bahasa Inggris dasar
ini dimulai dengan melakukan greeting dalam bahasa Inggris, kemudian dilanjutkan dengan
mempelajari kosa-kata yang berhubungan dengan kegiatan sehari-hari. •
What do you do in the evening? Peserta pengabmas juga
kemudian melakukan percakapan bahasa Inggris keperawatan. Kemudian dilanjutkan dengan
mengajari peserta pengabmas tentang bagaimana mengucapkan kosa kata yang diberikan. Peserta pengabmas juga diberikan pembekalan tentang pemahaman simple past tense
dalam bahasa Inggris. Sebelum melakukan percakapan, peserta pengabmas diberikan pembekalan
tentang pemahaman tenses ini guna mematangkan teori sebelum melakukan percakapan dengan
menggunakan simple past tense. Nampak para peserta pengabmas melakukan percakapan bahasa
Inggris dengan menggunakan simple past tense. Berikut ini merupakan contoh paragrap dengan
menggunakan simple past tense yang digunakan oleh peserta pengabmas sebelum melakukan
percakapan Bahasa Inggris dasar. Last week I went to Bali Zoo Park by public transportation. I left home at 8 o’clock in the morning
and arrived there around 9 AM. I spent some hours there. I saw many kinds of animals. There were
many wilds animals and many visitors too. It was nice since the weather was not bad. Gambar 1. Terlihat peserta pengabmas sedang mempelajari naskah percakapan. Gambar 1. Terlihat peserta pengabmas sedang mempelajari naskah percakapan. Pada Gambar 1 tersebut terlihat para peserta pengabmas sedang melakukan pemahaman
simple present tense sebelum melakukan percakapan Bahasa Inggris dasar ini. Nampak peserta
yang antusias ketika melakukan percakapan Bahasa Inggris dasar ini. Mereka didampingi oleh
pengajar ketika melakukan percakapan Bahasa Inggris dasar ini. 24 p-ISSN 2776-2572; e-ISSN 2685-2101 Jurnal Warta Desa (JWD) is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 Gambar 2. Terlihat peserta pengabmas sedang mempraktikkan percakapan Bahasa Inggris dasar dengan
menggunakan simple past tense. Gambar 2. Terlihat peserta pengabmas sedang mempraktikkan percakapan Bahasa Inggris dasar dengan
menggunakan simple past tense. Gambar 2. Terlihat peserta pengabmas sedang mempraktikkan percakapan Bahasa Inggris dasar denga
menggunakan simple past tense. Gambar 2. Terlihat peserta pengabmas sedang mempraktikkan percakapan Bahasa Inggris dasar denga
menggunakan simple past tense. Sebelum melakukan percakapan dengan menggunakan simple past tense, para peserta
pengabmas ini diberikan pemahaman teori tentang simple past tense agar peserta pengabmas ini
bisa melakukan percakapan Bahasa Inggris dasar dengan lancar. Beberapa pertanyaan dalam
simple past tense juga diberikan kepada peserta pengabmas ini guna melatih kemampuan berbicara
peserta. KESIMPULAN Para peserta pengabmas ini diberikan pelatihan percakapan bahasa Inggris dasar dengan
menggunakan simple present tense, simple past tense sehingga bisa meningkatkan kemampuan
berbicara dalam Bahasa Inggrisnya. Proses pelatihan Bahasa Inggris dasar ini dimulai dengan
memberikan greeting dalam bahasa Inggris, kemudian dilanjutkan dengan mempelajari kosa-kata
yang berhubungan dengan Bahasa Inggris tingkat dasar. Peserta pengabmas juga kemudian
melakukan percakapan bahasa Inggris keperawatan. Kemudian dilanjutkan dengan mengajari
peserta pengabmas tentang bagaimana mengucapkan kosa kata yang diberikan. Sebelum
melakukan percakapan Bahasa Inggris dasar ini, peserta pengabmas diberikan pembekalan tentang
pemahaman tenses ini guna mematangkan teori sebelum melakukan percakapan dengan
menggunakan simple past tense. Nampak para peserta pengabmas melakukan percakapan bahasa
Inggris dengan menggunakan simple past tense. Pendampingan dalam proses pembelajaran
percakapan bahasa Inggris ini dilakukan untuk memantau langsung tentang kemampuan Bahasa
Inggris para peserta pengabmas secara langsung. Setelah diberikan pembekalan tentang
pemahaman simple present tense ini, peserta pengabmas ini akan melatih percakapan dengan
menggunakan simple present tense. Creative Commons Attribution-ShareAlike 4.0 International License (
)
p
g
g
g
g (
)
g
Budiarso, I. (2019). Analisis Metode Communicative Language Teaching Terhadap Kemampuan Berbicara
Bahasa Inggris Guru-Guru SMK dan SMP Islam Mandiri Bojong Gede Bogor. Jurnal SAP,
3(3), 239–247. Jurnal Warta Desa (JWD) is licensed under a REFERENSI Brown, H. D. (2000). Principles of language learning and teaching (4th ed.). Longman. Budiarso, I. (2019). Analisis Metode Communicative Language Teaching Terhadap Kemampuan Berbicara
Bahasa Inggris Guru-Guru SMK dan SMP Islam Mandiri Bojong Gede Bogor. Jurnal SAP,
3(3), 239–247. Crystal, D. (2003). English as a Global Language (2nd ed.). Cambridge University Press. Encylopedic Dictionary of Applied Linguistics. Blackwell. Kusuma, D., Zakaria, & Djuwita, P. (2017). Manajemen Pembelajaran Bahasa Inggris dalam 25 25 p-ISSN 2776-2572; e-ISSN 2685-2101 Jurnal Warta Desa (JWD) is licensed under a Jurnal Warta Desa (JWD) is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 Vol. 4, No. 1, April 2022, pp. 21~26
DOI: 10.29303/jwd.v4i1.174 Meningkatkan Kemampuan Writing Siswa SMP. Manajer Pendidikan, 11(3), 254–262. Nurcahyani, A. (2020). Peningkatan Keterampilan Berbicara Bahasa Inggris Melalui Media Flash Card
Siswa Kelas 3 SDN Putat 02, Geger, Madiun Tahun Ajaran 2019/2020. Institut Agama Islam
Negeri Ponorogo. Richards, J. C., & Rodgers, T. S. (2001). Approaches and Methods in Language Teaching (2nd ed.). Cambridge University Press. Richards, J. C., & Rodgers, T. S. (2001). Approaches and Methods in Language Teaching (2nd ed.). Cambridge University Press. Seraj, P. M. I., & Mamun, M. A. A. (2011). Speaking and Listening Practice in English Language Learning
through Communicative Language Teaching at HSC Level. Online Journal of G-Science
Implementation and Publication, 2(4). Seraj, P. M. I., & Mamun, M. A. A. (2011). Speaking and Listening Practice in English Language Learning
through Communicative Language Teaching at HSC Level. Online Journal of G-Science
Implementation and Publication, 2(4). Shields-Lysiak, L. K., Boyd, M. P., Iorio, J. P., & Vasquez, C. R. (2020). Classroom greetings: More than
a simple hello. Iranian Journal of Language Teaching Research, 8(3), 41–56. Shields-Lysiak, L. K., Boyd, M. P., Iorio, J. P., & Vasquez, C. R. (2020). Classroom greetings: More than
a simple hello. Iranian Journal of Language Teaching Research, 8(3), 41–56. Tarigan, H. G. (2013). Menulis: Sebagai Suatu Keterampilan Berbahasa. Angkasa. 26 p-ISSN 2776-2572; e-ISSN 2685-2101 Jurnal Warta Desa (JWD) is licensed under a Jurnal Warta Desa (JWD) is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License
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On the Issue of Legislative Regulation of Transferability of Objects of Civil Rights in the Context of the RF Civil Code Reform
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Aktualʹnye problemy rossijskogo prava
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© Борисова Л. В., 2017
* Борисова Лилия Владимировна, кандидат юридических наук, доцент, Финансовый университет при
Правительстве Российской Федерации, доцент Департамента «Правовое регулирование экономиче-
ской деятельности»
grpfa@yandex.ru
125993, Россия, г. Москва, Ленинградский просп., д. 49 ГРАЖДАНСКОЕ И СЕМЕЙНОЕ ПРАВО ГРАЖДАНСКОЕ И СЕМЕЙНОЕ ПРАВО Л. В. Борисова* О проблеме законодательного регулирования
оборотоспособности объектов гражданских прав
в контексте реформы Гражданского кодекса
Российской Федерации Аннотация. В статье выделены и проанализированы отдельные проблемы законодатель-
ного регулирования оборотоспособности объектов гражданских прав. Обращено внимание
на недостатки законодательной техники, допущенные при формулировании ст. 129 ГК РФ,
ее неполноту и противоречие с соответствующими правилами специального законода-
тельства. В частности, отмечено различие содержания термина «оборотоспособность» в
данной норме и иных законодательных актах, показана необходимость расширения крите-
рия ограничения оборотоспособности объектов гражданских прав в совершении сделок по
специальному разрешению. Автором предложены возможные варианты разрешения данных
проблем и противоречий. Высказаны критические замечания относительно исключения из
содержания ст. 129 ГК РФ правил об обращении изъятых из оборота объектов, которые в
силу Федерального закона от 2 июля 2013 г. № 142-ФЗ «О внесении изменений в подраздел 3
раздела I части первой Гражданского кодекса Российской Федерации» признаны ограниченны-
ми в обороте. В связи с этим предложено законодательное выделение необоротоспособной
группы объектов, которые, по мнению автора, могут разграничиваться на три категории:
необоротоспособные объекты в силу присущих им естественных свойств, указаний закона,
либо неразрывной связи с определенным участником гражданского оборота. Статья может быть полезной научным работникам, преподавателям, аспирантам, ма-
гистрантам, студентам юридических факультетов, а также всем интересующимся про-
блемами гражданского права. Ключевые слова: оборотоспособность, объект гражданских прав, вещи, изъятые из оборота
объекты, ограниченные в обороте объекты, гражданский оборот, правовой режим, сделки,
специальное законодательство, правопреемство. Актуальные проблемы российского права. 2017. № 1 (74) январь DOI 10.17803/1994-1471.2017.74.1.126-131 Согласно ч. 1 ст. 8 Конституции Российской
Федерации в Российской Федерации гаранти-
руются единство экономического простран-
ства, свободное перемещение товаров, услуг и
финансовых средств, поддержка конкуренции,
свобода экономической деятельности. вых средств распространяется и на действия,
опосредующие оборот объектов гражданских
прав. Пункт 1 ст. 129 Гражданского кодекса
Российской Федерации (далее — ГК РФ) закре-
пляет общее правило их оборотоспособности,
согласно которому объекты гражданских прав
могут свободно отчуждаться или переходить
от одного лица к другому в порядке универ- Конституционное положение о свобод-
ном перемещении товаров, услуг и финансо- Актуальные проблемы российского права. 2017. № 1 (74) январь 126 Л. В. Борисова
О проблеме законодательного регулирования оборотоспособности объектов гражданских прав Л. В. Борисова Л. В. Борисова
О проблеме законодательного регулирования оборотоспособности объектов гражданских прав Не сводится только к отчуждению и охва-
тывает все формы использования оборот ору-
жия и основных частей огнестрельного оружия
(производство, торговля, продажа, передача,
приобретение, коллекционирование, экспони-
рование, учет, хранение, ношение, перевозка,
транспортирование, использование, изъятие,
уничтожение, ввоз оружия в Российскую Феде-
рацию и вывоз его из Российской Федерации)
(ст. 1 Федерального закона от 13.12.1996 №
150-ФЗ «Об оружии»). сального правопреемства (наследование, ре-
организация юридического лица) либо иным
способом, если они не ограничены в обороте. Из приведенной нормы следует, что,
во-первых, понятие оборотоспособности ха-
рактеризует отношения динамики, поскольку
представляет собой возможность объектов
отчуждаться или переходить от одного лица к
другому. Такое определение рассматриваемо-
го термина соответствует его филологическому
значению, где составляющий термин «обо-
рот» определяется как движение, круговорот,
скорость, движение туда и обратно и т.д. 1, а
также сложившемуся в предшествующие годы
пониманию оборотоспособности в цивилисти-
ческой науке. Например, Е. А. Суханов опре-
деляет оборотоспособность как «способность
служить объектом имущественного оборота
(различных сделок) и менять своих владельцев
(собственников)»2. О. Н. Садиков как «допусти-
мость совершения сделок и иных действий,
направленных на их передачу в рамках граж-
данско-правовых отношений»3. По мнению
В. А. Белова, оборотоспособность есть призна-
ние объектов гражданских прав «товарами —
объектами экономического оборота», как их
«социальное свойство — меновую стоимость»4
и др. Статья 1 Федерального закона от 22 ноября
1995 г. № 171-ФЗ «О государственном регу-
лировании производства и оборота этилово-
го спирта, алкогольной и спиртосодержащей
продукции» называет оборотом закупку (в том
числе импорт), поставку (в том числе экспорт),
хранение и розничную продажу. Аналогичная норма содержится в Феде-
ральном законе от 2 января 2000 г. № 29-ФЗ
«О качестве и безопасности пищевых продук-
тов». 4 Белов В.А. Гражданское право: Общая часть: Учебник. М., 2011. Т. II. Лица, блага, факты. С. 278. Так же.
см.: Харитонова Ю. С. Комм. к ст. 1180 ГК РФ. Комментарий к Гражданскому кодексу Российской Федера-
ции. В 2 т. Т. 1. Части первая, вторая ГК РФ /Под ред. Т.Е. Абовой, А.Ю. Кабалкина. — Ин-т государства и
права РАН. Издательство «Юрайт», 2011. А
б
й
2017 №1 (74)
1 См.: Ожегов С.И., Шведова Н.Ю. Толковый словарь русского языка. М., 1949-1992 ; Бизнес. Толковый
словарь. /Общая редакция И.М. Осадчая. М.,1998. /[Электронный ресурс]: Доступ из справ.- правовой си-
стемы «Консультант плюс»
2 Гражданское право: Учебник: В 4 т. Общая часть / Под ред. Е. А. Суханова. М.: Волтерс Клувер, 2008.
Т. 1. С. 401
3 Комментарий к Гражданскому кодексу Российской Федерации (части первой) (постатейный) /под ред.
О.Н. Садикова. М., 2003. С. 315
4 Белов В.А. Гражданское право: Общая часть: Учебник. М., 2011. Т. II. Лица, блага, факты. С. 278. Так же.
см.: Харитонова Ю. С. Комм. к ст. 1180 ГК РФ. Комментарий к Гражданскому кодексу Российской Федера-
ции. В 2 т. Т. 1. Части первая, вторая ГК РФ /Под ред. Т.Е. Абовой, А.Ю. Кабалкина. — Ин-т государства и
права РАН. Издательство «Юрайт», 2011. 1 См.: Ожегов С.И., Шведова Н.Ю. Толковый словарь русского языка. М., 1949-1992 ; Бизнес. Толковый
словарь. /Общая редакция И.М. Осадчая. М.,1998. /[Электронный ресурс]: Доступ из справ.- правовой си-
стемы «Консультант плюс» 1 См.: Ожегов С.И., Шведова Н.Ю. Толковый словарь русского языка. М., 1949-1992 ; Бизнес. Толковый
словарь. /Общая редакция И.М. Осадчая. М.,1998. /[Электронный ресурс]: Доступ из справ.- правовой си-
стемы «Консультант плюс»
2 Гражданское право: Учебник: В 4 т. Общая часть / Под ред. Е. А. Суханова. М.: Волтерс Клувер, 2008.
Т. 1. С. 401
3 Комментарий к Гражданскому кодексу Российской Федерации (части первой) (постатейный) /под ред.
О.Н. Садикова. М., 2003. С. 315
4 Белов В.А. Гражданское право: Общая часть: Учебник. М., 2011. Т. II. Лица, блага, факты. С. 278. Так же.
см.: Харитонова Ю. С. Комм. к ст. 1180 ГК РФ. Комментарий к Гражданскому кодексу Российской Федера- Актуальные проблемы российского права. 2017. № 1 (74) январь DOI 10.17803/1994-1471.2017.74.1.126-131 Оборотом признаются купля-продажа (в
том числе экспорт и импорт) и иные способы
передачи пищевых продуктов, материалов и
изделий, их хранение и перевозка. В Федеральном законе от 08.01.98 № 3-ФЗ
«О наркотических средствах и психотропных
веществах» (ст. 2) под оборотом понимается
«культивирование растений; разработка, про-
изводство, изготовление, переработка, хране-
ние, перевозка, пересылка, отпуск, реализа-
ция, распределение, приобретение, использо-
вание, ввоз на таможенную территорию Рос-
сийской Федерации, вывоз с таможенной тер-
ритории Российской Федерации, уничтожение
наркотических средств, психотропных веществ
и их прекурсоров, разрешенные и контролиру- Во-вторых, определенный в ст. 129 ГК РФ
объем понятия «оборотоспособность» ограни-
чивается совершением сделок по отчуждению
объекта, что не согласуется со специальным за-
конодательством. Например, земельные участ-
ки, указанные в ст. 27 Земельного кодекса Рос-
сийской Федерации (далее — ЗК РФ) не могут
быть объектами любых сделок, предусмотрен-
ных гражданским законодательством. Актуальные проблемы российского права. 2017. № 1 (74) январь 127 ГРАЖДАНСКОЕ И СЕМЕЙНОЕ ПРАВО емые в соответствии с законодательством Рос-
сийской Федерации». рации»); химическое оружие, объекты по хра-
нению и уничтожению химического оружия,
которые согласно ч. 1 ст. 5 Федерального за-
кона от 2 мая 1997 г. № 76-ФЗ «Об уничтоже-
нии химического оружия» находятся в исклю-
чительном ве́дении Российской Федерации
и в федеральной собственности, управление
которой осуществляется Правительством Рос-
сийской Федерации в установленном поряд-
ке; суда с ядерными энергетическими уста-
новками (п. 2 ст. 12 КТМ РФ) и др. Учитывая изложенное, считаем, что в опре-
делении оборотоспособности объектов граж-
данских прав (п. 1 ст. 129 ГК РФ) необходимо
использовать более обобщенное и соответ-
ствующее специальному законодательству по-
нятие «сделки». В связи с принятием Федерального закона
от 2 июля 2013 г. № 142-ФЗ «О внесении изме-
нений в подраздел 3 раздела I части первой
Гражданского кодекса Российской Федерации»
исследовательский интерес вызывает пункт 2
ст. 129 ГК РФ, определяющий критерии ограни-
чения оборотоспособности объектов граждан-
ских прав. Для устранения данного противоречия,
считаем, что на законодательном уровне
было бы логичным обозначить существо-
вание необоротоспособной группы объек-
тов, тем более что принадлежность таковых
только определенным участникам оборота,
выходит за рамки общего филологического и
цивилистического понимания термина «обо-
ротоспособность», которое, как отмечалось,
связывается с отношениями динамики. То есть
необоротоспособными следует признать объек-
ты, которые могут принадлежать лишь опреде-
ленным участникам оборота и не могут быть
предметом сделок либо переходить от одних
лиц к другим в порядке правопреемства или
иным способом. Актуальные проблемы российского права. 2017. № 1 (74) январь DOI 10.17803/1994-1471.2017.74.1.126-131 На наш взгляд, с точки зрения
ГК РФ и специального законодательства, воз-
можны три категории таких объектов: Анализ специального законодательства в
данном отношении позволяет выделить опре-
деленные проблемы, обусловленные недо-
статками законодательной техники, допущен-
ными при формулировании этого пункта. Первое противоречие выявляется уже при
оценке норм об обращении изъятых из оборо-
та объектов, которые в силу названного феде-
рального закона признаны ограниченными в
обороте. Во-первых, как следует из специального за-
конодательства, ограниченные и до недавнего
времени изъятые из оборота объекты, имеют
разный правовой режим в части совершения
сделок и перехода от одного лица к друго-
му. Особенность режима изъятых из оборота
объектов заключается в том, что они не могут
быть предметом сделок и переходить от одно-
го лица к другому в порядке правопреемства
либо иным способом, тогда как ограниченные
в обороте объекты, к которым таковые теперь
отнесены, могут менять своего хозяина при
наличии специального разрешения (лицен-
зия, квота, свидетельство о государственной
регистрации и др.). Например, не могут быть
объектами сделок, предусмотренных граж-
данским законодательством, названные в п. 4
ст. 27 ЗК РФ земельные объекты; некоторые
объекты культурного наследия (п. 10, 12-14 ст. 9
Федерального закона от 25 июня 2002 г. № 73-ФЗ
«Об объектах культурного наследия (памятниках
истории и культуры) народов Российской Феде- −
необоротоспособные объекты в силу
естественных свойств, например, неотчужда-
емые и непередаваемые иным способом
результаты интеллектуальной деятельности и
приравненные к ним средств индивидуализа-
ции, а также нематериальные блага и личные
неимущественные права, принадлежащие
гражданину от рождения или в силу закона. В числе естественных свойств, исключающих
оборотоспособность данных объектов, мож-
но указать на их нематериальный характер,
неповторяемость, не возможность измерения
с помощью вещно-правовых категорий (вес,
масса) и др. ; −
необоротоспособные объекты в силу
естественных свойств, например, неотчужда-
емые и непередаваемые иным способом
результаты интеллектуальной деятельности и
приравненные к ним средств индивидуализа-
ции, а также нематериальные блага и личные
неимущественные права, принадлежащие
гражданину от рождения или в силу закона. В числе естественных свойств, исключающих
оборотоспособность данных объектов, мож-
но указать на их нематериальный характер,
неповторяемость, не возможность измерения
с помощью вещно-правовых категорий (вес,
масса) и др. ; −
необоротоспособные объекты в силу
естественных свойств, например, неотчужда-
емые и непередаваемые иным способом
результаты интеллектуальной деятельности и
приравненные к ним средств индивидуализа-
ции, а также нематериальные блага и личные
неимущественные права, принадлежащие
гражданину от рождения или в силу закона. DOI 10.17803/1994-1471.2017.74.1.126-131 В числе естественных свойств, исключающих
оборотоспособность данных объектов, мож-
но указать на их нематериальный характер,
неповторяемость, не возможность измерения
с помощью вещно-правовых категорий (вес,
масса) и др. ; −
необоротоспособные объекты по при-
знаку неразрывной связи с определенным
участником гражданского оборота, например,
имущественные права требования выплаты
алиментов, возмещения вреда, причиненно- −
необоротоспособные объекты по при-
знаку неразрывной связи с определенным
участником гражданского оборота, например,
имущественные права требования выплаты
алиментов, возмещения вреда, причиненно- Актуальные проблемы российского права. 2017. № 1 (74) январь 128 Л. В. Борисова
О проблеме законодательного регулирования оборотоспособности объектов гражданских прав Л. В. Борисова Л. В. Борисова
О проблеме законодательного регулирования оборотоспособности объектов гражданских прав Например, не приобретается право собст-
венности на постройку, возведенную с суще-
ственным нарушением градостроительных и
строительных норм и правил (имеющую неу-
странимые нарушения, которые могут повлечь
уничтожение постройки, причинение вреда
жизни, здоровью человека, повреждение или
уничтожение имущества других лиц и др.)5. Такие постройки не могут быть предметом
оборота — их запрещено продавать, дарить,
сдавать в аренду, совершать другие сделки. В
соответствии с ч. 2 ст. 222 ГК РФ самовольные
постройки подлежат сносу. Например, сложив-
шаяся в настоящее время судебная практика
идет по пути отождествления с самовольными
постройками самовольно реконструирован-
ных объектов независимо от характера рекон-
струкции. Реконструкцией признаются работы,
затрагивающие конструктивные характери-
стики здания и влияющие на его надежность
и безопасность (Постановление ФАС ЗСО от
30.10.2006 № Ф04-3743/2006 (26764-А75-39)). го жизни или здоровью, право регрессного
требования и др. ; −
необоротоспособные объекты в силу
закона: запасы материального резерва (п. 3 ст. 4 Федерального закона от 29 декабря 1994 г. №
79 ФЗ «О государственном материальном ре-
зерве»); имущество государственной авиации,
в том числе органов внутренних дел, а также
объекты единой системы организации воздуш-
ного движения (ст. 7 Воздушного кодекса РФ от
19.03.1997 № 60-ФЗ); архивные документы, на-
ходящиеся в государственной или муниципаль-
ной собственности (п. 3—4 ст. 10 Федерального
закона от 22 октября 2004 г. № 125-ФЗ «Об ар-
хивном деле в Российской Федерации») и др. Необоротоспособными
следует
считать
объекты, назначение или свойства которых
признаны законом столь опасными, что пере-
ход от одних лиц к другим и установление на них
государственной собственности не допустимы. К таким объектам относятся поддельные ле-
карства или их незаконные копии (п. 9 ст. 20
Федерального закона «Об обращении лекар-
ственных средств» от 12.04.2010 № 61-ФЗ);
некачественные и опасные пищевые продук-
ты и изделия (ст. 5 Обзор судебной практики по делам, связанным с самовольным строительством, утвержденный Пре-
зидиумом Верховного Суда РФ 19.03.2014 // Бюллетень Верховного Суда РФ. 2014. № 6.
6 Подр. см.: О.А. Беляева. Объекты самовольной постройки: по какому пути идет судебная практика //
Журнал «Арбитражное правосудие в России» № 6/2008 [Электронный ресурс]: Доступ из справ.- правовой
системы «Консультант плюс». д у
р
уд
//
р
уд
6 Подр. см.: О.А. Беляева. Объекты самовольной постройки: по какому пути идет судебная практика //
Журнал «Арбитражное правосудие в России» № 6/2008 [Электронный ресурс]: Доступ из справ.- правовой
системы «Консультант плюс». 5 Обзор судебной практики по делам, связанным с самовольным строительством, утвержденный Пре-
зидиумом Верховного Суда РФ 19.03.2014 // Бюллетень Верховного Суда РФ. 2014. № 6.
6 По р с
О А Бе яева Об е
са ово
ой ос рой
о а о
е с
еб ая ра
а // 7 См.: Определение Верховного суда Российской Федерации от 28 марта 2016 г. № 51-ПЭК16 //[Элек-
тронный ресурс]: Доступ из справ.- правовой системы «Консультант плюс». DOI 10.17803/1994-1471.2017.74.1.126-131 24 Федерального закона «О
качестве и безопасности пищевых продуктов»
от 02.01.2000 № 29-ФЗ); продукция, не соот-
ветствующая санитарным нормам и правилам
(п. 3 ст. 13 Федерального закона «О санитар-
но-эпидемиологическом благополучии насе-
ления» от 30.03.1999 № 52-ФЗ); продукты пи-
тания, медикаменты, товары бытовой химии
и иные товары, по истечении срока годности
(п. 4 ст. 5 Закон РФ от 07.02.1992 № 2300-1 «О
защите прав потребителей») и др. Правила о самовольной постройке приме-
нимы в случаях, когда внутри здания создаются
новые помещения, поскольку таковые являют-
ся самостоятельными объектами недвижимо-
сти с особым гражданско-правовым режимом
владения, пользования и распоряжения и др.6 Изымаются из оборота и уничтожаются за
счет нарушителя контрафактные товары, эти-
кетки, упаковки товаров, на которых размеще-
ны незаконно используемый товарный знак
или сходное с ним до степени смешения обо-
значение (ч.2 ст. 1515 ГК РФ). Например, в не-
давно опубликованном определении Верхов-
ного Суда Российской Федерации от 28 марта
2016 г. № 51-ПЭК16, суды запретили, а также
обязали за свой счет изъять из оборота и унич-
тожить товар импортера питьевой воды Vittel. В
рамках данного спора ООО «Аквалайф» ввозил
воду Vittel на территорию РФ без согласия пра-
вообладателя — АОУТ «Нестле Вотерс Фран». По мнению ООО «Аквалайф», предписание су- Не могут относиться к ограниченным в
обороте объектам самовольные постройки,
фальшивые денежные знаки, контрафактная
продукция. Право собственности на данные
объекты не приобретается, они подлежат сно-
су, изъятию и уничтожению. 5 Обзор судебной практики по делам, связанным с самовольным строительством, утвержденный Пре-
зидиумом Верховного Суда РФ 19.03.2014 // Бюллетень Верховного Суда РФ. 2014. № 6. 6 Подр. см.: О.А. Беляева. Объекты самовольной постройки: по какому пути идет судебная практика //
Журнал «Арбитражное правосудие в России» № 6/2008 [Электронный ресурс]: Доступ из справ.- правовой
системы «Консультант плюс». Актуальные проблемы российского права. 2017. № 1 (74) январь 129 ГРАЖДАНСКОЕ И СЕМЕЙНОЕ ПРАВО К примеру, не может сдаваться в аренду обо-
рудование для производства алкогольной
продукции (п. 6 ст. 8, п. 1 ст. 26 Федерально-
го закона «О государственном регулировании
производства и оборота спирта, алкогольной
и спиртосодержащей продукции»); не могут
быть предметом залога объекты религиозного
назначения (п. 5 ст. 21 Федерального закона «О
свободе совести и религиозных объединени-
ях»); запрещается розничная торговля табач-
ной продукцией на ярмарках, выставках, путем
развозной и разносной торговли, дистанци-
онным способом продажи, с использованием
автоматов и иными способами, за исключени-
ем развозной торговли в случае, предусмот-
ренном частью 2 ст. Актуальные проблемы российского права. 2017. № 1 (74) январь DOI 10.17803/1994-1471.2017.74.1.126-131 19 Федерального закона
от 23.02.2013 № 15-ФЗ «Об охране здоровья
граждан от воздействия окружающего табач-
ного дыма и последствий потребления табака»
и др. дов изъять и уничтожить товар неисполнимо. В
жалобе заявитель настаивал на том, что выпуск
товара в гражданский оборот и его отсутствие
у импортера влечет невозможность принятия
решения о его уничтожении и изъятии из обо-
рота в случае признания его контрафактным. Однако экономическая коллегия ВС РФ, довод
импортера ООО «Аквалайф» об отсутствии у
него товара отклонила: импортер не предста-
вил доказательств, подтверждающих отсутст-
вие у него товара и невозможности исполне-
ния судебного акта7. В заключении приведем еще одно проти-
воречие п. 2 ст. 129 ГК РФ и правил специаль-
ного законодательства, которое заключается
в том, что ограничение объектов гражданских
прав в совершении сделок по специальному
разрешению, не охватывает всех видов, преду-
смотренных специальным законодательством
ограничений, препятствующих их свободному
обращению. Таким образом, специальное законода-
тельство, предусматривает иные виды ограни-
чений оборотоспособности объектов граждан-
ских прав, чем противоречит действующему ГК
РФ. Для устранения данного противоречия счи-
таем необходимым п. 2 ст. 129 ГК РФ изложить
более расширительно: вместо слов «по специ-
альному разрешению», использовать словосо-
четание «с учетом ограничений определенных
законом или в установленном им порядке». Так, не согласуются с данным пунктом ГК
РФ, сделки с соблюдением предусмотренного
законом обязательного порядка (с психотроп-
ными веществами, включенными в Список III,
оборудованием для производства и изготовле-
ния наркотических средств, психотропных ве-
ществ (п. 5 ст. 5 и п. 4 ст. 8 Федерального зако-
на «О наркотических средствах и психотропных
веществах»); драгоценными металлами и кам-
нями из Государственного фонда драгоценных
металлов и драгоценных камней (п. 32 Поло-
жения о Государственном фонде драгоценных
металлов и драгоценных камней утв. Поста-
новлением Правительства РФ от 27 февраля
2003 г. № 127 «Об утверждении Положения о
Государственном фонде драгоценных метал-
лов и драгоценных камней Российской Феде-
рации») и др. В качестве вывода отметим, что, по наше-
му мнению, проблемы законодательного ре-
гулирования оборотоспособности объектов
гражданских прав связаны с различными от-
ступлениями от принципа системности права. Поэтому совершенствование соответствующих
норм должно носить последовательный и си-
стемный характер, основываться на разрабо-
танных в теории гражданского права подходах,
а также проверенных временем правилах за-
конодательной техники. Сходная ситуация наблюдается с запретом
отдельных сделок с некоторыми объектами. Актуальные проблемы российского права. 2017. № 1 (74) январь 130 BORISOVA Liliya Vladimirovna BORISOVA Liliya Vladimirovna
PhD in Law, Associate Professor, Financial Uiversity under the Government of the Russian Federation,
Associate Professor at the Department of Legal Regulation of Economic Activities
grpfa@yandex.ru
125993, Russia, Moscow, Leningradskiy Prospekt, 49 BORISOVA Liliya Vladimirovna
PhD in Law, Associate Professor, Financial Uiversity under the Government of the Russian Federation,
Associate Professor at the Department of Legal Regulation of Economic Activities
grpfa@yandex.ru
125993, Russia, Moscow, Leningradskiy Prospekt, 49 BORISOVA Liliya Vladimirovna
PhD in Law, Associate Professor, Financial Uiversity under the Government of the Russian Federation,
Associate Professor at the Department of Legal Regulation of Economic Activities
grpfa@yandex.ru
125993, Russia, Moscow, Leningradskiy Prospekt, 49 Review. The article highlights and analyses selected issues of legislative regulation of transferability of objects of
civil rights. The attention is drawn to the shortcomings of the legislative technique made in the formulation of Art. 129 of the Civil Code of the Russian Federation, its incompleteness and the contradiction with the relevant rules of
special legislation. In particular, it is noted that there is some difference in the content of the term “transferability”
in this and other legislative acts. The author shows the need to broaden the criteria limiting the transferability of
objects of civil rights in transactions by special permission. The author puts forward possible solutions to these
problems and contradictions. The article provides some critical remarks on the elimination of the rules on the
treatment of seized objects from Art. 129 of the Civil Code, which, due to the Federal law of July 2, 2013 No. 142-
FZ On Amendments to Subsection 3, Section 1, Part 1 of the Civil Code of the Russian Federation, are recognized
to be limited in conveyance. In connection with this, the author proposes legislative allocation of non-transferable
group of objects, which, according to the author, can fall into three categories: non-transferable objects by virtue
of their inherent natural properties, indications of the law, or a seamless connection with a specific member of
the civilian transactions. The article may be useful for researchers, teachers, graduate students, undergraduates, law students, as well
as to all people interested in issues of civil law. Keywords: transferability, the object of civil rights, objects taken out of trade, objects limited in circulation, civil
circulation, legal regime, bargain, special legislation, succession. Актуальные проблемы российского права. 2017. № 1 (74) январь BORISOVA Liliya Vladimirovna Keywords: transferability, the object of civil rights, objects taken out of trade, objects limited in circulation, civil
circulation, legal regime, bargain, special legislation, succession. БИБЛИОГРАФИЯ 1. Белов В. А. Гражданское право: Общая часть: Учебник. М., 2011. Т. II. 1. Белов В. А. Гражданское право: Общая часть: Учебник. М., 2011. Т. II. 1. Белов В. А. Гражданское право: Общая часть: Учебник. М., 2011. Т. II. 2. Гражданское право: Учебник: В 4 Т. Общая часть / Под ред. Е. А. Суханова. М. : Волтерс Клувер, 2008. Т. 1. 2. Гражданское право: Учебник: В 4 Т. Общая часть / Под ред. Е. А. Суханова. М. : Волтерс Клувер, 2008. Т. 1. 3. Комментарий к Гражданскому кодексу Российской Федерации (части первой) (постатейный) / под
ред. О. Н. Садикова. М., 2003. 3. Комментарий к Гражданскому кодексу Российской Федерации (части первой) (постатейный) / под
ред. О. Н. Садикова. М., 2003. Беляева О.А. Объекты самовольной постройки: по какому пути идет судебная практика // Журн
итражное правосудие в России» № 6/2008. СПС «Консультант плюс». 5. Харитонова Ю.С. КомМ. к ст. 1180 ГК РФ. Научно-практический комментарий к Гражданскому кодек-
су Российской Федерации : в 2 т. Т. 2. Ч. 3, 4 ГК РФ / под ред. Т. Е. Абовой, М. М. Богуславского, А. Г. Светла-
нова. — Ин-т государства и права РАН. Издательство «Юрайт», 2011. 5. Харитонова Ю.С. КомМ. к ст. 1180 ГК РФ. Научно-практический комментарий к Гражданскому кодек-
су Российской Федерации : в 2 т. Т. 2. Ч. 3, 4 ГК РФ / под ред. Т. Е. Абовой, М. М. Богуславского, А. Г. Светла-
нова. — Ин-т государства и права РАН. Издательство «Юрайт», 2011. Материал поступил в редакцию 11 октября 2016 г. Материал поступил в редакцию 11 октября 2016 г. REFERENCES (TRANSLITERATION) 1. Belov V. A. Grazhdanskoe pravo: Obshhaja chast’: Uchebnik. M., 2011. T. II. 2. Grazhdanskoe pravo: Uchebnik: V 4 T. Obshhaja chast’ / Pod red. E. A. Suhanova. M. : Volters Kluver, 2008. T. 1. 3. Kommentarij k Grazhdanskomu kodeksu Rossijskoj Federacii (chasti pervoj) (postatejnyj) / pod red. O. N. Sadikova. M., 2003. 4. Beljaeva O.A. Ob#ekty samovol’noj postrojki: po kakomu puti idet sudebnaja praktika // Zhurnal
«Arbitrazhnoe pravosudie v Rossii» № 6/2008. SPS «Konsul’tant pljus». 5. Haritonova Ju.S. KomM. k st. 1180 GK RF. Nauchno-prakticheskij kommentarij k Grazhdanskomu kodeksu
Rossijskoj Federacii : v 2 t. T. 2. Ch. 3, 4 GK RF / pod red. T. E. Abovoj, M. M. Boguslavskogo, A. G. Svetlanova. — In-t
gosudarstva i prava RAN. Izdatel’stvo «Jurajt», 2011. Актуальные проблемы российского права. 2017. № 1 (74) январь 131
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https://openalex.org/W3094426228
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https://tehj.springeropen.com/track/pdf/10.1186/s43044-020-00104-x
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English
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Long-term follow-up of therapeutic efficacy of everolimus-eluting bioresorbable vascular scaffold in comparison to everolimus-eluting stent in treatment of chronic total occlusion guided by intracoronary imaging
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The Egyptian Heart Journal /The Egyptian Heart Journal
| 2,020
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cc-by
| 8,888
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RESEARCH Open Access Long-term follow-up of therapeutic efficacy
of everolimus-eluting bioresorbable
vascular scaffold in comparison to
everolimus-eluting stent in treatment of
chronic total occlusion guided by
intracoronary imaging Mohammad Abdallah Eltahlawi1
, Abdel-Aziz Fouad Abdel-Aziz2
, Abdel-Salam Sherif1,
Khalid Abdel-Azeem Shokry3 and Islam Elsayed Shehata1* Mohammad Abdallah Eltahlawi1
, Abdel-Aziz Fouad Abdel-Aziz2
, Abdel-Salam Sherif1,
Khalid Abdel-Azeem Shokry3 and Islam Elsayed Shehata1* Abstract Background: We hypothesized that 1st generation everolimus-eluting bioresorbable vascular scaffold (BVS) stent
associated with less complication and less restenosis rate than everolimus-eluting stent (EES) in chronic total
occlusion (CTO) recanalization guided by intracoronary imaging. Therefore, we aimed to assess the safety and
performance of BVS stent in CTO revascularization in comparison to EES guided by intracoronary imaging. Our prospective comparative cross-sectional study was conducted on 60 CTO patients divided into two groups
according to type of stent revascularization: group I (EES group): 40 (66.7%) patients and group II (BVS group): 20
(33.3%) patients. All patients were subjected to history taking, electrocardiogram (ECG), echocardiography,
laboratory investigation, stress thallium study to assess viability before revascularization. Revascularization of viable
CTO lesion guided by intracoronary imaging using optical coherence tomography (OCT). Then, long-term follow-up
over 1 year clinically and by multi-slice CT coronary angiography (MSCT). Our clinical and angiographic endpoints
were to detect any clinical or angiographic complications during the follow-up period. laboratory investigation, stress thallium study to assess viability before revascularization. Revascularization of viable
CTO lesion guided by intracoronary imaging using optical coherence tomography (OCT). Then, long-term follow-up
over 1 year clinically and by multi-slice CT coronary angiography (MSCT). Our clinical and angiographic endpoints
were to detect any clinical or angiographic complications during the follow-up period. Results: At 6 months angiographic follow-up, BVS group had not inferior angiographic parameters but without
statistically significant difference (p = 0.566). At 12 months follow-up, there was no difference at end points
between the two groups (p = 0.476). g
p
p
No differences were found at angiographic or clinical follow-up between BVS and EES. Conclusion: This study shows that 1st generation everolimus-eluting BVS is non-inferior to EES for CTO
revascularization. Further studies are needed to clearly state which new smaller footprint BVS, faster reabsorption,
magnesium-based less thrombogenicity, and advanced mechanical properties is under development. We cannot
dismiss the efficacy and safety of new BVS technology. (Continued on next page) © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. * Correspondence: iemshehata@zu.edu.eg * Correspondence: iemshehata@zu.edu.eg
1Department of Cardiology, Faculty of Medicine, Zagazig University, Zagazig
44519, Egypt Full list of author information is available at the end of the article © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72
https://doi.org/10.1186/s43044-020-00104-x Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72
https://doi.org/10.1186/s43044-020-00104-x (2020) 72:72 Eltahlawi et al. The Egyptian Heart Journal
https://doi.org/10.1186/s43044-020-00104-x The Egyptian Heart
Journal * Correspondence: iemshehata@zu.edu.eg
1Department of Cardiology, Faculty of Medicine, Zagazig University, Zagazig
44519, Egypt
Full list of author information is available at the end of the article Sample size estimation p
Assuming a frequency of 2.3% of CTO in controls
and 37.4% in cases, with 80% power and 95% CI, the
estimated sample was 60 patients (OPEN-EPI-Info
version 6). Study site Our study was conducted at the cardiology department
of our hospitals. Inclusion criteria Our study included 60 true or probable CTO patients in
one or more of the coronary arteries with persistence of
severe symptoms (e.g., typical ischemic chest pain, An-
gina equivalent) despite maximum medical therapy (e.g.,
nitrate, anti-platelets, beta-blockers, angiotensin convert-
ing enzyme inhibitors, and statins) with evidence of vi-
able
myocardium
confirmed
by
stress
myocardial
thallium study in the territory of CTO vessels. Tools and instruments Resting ECG, laboratory for analysis of cardiac troponin
I, fasting blood sugar, lipid profile [total cholesterol, tri-
glycerides (TG), HDL and LDL], serum Creatinine,
Creatinine clearance, C-Reactive Protein (CRP), trans-
thoracic echocardiography (TTE), cardiac nuclear stress
thallium study, coronary angiography, percutaneous cor-
onary
intervention
(PCI)
and
optical
coherence Time frame Patients were recruited for 24 months from January
2017 to January 2019. Page 2 of 13 Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 (Continued from previous page)
Trial registration: ZU-IRB#2498/3-12-2016 Registered 3 December 2016, email: IRB_123@medicine.zu.edu.eg
Keywords: Bioresorbable vascular stents, Chronic total occlusion, Coronary artery disease, Drug-eluting stent,
Intracoronary imaging, Multi-slice CT coronary angiography p
p g
Trial registration: ZU-IRB#2498/3-12-2016 Registered 3 December 2016, email: IRB_123@medicine.zu.edu.eg
Keywords: Bioresorbable vascular stents, Chronic total occlusion, Coronary artery disease, Drug-eluting stent,
Intracoronary imaging, Multi-slice CT coronary angiography Exclusion criteria We hypothesized that BVS associated with less com-
plication and less restenosis rate than EES in CTO re-
canalization guided by intracoronary imaging. Therefore,
we aimed to assess the safety and performance of BVS
stent in CTO revascularization in comparison to EES
guided by intracoronary imaging. Patient refusal, extremely calcified tortuous lesions re-
sistant or non-dilatable after trials of plaque modifica-
tion by cutting balloon or rotational atherectomy and
confirmed by OCT evaluation, true bifurcated lesions
with side branch > 2.5mm, reference vessel diameter <
2.5 mm or > 4.5 mm (out of the BVS measures), and
complications treated with metallic stents. Study population The study group comprised 60 patients with true
chronic total occlusion (CTO) diagnosed by coronary
angiography whom scheduled for revascularization of
CTO lesion in our hospital who fulfilled the inclusion
criteria and followed up over 24 months. Background according to type of stent revascularization: group I
(EES group): 40 (66.7%) patients and group II (BVS
group): 20 (33.3%) patients. Coronary artery disease (CAD) has been the main cause
of death in the world [1, 2]. The incidence of CAD is in-
creasing yearly more in younger patients [3, 4]. Coronary
angiography remains the clinical gold standard for diag-
nosis of coronary artery disease [5]. Currently drug-
eluting stents (DES) used for revascularization of CAD
with significant stenosis (> 70%) [6]. Drug carriers of
DES are mainly polymer coatings, which are developed
to carry enough anti-proliferation drug dosage and can
perfectly control the degradation, penetration and re-
lease of everolimus or other drugs. The newly invented
bioabsorbable vascular stent (BVS) have a number of
benefits [7, 8]. First, BVS opens the occlusion of coron-
ary artery. Second, after its absorption, BVS can restore
endothelial function and normal vasomotion. Third,
avoid a “full metal jacket,” precluding future coronary
artery bypass graft (CABG). Previous studies have been
conducted to compare the efficacy of BVS with DES but
the outcomes were inconsistent and remain to be identi-
fied [9–12]. Methods Also we excluded patients with moderate-to-severe
valvular heart disease, prosthetic heart valve, bundle
branches block (LBBB or RBBB), atrial fibrillation (AF),
paced rhythm, an atrioventricular block, restrictive,
hypertrophic, or dilated cardiomyopathies, congenital
heart disease, coronary artery ectasia, previous history of
myocardial infarction, uncontrolled hypertension, hyper-
thyroidism, hypothyroidism, malignancy, or pulmonary,
hepatic, renal, or hematological disorders. Study methodology – All patients were subjected to the following: Full history was taken with special emphasis on
history of risk factors for ischemic heart disease
(IHD) and family history of premature IHD,
including the following: i. Hypertension was defined as the level of office
systolic BP values are ≥140 mmHg and/or
diastolic BP values are ≥90 mmHg which is
equivalent to a 24-h ambulatory blood pres-
sure (ABPM) average of ≥130/80 mmHg or
an home blood pressure monitoring (HBPM)
average of ≥135/85 mmHg in younger,
middle-aged, and older people [13]. ii. Diabetes mellitus was diagnosed based on
presence of two criteria from the following: Laboratory investigations including cardiac
biomarkers: blood samples for troponin were
collected, on presentation. Troponin I was
considered positive if it exceeds the 99th
percentile of normal reference (above 0.01 ng/
mL), fasting blood sugar on admission, lipid
profile: fasting 12 h including total cholesterol,
triglycerides (TG), HDL and LDL, serum
creatinine and creatinine clearance, and CBC. Fasting blood sugar (FBS) ≥126 mg/dL
(7.0 mmol/L) Two-hour post-prandial blood sugar (2 h-
PPBS) ≥200 mg/dL (11.1 mmol/L) during
oral glucose tolerance test (OGTT) (75 g)
HbA1C ≥6.5% (48 mmol/mol) HbA1C ≥6.5% (48 mmol/mol) Random blood sugar ≥200 mg/dL (11.1
mmol/L) [14]. Myocardial perfusion index (MPI): stress
myocardial Thallium study done to all cases of
CTO to detect myocardial viability before
revascularization. iii. Dyslipidemia defined in CTO (very high risk
patients) if LDL-C more than 55 mg/dL (1.4
mmol/L) [15]. Coronary angiography was performed using the
Judkins method. Stents were implanted using a
routine method. Procedure success indicated
residual stenosis < 20%, TIMI flow grade III, and
no acute complication (death, myocardial
infarction, emergency CABG), and no major
adverse cardiac events [(cardiac death,
myocardial infarction, target vessel
revascularization (TVR)] in hospital. Clinical
follow-up was performed at 6 and 12 months. Coronary angiography was performed using the
Judkins method. Stents were implanted using a
routine method. Procedure success indicated
residual stenosis < 20%, TIMI flow grade III, and
no acute complication (death, myocardial
infarction, emergency CABG), and no major
adverse cardiac events [(cardiac death,
myocardial infarction, target vessel
revascularization (TVR)] in hospital. Clinical
follow-up was performed at 6 and 12 months. iv. Study design The present prospective comparative cross-sectional
study included 60 CTO patients divided into two groups Page 3 of 13 Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 tomography (OCT), and multi-slice CT coronary angiog-
raphy (MSCT). with other cardiac disorders as LV hypertrophy
or previous MI. Transthoracic echocardiography (Fig. 1) was
performed using a Vivid 9 system (GE
Healthcare, Little Chalfont, UK) apparatus on
admission for assessment the heart including LV
ejection fraction, wall motion score index, left
ventricular end-systolic volume (ESV), end-
diastolic volume (EDV), and LV ejection fraction
(EF) were measured from apical two and four
chamber views using modified Simpson’s biplane
method and the mean of the two readings was
then taken. End-systole was defined as the frame
with the smallest cavity area and end diastole as
the frame with the largest LV cavity area. The EF
was then calculated using the following formula
for each view: EF (%) = [(EDV −ESV)/EDV] ×
100 [18]. Transthoracic echocardiography (Fig. 1) was
performed using a Vivid 9 system (GE
Healthcare, Little Chalfont, UK) apparatus on
admission for assessment the heart including LV
ejection fraction, wall motion score index, left
ventricular end-systolic volume (ESV), end-
diastolic volume (EDV), and LV ejection fraction
(EF) were measured from apical two and four
chamber views using modified Simpson’s biplane
method and the mean of the two readings was
then taken. End-systole was defined as the frame
with the smallest cavity area and end diastole as
the frame with the largest LV cavity area. The EF
was then calculated using the following formula
for each view: EF (%) = [(EDV −ESV)/EDV] ×
100 [18]. Study methodology Current smoker was defined according to the
National Health Interview Survey (NHIS) as a
person who reports currently smoking
tobacco every day (i.e., daily smoker) or on
some days (nondaily smoker) [16]. v. Family history of CAD was defined as family
history of early coronary artery disease in the
first-degree relatives, male < 55 years and fe-
males < 65 years [17]. Thorough physical examination including pulse,
heart rate, blood pressure (systolic and diastolic),
neck veins, edema of lower limbs, abdominal
examination, chest examinations, and cardiac
examination including inspection, palpation, and
auscultation. – The culprit coronary lesion was clearly
identified by a combination of ECG and
coronary angiography. By complete occlusion
of target artery TIMI 0 more than 3 months. – Lesion is estimated by J score which
calculated from 5 points described by
Christopoulos G et al. (2015) combined 5
baseline clinical and angiographic CTO
parameter one point is given for each of the
following factor that are associated with
lower probability of successful guide wire
crossing: blunt stump, calcification, lesion
bending > 45°, occlusion length > 20 mm A resting baseline 12-lead ECG was carried out
on admission, post-PCI and at regular follow-up
periods (1st, 6th, and 12th months) at a paper
speed of 25 mm/s and amplification of 10 mm/
mv. ECG was analyzed for: ST segment deviation,
Q wave at number of leads with interpreted to
site of old MI. Comparison with a previous ECG,
when available, was valuable especially in patients Page 4 of 13 Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Fig. 1 Method of calculation of biplane Simpson method. LVEDV: Left ventricular end-diastolic volume, LVESV: Left ventricular end-systolic
volume, A4C: Apical 4-chamber view, A2C: Apical 2-chamber view Fig. 1 Method of calculation of biplane Simpson method. LVEDV: Left ventricular end-diastolic volume, LVESV: Left ventricular end-systolic
volume, A4C: Apical 4-chamber view, A2C: Apical 2-chamber view – During procedure activated clotting time
was maintained above 300 ms. – During procedure activated clotting time
was maintained above 300 ms. – During procedure activated clotting time
was maintained above 300 ms. and prior failed attempt to revascularize the
CTO and classified into: J-CTO = 0 is easy,
J-CTO = 1 is intermediate, J-CTO = 2 is
difficult, and J-CTO ≥3 is very difficult
[19]. Results 9- All BVS was deployed after good
preparation using rotablation for highly
fibrotic lesions and assessment of well
deployment by OCT study (Fig. 3). 9- All BVS was deployed after good
preparation using rotablation for highly
fibrotic lesions and assessment of well
deployment by OCT study (Fig. 3). 9- All BVS was deployed after good
preparation using rotablation for highly
fibrotic lesions and assessment of well
deployment by OCT study (Fig. 3). Study methodology and prior failed attempt to revascularize the
CTO and classified into: J-CTO = 0 is easy,
J-CTO = 1 is intermediate, J-CTO = 2 is
difficult, and J-CTO ≥3 is very difficult
[19]. 1- The procedure was done most
frequently by antegrade approach in
75% in both groups and by retrograde
approach in 25% in both groups if
failed trial by antegrade approach. – Quantitative coronary angiography (QCA) was
performed in the first angiography by two
independent investigators who were blinded to
the results. 2- Crossing the occluded segment by
guiding wire then dilatation initially by
small balloon (1 mm) – All patients are loaded by dual anti-platelet
therapy by Aspirin (300 mg) and Clopidogrel
(600 mg once) therapy. 3- After nitroglycerin infusion up to (600
mcg), vessel size and lesion length were
determined by quantitative coronary
angiography (QCA). – All clinical, laboratory, and coronary
angiographic data were evaluated by 2
independent investigators who were not
involved in the angiographic procedures. 4- Pre-dilatation of entire lesion by
correct balloon size. Technical steps for percutaneous coronary
intervention (PCI) 5- Optical coherence tomography (OCT)
(Fig. 3): FD-OCT (C7-XR system) using
dedicated software (Medis Qlvus 3.0
with OCT quantification software) was
used to analyze morphological and ana-
tomical characteristics before stent im-
plantation in all cases. 1- Preprocedural
– PCI strategy was decided to each case
according to revision of coronary
angiography and clinical examination
(contralateral injection, guiding catheter
choice, antegrade, or retro-grade
approach). 6- Optimal pre-dilatation by either cutting
or noncompliant balloon to decrease
risk of under expansion of stent area. 2- Intraprocedural steps Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Page 5 of 13 7- Stent implantation according to OCT
measurement either 1st generation
BVS or 3rd generation EES. 7- Stent implantation according to OCT
measurement either 1st generation
BVS or 3rd generation EES. 7- Stent implantation according to OCT
measurement either 1st generation
BVS or 3rd generation EES. Correlations between variables were analyzed using the
Pearson correlation coefficient. All data were analyzed
using SPSS software version 22 (SPSS, Inc. Chicago, IL,
USA). 8- BVS implantation by increasing pressure
by 2 ATM every 5 s up to 12–14 ATM
with overlapping by only 1–2 mm. 8- BVS implantation by increasing pressure
by 2 ATM every 5 s up to 12–14 ATM
with overlapping by only 1–2 mm. Echocardiography data on admission (Table 3)
No significant difference was found between both group
regarding EF (p = 0.652). Echocardiography data on admission (Table 3)
No significant difference was found between both groups
regarding EF (p = 0.652). No significant difference was found between both groups
regarding EF (p = 0.652). Diastolic dysfunction is present in 97% in EES group
and 100% in BVS group (p = 0.476). Statistical methods As regards to wall motion, there was no wall motion
abnormalities in 57.5% in EES group and in 50% in BVS
group, anterior hypokinesia 32.5% in EES group, and
35% in BVS group and inferior hypokinesia 10% in both
groups and 5% lateral wall hypokinesia in BVS group. The statistical analysis was conducted following the
principles as specified in International Council for
Harmonization (ICH) Topic E9 (ICH1998). For continu-
ous measurements, data were presented using mean,
median, standard deviation, minimum, and maximum,
and for the categorical measurements, data were pre-
sented using absolute/relative frequencies and percent-
ages. To
find
the
association
between
categorical
variables, a chi-squared test or Fisher exact test was
used. For all statistical analyses, a p value of less than or
equal to 0.05 was considered to indicate a significant
difference. Clinical presentation on admission (Table 2) 3- Post-procedural
– All patients were treated by dual anti-
platelet therapy after the procedure. Patient symptoms were assessed according to chest pain
and dyspnea. There was no significant difference be-
tween both groups regarding symptoms (p >0.05). p
py
p
Follow up:
*Intraprocedural: acute procedural success was
achieved by TIMI flow 3 and stenosis less than
20% without any complications. Intraprocedural complications were recorded. *1st, 6th and 12th month: Clinical follow up at
1st, 6th, and 12th month done for chest pain
and hospitalization and major adverse
cardiovascular events (MACE). Any death from
unknown cause was considered cardiac. Evidence of myocardial damage as CK > 3
times of upper limit of normal and troponin >
5 times upper limit of normal. All patients
underwent multi-slice CT coronary angiog-
raphy (MSCT) after 6 months and after 12
months to detect any in-stent restenosis. Follow up:
*Intraprocedural: acute procedural success was
achieved by TIMI flow 3 and stenosis less than
20% without any complications. Intraprocedural complications were recorded. *1st, 6th and 12th month: Clinical follow up at
1st, 6th, and 12th month done for chest pain
and hospitalization and major adverse
cardiovascular events (MACE). Any death from
unknown cause was considered cardiac. Evidence of myocardial damage as CK > 3
times of upper limit of normal and troponin >
5 times upper limit of normal. All patients
underwent multi-slice CT coronary angiog-
raphy (MSCT) after 6 months and after 12
months to detect any in-stent restenosis. Follow up: Regarding clinical examination, we found no signifi-
cant difference between both group in respect to BP,
pulse, and murmur (p > 0.05). Baseline clinical characteristics
Demographic data (Table 1) Baseline clinical characteristics showed approximately
90% of study were male and baseline clinical characteris-
tics were similar between 2 groups. Mean age of patients
was 57 ± 6.98 in DES group and 56.15 ± 9.25 in BVS
group (p = 0.568). 10- If we need post-dilatation, this would
be done using shorter NC balloon at
nominal pressure with maximal in-
crease of balloon size 0.5 mm above
stent size. There was no significant difference between both
groups regarding age, sex, DM, hyperlipidemia, HTN,
history of MI, family history of premature CAD, and
previous PCI or CABG (p > 0.05). 11- OCT: OCT study done with visual
assessment during procedure to entire
segment and NC balloon post-
dilatation if any residual stenosis
appeared. Laboratory investigations on admission (Table 3)
There was no significant difference between both groups
as regard to CBC and serum creatinine (p > 0.05).
No significant difference was found between 2 groups Laboratory investigations on admission (Table 3)
There was no significant difference between both groups
as regard to CBC and serum creatinine (p > 0.05). There was no significant difference between both groups
as regard to CBC and serum creatinine (p > 0.05). No significant difference was found between 2 groups
as regard to ECG which reveal normal in 42% in EES
group and 35% in BVS group (p = 0.202). Myocardial perfusion index on admission (MPI) (Table 3) There was no significant difference between both groups
regarding myocardial perfusion index which revealed vi-
able myocardium in 32.5% in EES group and 20% in
BVS group (p = 0.84). Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Page 6 of 13 Table 1 Demographic data
History (risk factors)
EES group
BVS group
Test
p value
Sig. No. = 40
No. = 20
Age
Mean ± SD
57.38 ± 6.98
56.15 ± 9.25
0.574b
0.568
NS
Range
45–75
34–80
Sex
Male
37 (92.5 %)
19 (95%)
0.463b
0.457
NS
Female
5 (12.5 %)
1 (5%)
DM
Negative
19 (47.5%)
8 (40.0%)
0.881a
0.459
NS
Positive
21 (52.5)
12 (60.0%)
Hyperlipidemia
Negative
5 (12.5%)
0 (0.0%)
2.727a
0.099
NS
Positive
35 (87.5%)
20 (100.0%)
HTN
Negative
17 (42.5%)
6 (30.0%)
0.881a
0.348
NS
Positive
23 (57.5%)
14 (70.0%)
History of MI
Negative
24 (60.0%)
14 (70.0%)
0.574a
0.449
NS
Positive
16 (40.0%)
6 (30.0%)
Family history of premature CAD
Negative
31 (77.5%)
17 (85.0%)
0.469a
0.494
NS
Positive
9 (22.5%)
3 (15.0%)
Previous PCI, CABG
Negative
27 (67.5%)
17 (85.0%)
2.088a
0.148
NS
Positive
13 (32.5%)
3 (15.0%)
NS non-significant, S significant, HTN hypertension, MI myocardial infraction, CAD coronary artery disease, PCI percutaneous coronary intervention, CABG coronary
artery bypass graft
aChi-square test
bIndependent t test NS non-significant, S significant, HTN hypertension, MI myocardial infraction, CAD coronary artery disease, PCI percutaneous coronary intervention, CABG coronary
artery bypass graft
aChi-square test
bIndependent t test Angiographic and procedure characteristics
Intraprocedural and post-procedural aspect during
intervention (Table 4 and Fig. 2) Angiographic and procedure characteristics
Intraprocedural and post-procedural aspect during
intervention (Table 4 and Fig. 2)
Baseline lesion data presented in Table 4 revealed
LAD and RCA were the most frequent index lesion in total study population and each presents 45% of
total study population, while LCX presents 10%. y p p
p
The procedure was done most frequently by antegrade
approach in 75% in both groups and by retrograde ap-
proach in 25% in both groups. Retrograde approach was y
The procedure was done most frequently by antegrade
approach in 75% in both groups and by retrograde ap-
proach in 25% in both groups. Retrograde approach was Baseline lesion data presented in Table 4 revealed
LAD and RCA were the most frequent index lesion Table 2 Clinical presentation on admission
Symptoms and signs
EES group
BVS group
Test
p value
Sig. No. BP blood pressure, SBP systolic blood pressure, DBP diastolic blood pressure, MR mitral regurgitation, NS non-significant, S significant
aChi-square test Myocardial perfusion index on admission (MPI) (Table 3) 5 (12.5%)
1 (5.0%)
LAHB
0 (0.0%)
3 (15.0%)
NAD
17 (42.5%)
7 (35.0%)
Echo
EF (%)
Mean ± SD
57.55 ± 7.55
56.45 ± 11.11
0.453b
0.652
NS
Range
45–73
40–85
DD (grade)
I
1 (2.5%)
0 (0.0%)
0.508a
0.476
NS
II
39 (97.5%)
20 (100.0%)
Wall motion
No
23 (57.5%)
10 (50.0%)
2.161a
0.540
NS
Anterior
13 (32.5%)
7 (35.0%)
Inferior
4 (10.0%)
2 (10.0%)
Lateral
0 (0.0%)
1 (5.0%)
MPI
Viable
13 (32.5%)
4 (20%)
2.063
0.840
NS
Ischemia anterior
5 (12.5%)
4 (20%)
Ischemia inferior
6 (15%)
5 (25%)
Ischemia lateral
2 (5%)
1 (5%)
Mixed scar anterior
7 (17.5%)
3 (15%)
Mixed scar inferior
7 (17.5%)
3 (15%)
aChi-square test
bIndependent t test, NS non-significant, S significant, CBC complete blood count, DD diastolic dysfunction, ECG electrogardiogram Table 3 Lab, echocardiographic data, and myocardial perfusion index (MPI) on admission i square test
dependent t test, NS non-significant, S significant, CBC complete blood count, DD diastolic dysfunction, ECG electrogardiogram C
squa e test
bIndependent t test, NS non-significant, S significant, CBC complete blood count, DD diastolic dysfunction, ECG electrog simple balloon inflation without progressing to cardiac
tamponade. failed to cross CTO site in another 5 (4.0%) patients;
those 5 patients had another trial of successful antegrade
approach. There were no significant differences in re-
spect to angiographic characteristics of the lesion be-
tween success and failure groups. Concerning in-hospital outcome in the current study,
there was no reported mortality during hospitalization
period, Q wave myocardial infarction developed in 1.6%
of study population and non Q wave myocardial infarc-
tion developed in 2.4%. Evaluation of index lesion was done by J score which
revealed no significant difference between both groups
(p = 0.022) in J score. Post-dilatation was done in 95% of DES group and
100% of BVS group with no significant different between
both groups (p = 0.309). Myocardial perfusion index on admission (MPI) (Table 3) = 40
No. = 20
Chest pain
Negative
2 (5%)
0 (0%)
1.034
0.309
NS
Positive
38 (95%)
20 (100%)
Dyspnea
Negative
29 (72.5%)
17 (85%)
1.165
0.281
NS
Positive
11 (27.5%)
3 (15%)
BP
Normal
40 (100%)
20 (100%)
–
–
–
SBP
Mean ± SD
112.98 ± 3.5
114.67 ± 3.22
1.809
0.076
NS
Range
100–120
100–120
DBP
Mean ± SD
74.52 ± 1.7
74.80 ± 1.34
0.643
0.523
NS
Range
70–80
70–80
Pulse
Mean ± SD
74.05 ± 5.81
72.45 ± 4.97
1.053b
0.297
NS
Range
60–86
65–76
Murmur
No
29 (72.5%)
16 (80.0%)
0.400a
0.527
NS
MR
11 (27.5%)
4 (20.0%)
BP blood pressure, SBP systolic blood pressure, DBP diastolic blood pressure, MR mitral regurgitation, NS non-significant, S significant
aChi-square test
bIndependent t test Table 2 Clinical presentation on admission Table 2 Clinical presentation on admission Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Page 7 of 13 Table 3 Lab, echocardiographic data, and myocardial perfusion index (MPI) on admission
EES group
BVS group
Test
p value
Sig. No. = 40
No. = 20
Lab
Hemoglobin
Mean ± SD
13.5 ± 0.68
13.2 ± 0.89
1.448b
0.153
NS
Range
12–14
12–14
Creatinine
Mean ± SD
0.97 ± 0.13
0.99–0.08
−0.639b
0.525
NS
Range
0.4 – 1.2
0.8–1.2
ECG
NAD
17 (42.5%)
7 (35.0%)
7.265a
0.202
NS
Poor R wave progression
3 (7.5%)
2 (10.0%)
Q wave and inf. 7 (17.5%)
4 (20.0%)
Q wave and ant. 8 (20.0%)
3 (15.0%)
T inversion ant. Angiographic and procedure characteristics Regarding angiographic procedure in current study, we
found that occluded stent just occurred in 2 patients
(10%) of BVS group and 4 patients (10%) of EES group
at 6 months follow-up without significant difference be-
tween both groups. This large percent can be explained
by our small sample size. Unstable
angina
(UA)
requiring
hospitalization
(Table 5) There was no significant difference between
both
groups
as
regard
unstable
angina
requiring
hospitalization at 6 months and 1 year follow-up (p =
0.566 and 0.476 respectively). Our study in comparable with primary end point of
absorb III trials which showed target lesion failure (TLF)
at 12 months, this trial included 2008 patients (revascu-
larization by BVS was 1322 and revascularization by
DES 686) which showed TLF was 7.8% in BVS group
and 6.1% in DES group. So absorb III trials provides ad-
equate result of non-inferiority of BVS against DES in
treatment of CTO lesions [22]. Baseline clinical characteristics Baseline clinical characteristics Regarding the age of patients in the current study ranged
from 34 to 80 years, with mean age of (58 ± 8.6) years. The mean age of the sample in the present study is com-
parable to the mean age of patients enrolled in study by
Hoye et al. (2005) (59.8 ± 11.1 years); however, Morino
et al. (2010) reported a higher mean age in his study on
outcomes of PCI in patients with CTOs (66.9 ± 11 years)
[20, 21]. Mortality during the follow-up period (Table 5) Fol-
low-up of all study population up to 1 year revealed no
mortality reported in any group. Non-fatal MI (Table 5) During the follow-up period,
there was no reported MI in any group at the 1st and
6th month of follow up. However, there was one MI case
in EES group at 1 year follow up while none in BVS
group (p = 0.476). The baseline characteristics and risks factors were
comparable between the two study groups. Clinical outcome and follow-up
All MACE results No significant difference was found in stent size be-
tween both groups (p = 0.219). Post-procedural follow-up (Table 5) All study popula-
tion of both groups was on dual anti-platelet for at least
1 year post-procedural. TIMI III flow was achieved in Coronary perforation occurred only in one patient
(0.05%) of BVS group and was managed successfully by Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Page 8 of 13 Table 4 Intraprocedural and post-procedural aspect during intervention
PCI
DES group
Absorb group
Test
p value
Sig. No. = 40
No. = 20
Artery
LAD
18 (45.0%)
9 (45.0%)
0.000a
1.000
NS
RCA
18 (45.0%)
9 (45.0%)
LCX
4 (10.0%)
2 (10.0%)
Antegrade or retrograde
Antegrade
30 (75.0%)
15 (75.0%)
0.000a
1.000
NS
Retrograde
10 (25.0%)
5 (25.0%)
J score
Median (IQR)
3 (3 – 4)
3 (3–4)
−0.679c
0.497
NS
Range
3–4
2–4
Pre-dilatation
Done
40 (100.0%)
20 (100.0%)
–
–
–
Post-dilatation
Not done
2 (5.0%)
0 (0.0%)
1.034a
0.309
NS
Done
38 (95.0%)
20 (100.0%)
Stent length
Mean ± SD
32.53 ± 9.46
29.40 ± 8.61
1.242b
0.219
NS
Range
15–48
18–38
DAPT
Given
40 (100.0%)
20 (100.0%)
–
–
–
TIMI flow intraprocedure
II
2 (5.0%)
0 (0.0%)
1.034a
0.309
NS
III
38 (95.0%)
20 (100.0%)
Coronary perforation
occurred
0 (0%)
1 (0.05%)
0.000a
1.000
NS
NS non-significant, S significant
aChi-square test
bIndependent t test
c
h Table 4 Intraprocedural and post-procedural aspect during intervention 95% in DES group and 100% of BVS group with reveal
no significant difference (p = 0.309). The CT Coronary angiography results Multi-slice CT coronary angiography (MSCT) (Table
5 and Fig. 3) No significant difference was found be-
tween both groups at 6 months follow-up by MSCT
which revealed patent stent in 90% and 10% occluded
stent in both groups (p = 1.000). Page 9 of 13 Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Fig. 2 a Coronary angiography of CTO of osteal LAD with J-CTO score complexity = 2. b Trial of antegrade approach c Successful retrograde
approach. d Successful revascularization of total LAD by DES Fig. 2 a Coronary angiography of CTO of osteal LAD with J-CTO score complexity = 2. b Trial of antegrade approach c Successful retrograde
approach. d Successful revascularization of total LAD by DES Absorb-CTO-registry which included 35 patients with
true CTO lesion clearly showed that BVS use in CTO in
feasible with good mid-term efficacy and 6 months
follow-up by multi-slice computed tomography identifies
only 2 cases scaffold re-occlusion without any major ad-
verse event. Safety and feasibility of BVS implantation in
CTO has been confirmed in this registry [23]. These re-
sults were matched with our study results. gained popularity recently with increased success rates
as shown in several case reports and small series of se-
lected patients [25]. Retrograde approach requires good special devices,
such
as
micro
catheters,
dedicated
guide
wires,
shorter guide catheters, or longer length guide wires,
and should be performed with experienced operators
and support staff. Another Ghost-CTO-registry which included 21 pa-
tients who had CTO lesions which treated by BVS and
followed up after 1 year by OCT showed overall favor-
able vascular response and healing profile [24]. These re-
sults are also comparable with our study. Retrograde approach was successful in 15 (25%) pa-
tients, and was failed to cross CTO site in another 5
(4.0%) patients, those 5 patients had another trial of suc-
cessful antegrade approach. There were no significant
differences in respect to angiographic characteristics of
the lesion between success and failure groups. In our study, the lesion location of CTOs were in left
anterior descending artery (LAD) in 45% of cases, right
coronary artery (RCA) in 45% of cases, and left circum-
flex artery (LCX) in 10% of cases. The CT Coronary angiography results However, the conventional factors such as severe calci-
fication, severe tortuosity, significant side branch at the
CTO site and CTO length, which are shown to be inde-
pendent predictors of successful procedure via antegrade
approach in various studies [26] are not shown to have
any significant impact on outcomes during retrograde
recanalization in our study. In the current study, all patients had initial attempt of
wiring through antegrade approach, if antegrade ap-
proach was failed, then retrograde approach was tried. Retrograde approach has been described initially via
the bypass grafts and more recently the use of septal col-
laterals has been described to be safe and efficient. Retrograde approach for recanalization of CTO has There was no difference between both groups possibly
due to that conventional factors are not important when
the retrograde techniques are applied, as the wire Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Page 10 of 13 Table 5 Post-procedural follo-up Table 5 Post-procedural follo-up
EES group
BVS group
χ2 test
p value
Sig. No. = 40
No. = 20
Mortality
1 month
Negative
40 (100%)
20 (100%)
–
–
–
Positive
0 (0%)
0 (0%)
6 months
Negative
40 (100%)
20 (100%)
–
–
–
Positive
0 (0%)
0 (0%)
1 year
Negative
40 (100%)
20 (100%)
–
–
–
Positive
0 (0%)
0 (0%)
Non-fatal MI
1 month
Negative
40 (100%)
20 (100%)
–
–
–
Positive
0 (0%)
0 (0%)
6 months
Negative
40 (100%)
20 (100%)
–
–
–
Positive
0 (0%)
0 (0%)
1 year
Negative
39 (97.5%)
20 (100%)
0.508
0.476
NS
Positive
1 (2.5%)
0 (0%)
UA requiring hospitalization
1 month
Negative
40 (100%)
20 (100%)
–
–
–
Positive
0 (0%)
0 (0%)
6 months
Negative
25 (62.5%)
14 (70%)
0.330
0.566
NS
Positive
15 (37.5%)
6 (30.0%)
1 year
Negative
39 (97.5%)
20 (100%)
0.508
0.476
NS
Positive
1 (2.5%)
0 (0%)
Multi-slice CT (MSCT)
6 months
Patent
36 (90%)
18 (90%)
0.000
1.000
NS
Occluded
4 (10%)
2 (10%)
1 year
Patent
36 (90%)
18 (90%)
0.000
1.000
NS
Occluded
4 (10%)
2 (10%)
MI myocardial infarction, UA unstable angina Fig. 3 First panel from the Lt. side: Coronary angiography of CTO of mid RCA with J-CTO score complexity = 2. Second panel: Post-BVS
implantation of 3 overlapped BVS Absorb (3.0 × 28; 3.5 × 28, and 3.5 × 28 mm (84 mm length). The CT Coronary angiography results Third panel: OCT Post-BVS implantation. Fourth
panel: 6 months MSCT follow-up. Fifth panel: OCT 12 months post-BVS Fig. 3 First panel from the Lt. side: Coronary angiography of CTO of mid RCA with J-CTO score complexity = 2. Second panel: Post-BVS
implantation of 3 overlapped BVS Absorb (3.0 × 28; 3.5 × 28, and 3.5 × 28 mm (84 mm length). Third panel: OCT Post-BVS implantation. Fourth
panel: 6 months MSCT follow-up. Fifth panel: OCT 12 months post-BVS Page 11 of 13 Page 11 of 13 Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 no significance between 2 groups about MACE at 12
months follow-up. manipulation is done in retrograde fashion to gain ac-
cess to either true or false lumen and to complete the
procedure with adjunctive techniques. Our study shows non inferiority of BVS stent in CTO
comparable with EES which matched with absorb III
trial. However, our study of small population size limit
data to show advantage of BVS on DES. Regarding
procedure
related
complication
in
the
current study, there was no reported cases of mortality
or stent thrombosis, this might be due to operators ex-
perience and use of intense anti-platelet regimen and
limited number of patients. The knowledge that PCI does not prevent MI or pro-
long life in stable or stabilized coronary disease is well
established. This was reinforced by the COURAGE and
OAT trials in which PCI did not provide incremental ben-
efits in hard end points such as MI or mortality above
contemporary medical management. However, because
COURAGE did not address CTOs specifically and OAT
addressed only subacute post-MI occlusions, the general-
ized ability of these trials to CTO is not clear [29] One of the most fatal complications during CTO inter-
vention is coronary perforation and tamponade [21]. In spite of angiographic coronary perforation was fre-
quently observed during CTO treatment, so evaluating
the clinical significance of angiographic perforation is
critically important, and goal must be to avoid cardiac
tamponade. Furthermore, the COURAGE nuclear substudy dem-
onstrated event reduction in patient with moderate to
severe
ischemia. The
CTO
populations
are
often
enriched with patients with high ischemic burden who
may likely benefit from recanalization [30]. In the current study, coronary perforation occurred
only in one patient (0.05%) of BVS group and was man-
aged successfully by simple balloon inflation without
progressing to cardiac tamponade. Clinical outcome and follow-up Concerning in-hospital outcome in the current study,
there was no reported mortality during hospitalization
period, Q wave myocardial infarction developed in 1.6%
of study population and non Q wave myocardial infarc-
tion developed in 2.4%. Limitations of the study This study was limited by its small sample size in pa-
tients from a two medical centers. Second generation
BVS was not used for comparison as it is still under de-
velopment. We need longer follow up to detect the out-
come of BVS. Clinical implication Close figures were reported by Lemos et al. (2004)
who reported no death, TLR, TVR or Q wave MI, but
incidence of 7.4% of non Q wave MI [27]. ○We believe that 1st generation everolimus-eluting
bioresorbable vascular scaffold (BVS) stent associated
with less complication and less restenosis rate than
everolimus-eluting stent (EES) in chronic total occlu-
sion (CTO) recanalization guided by intracoronary
imaging. After the introduction of DES, several studies demon-
strated that DES markedly reduce the incidence of
angiographic restenosis and repeat revascularization in
selected patients with relatively noncomplex lesions. In
patients with CTO lesions, there are several trials com-
paring the efficacy of DES with BMS but studies com-
paring individual DESs against BVS are limited [28]. ○Further follow-up data should be done on a large
scale in order to provide evidence for how to follow-up
and treat those patients. Regarding 12-month clinical follow-up in our study,
no mortality occurred in all study population in both
arms, and at 6 months follow-up unstable angina oc-
curred in 37% with EES and 30% in BVS stent group
which agreement with other previous studies from mul-
tiple randomized controlled trials (RCT) while revealing The CT Coronary angiography results Similar figure was reported by Morino et al. (2010)
and they reported incidence of 0.4%. These figures are
considered low compared with the previous reports (a
range of 0.8% to 1.9%) [21]. Coronary BVS are attractive therapeutic option in inter-
ventional cardiology; BVS backbone is made of poly-
lactoide and coated by thin layer of poly-dilactrole. It re-
leases everolimus and is fully degraded to H2O and CO2
in 2–3 years. BVS seems to offer several theoretical advan-
tage over metallic stent, as it gives temporary mechanical
support of vessel wall; therefore, long-term endothelial
function and structure are not affected, and a possible fu-
ture surgical revascularization is not compromised [31]. Potential hypotheses to explain low incidence of car-
diac tamponade are adequate hemostatic procedures as
needed, reduction of prolonged and aggressive antegrade
guide wire manipulation. Thanks to the introduction of
retrograde approaches. Although a careful evaluation is
required, procedural continuation could be considered
with angiographic coronary perforation. Conclusion In light of our findings, we conclude that our study
showed that 1st generation everolimus-eluting BVS is
non-inferior to EES for CTO revascularization. Further
studies are needed to clearly state which new smaller Page 12 of 13 Page 12 of 13 Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Eltahlawi et al. The Egyptian Heart Journal (2020) 72:72 Received: 5 July 2020 Accepted: 5 October 2020 Received: 5 July 2020 Accepted: 5 October 2020 Funding The study was performed with no funding sources. Received: 5 July 2020 Accepted: 5 October 2020 footprint BVS, faster reabsorption, magnesium-based
less thrombogenicity, and advanced mechanical proper-
ties is under development. We cannot dismiss the effi-
cacy and safety of new BVS technology. BVS by Abbott
should focus on simple and short lesion. Various studies
did not provide better outcome with long-term patency
in tortuous, long, calcified lesions. Biotronik, biomime
bioabsorbable stents came in and needs more compara-
tive study. Consent for publication Consent for publication
Not applicable. Not applicable. 13. Williams B, Mancia G, Spiering W, Agabiti Rosei E, Azizi M, Burnier M,
Clement DL, Coca A, De Simone G, Dominiczak A, Kahan T (2018) 2018 ESC/
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CTO: Chronic total occlusion; DES: Drug-eluting stents;
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lipoprotein; IHD: Ischemic heart disease; LBBB: Left bundle branch block;
LDL: Low-density lipoprotein; MACE: Major adverse cardiovascular events;
MPI: Myocardial perfusion index; MSCT: Multi-slice CT coronary angiography;
NHIS: National Health Interview Survey; OCT: Optical coherence tomography;
OGTT: Oral glucose tolerance test; PCI: Percutaneous coronary intervention;
QCA: Quantitative coronary angiography; RBBB: Right bundle branch block;
TG: Triglycerides; TTE: Transthoracic echocardiography; TVR: Target vessel
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Application and outcomes of a hybrid approach to chronic total occlusion
percutaneous coronary intervention in a contemporary multicenter US
registry. Int J Cardiol 198:222–228. https://doi.org/10.1016/j.ijcard.2015.06.093 20. Hoye A, van Domburg RT, Sonnenschein K, Serruys PW (2005) Percutaneous
coronary intervention for chronic total occlusions: the Thoraxcenter experience
1992–2002. Eur Heart J 26:2630–2636. https://doi.org/10.1093/eurheartj/ehi498 21. Morino Y, Kimura T, Hayashi Y, Muramatsu T, Ochiai M, Noguchi Y,
Kato K, Shibata Y, Hiasa Y, Doi O, Yamashita T (2010) In-hospital
outcomes of contemporary percutaneous coronary intervention in
patients with chronic total occlusion: insights from the J-CTO Registry
(Multicenter CTO Registry in Japan). JACC Cardiovasc Interv 3:143–151. https://doi.org/10.1016/j.jcin.2009.10.029 22. Stone GW, Kimura T, Gao R, Kereiakes DJ, Ellis SG, Onuma Y, Chevalier B,
Simonton C, Dressler O, Crowley A, Ali ZA (2019) Time-varying outcomes
with the absorb bioresorbable vascular scaffold during 5-year follow-up: a
systematic meta-analysis and individual patient data pooled study. JAMA
Cardiol 4:1261–1269. https://doi.org/10.1001/jamacardio.2019.4101 23. Capodanno D, Gori T, Nef H, Latib A, Mehilli J, Lesiak M, Caramanno G,
Naber C, Di Mario C, Colombo A, Capranzano P (2015) Percutaneous
coronary intervention with everolimus-eluting bioresorbable vascular
scaffolds in routine clinical practice: early and midterm outcomes from the
European multicentre GHOST-EU registry. EuroIntervention 10:1144–1153. https://doi.org/10.4244/EIJY14M07_11 24. La Manna A, Miccichè E, D'Agosta G, Pereira GT, Attizzani GF, Capranzano P,
Capodanno D, Tamburino C (2018) Vascular response and healing profile of
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treatment of chronic total coronary occlusions: a one-year optical
coherence tomography analysis from the GHOST-CTO registry. Inter J
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466–473. https://doi.org/10.1111/j.1540-8183.2007.00292.x 25. Publisher’s Note Sheiban I, Moretti C, Omedé P, Sciuto F, Bollati M, Laudito A, Trevi GP,
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of patients with chronic total occlusions. Am J Cardiol 95:161–166. https://doi.org/10.1016/j.amjcard.2004.08.088 29. Shaw LJ, Berman DS, Maron DJ, Mancini GB, Hayes SW, Hartigan PM, Weintraub WS,
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O’Rourke RA, Dada M, Spertus JA, Chaitman BR (2008) Optimal medical therapy
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Resumo Em fins do século XX novos e difusos discursos do Direito vão apontando a emer-
gência de modelos teóricos inovadores autodenominados “críticos”. No Brasil, neste
contexto, se inaugura uma inovadora e revolucionária face do constitucionalismo que
expande o poder do Judiciário, em nome da defesa da ordem democrática e direitos fun-
damentais. Nesta esteira de mudanças uma das novidades é o amplo catálogo de direitos
sociais que redefine o campo hermenêutico, até então herdeiro da tradição formal legalista
moderna. Entretanto, no desejo de consolidar e garantir tanto no plano institucional
como cultural os direitos fundamentais, se assiste na primeira década do século XXI no
Brasil, bem como em alguns países latino americanos, a ampliação do campo da demo-
cratização e políticas sociais. Neste marco, ao mesmo tempo que vai sendo implantado
um novo paradigma constitucional a partir da plurinacionalidade, demodiversidade e
novos direitos vinculados a uma nova racionalidade, há a expansão do papel do Poder
Judiciário, o que acaba por povocar uma distorção da jurisdição e dos fundamentos her-
menêuticos que lhe servem de legitimação. É a partir desta inédita complexidade que,
desde o marco da tradição do pensamento crítico, pensadores do Direito são obrigados
a repensar a hermenêutica a partir de uma nova lógica, novos fundamentos e novos ele-
mentos epistemológicos, deslocando a questão hermenêutica para uma dimensão distinta
do que lhe foi reservado pela racionalidade moderna e além do que até foi legado pela
tradição positivista: o campo externo de valoração normativa. Desafio que entre oscilações
e divergências não pode ser negado. Ivone Fernandes Morcilo Lixa Doutora em Direito Público pela Universidad Pablo de Olavide (UPO-UFSC) com
pós doutoramento em Teoria do Direito (UFSC). Mestre em Direito pela Univer-
sidade Federal de Santa Catarina. Professora da Universidade Regional de Blu-
menau – FURB-SC do Curso de Direito. Pesquisadora e extensionista na área de
Direitos Humanos, Hermenêutica Jurídica e Constitucionalismo Latino Americano
Contemporâneo, com publicações nas referidas áreas. CONSTITUCIONALISMO(S) E RESIGNIFICAÇÃO
HERMENÊUTICA: REFLEXÕES DESDE A
PERSPECTIVA CRÍTICA LATINO AMERICANA Ivone Fernandes Morcilo Lixa Key words Contemporary constitutionalism; Legal hermeneutics; Critical theory; Fundamen-
tal rights. Abstract At the end of XX century, news and diffuse law speeches will pointing the emergence
of innovative theoretical models self-proclaimed “critical”. In Brazil, in this context, is
inaugurated an innovative and revolutionary face of constitutionalism which expands the
power of the judiciary, for the preservation of democratic order and fundamental rights. On this track changes a new feature is the extensive social rights catalog that redefines the
hermeneutic field, hitherto of modern formal legalistic tradition. However, the desire to
consolidate and ensure both institutional and cultural fundamental rights, is being wit-
nessing the first decade of XX century in Brazil as well as in some Latin American coun-
tries, expanding the field of democratization and social policies. In this context, while it is
being implemented a new constitutional paradigm from plurinationality, demodiversity
and new rights linked to rationality, there is the expansion of the role of the judiciary
which ultimately provoque a distortion of jurisdiction and hermeneutic fundamentals
that serves as its legitimacy. It is from this unprecedented complexity that since Mark of
the tradition of critical thinking, the juridical thinkers are forced to rethink hermeneutics
from a new logic, new foundations and new epistemological elements, shifting the her-
meneutical question to a different dimension than have been given by modern rationality
and beyond what was bequeathed to the positivist tradition: the external field of norma-
tive valuation. Challenge between oscillations and divergences can not be overlooked. Palavras-chave Constitucionalismo contemporâneo; Hermenêutica jurídica; Teoria crítica; Direitos
fundamentais. volume │ 01 245 e │ 01 01 iii encontro de internacionalização do conpedi – madrid iii encontro de internacionalização do conpedi – madrid a emergência de novos modelos. São tempos de “pós” e de novas políticas constitucionais
que realinham as teorias e práticas jurídicas e é neste contexto que o saber subjugado
e subalterno, o “colonial” ganha relevância. Desde uma perspectiva crítica e decolonial
“interpretar” assume-se como atitude intelectual de reconhecimento da complexidade
e da finalidade política do Direito, o que implica numa nova perspectiva hermenêutica
que vai além da “questão metodológica”, deslocando a “questão” hermenêutica para a
compreensão e reconhecimento do “plural”, superando-se as “verdades” univocistas do
sentido do justo. 1.
Introdução “Hermenêutica”, enquanto campo de saber específico relacionado como a “compre-
ensão do sentido”, embora sendo uma inquietação intelectual constante ao longo da his-
tória do pensamento ocidental desde a tradição grega, no contexto europeu moderno, ad-
quire nova significação, reinventando-se como Teoria Geral de Interpretação sob o marco
do paradigma colonizador moderno de ciência. Especificamente no campo do Direito,
indo na mesma direção do modelo de racionalidade dominante, a hermenêutica jurídica,
tendo como base teórica, ideológica e política o positivismo jurídico, se constrói como
saber técnico instrumental cuja tarefa central foi a de estabelecer critérios tecnicamente
válidos de interpretação exclusivamente do direito positivo, definindo-se, nesta perspec-
tiva, como saber dogmático auxiliar e justificador da ciência jurídica. Em fins do século
XX, os claros sinais de esgotamento do modelo paradigmático de ciência moderna e de
projeto civilizatório, vão sendo construídos novos e difusos discursos que apontam para │ 01 volume 246 volume 2. Colocação do Problema: Hermenêutica e Direito (Paleopositivismos e
Jusconstitucionalismos) A questão inicial que se coloca para qualquer campo do conhecimento é o seu pro-
blema constitutivo. Ou seja, o desafio inicial do conhecimento é epistemológico, o que
obriga delimitar e particularizar seu objeto de forma a evidenciar a problemática em torno
da qual gravitam suas proposições, objetivos e finalidades tornando possível a identifi-
cação de seus elementos constitutivos, e simultaneamente, definir seus paradigmas de
sustentação e justificadores de sua legitimidade. Portanto, a primeira tarefa da reflexão aqui proposta é esclarecer o que se define
como Hermenêutica, em particular a Hermenêutica Jurídica, e quais as questões essen-
ciais que envolvem a delimitação de seu objeto e particularidades metodológicas, esforço
que é um grande desafio aos que se dedicam a este campo do conhecimento que no Direi-
to tem ocupado lugar privilegiado nestas primeiras décadas do século XXI. Sem dúvida uma das pautas centrais do Direito contemporâneo é a “questão herme-
nêutica” e seus fundamentos legitimadores, sobretudo, quando as concepções ancoradas
no velho paradigma juspositivista legalista ou paleo positivismo – definido pela intrínseca
lógica auto sustentadora e auto justificadora legal - é substituído em meados da segunda
década do século XX por um neojuspositivismo – subordinando o Direito ao sentido
constitucional que, embora redefinido pelo princípio da legalidade substancial que vincula
o sentido normativo à coerência dos princípios e fundamentos constitucionalmente esta-
belecidos, mantém o velho paradigma da legalidade formal de produção –; e mais recen-
temente, acentuadamente a partir das três últimas décadas do século XX e início do XXI,
com a entrada em cena das democracias participativas os direitos fundamentais ganham
novo status político e jurídico constituindo o que Ferrajoli chama da esfera do não decidível
(FERRAJOLI, L. 2015, P.20), definindo limites políticos e jurídicos tanto da produção
das normas como de sua interpretação. “Hermenêutica” é um termo herdado pela tradição do pensamento ocidental rela-
cionado à compreensão do sentido para além do anunciado pela palavra, uma espécie de volume │ 01 247 │ 01 iii encontro de internacionalização do conpedi – madrid tarefa de transmutação compreensiva.1 Porém, o que atualmente se rotula como “Herme-
nêutica” possui um sentido distinto daquele original e desenvolveu-se, em grande parte, sem
ter consciência de si (GRONDIN, 1999, P. 22), como resultado de uma soma de condições
sociais e teóricas ocorridas no cenário europeu moderno, e que acabou por construir-se
como campo específico do conhecimento. 1
Embora sem possibilidade de esclarecimento conclusivo sobre a origem e o sentido da palavra
hermèneutiké na cultura grega antiga, o certo é que era associada à atividade sacra, a transmutação do
divino para o humano, e não reflexão sobre o sentido da linguagem tal qual passou a ser considerado na
modernidade. 2. Colocação do Problema: Hermenêutica e Direito (Paleopositivismos e
Jusconstitucionalismos) Por esta razão é questionável que se recue em
períodos anteriores aos séculos XVI e XVII para ser escrita a historiografia do pensamento
hermenêutico. Sob uma perspectiva histórica, a “questão hermenêutica” é colocada no
mundo moderno nos campos do conhecimento relacionados com a interpretação de tex-
tos, sobretudo com a teologia e jurisprudência, disciplinas teóricas que vão ser obrigadas
a criar instrumentos técnicos segundo uma lógica cientifista acerca do conteúdo de textos
transmitidos pela tradição através de uma correta interpretação de seu sentido. Sem querer mergulhar no imenso oceano da construção do pensamento hermenêu-
tico moderno, o certo é que “Hermenêutica” ganha o status de Teoria Geral de Interpreta-
ção como resultado de um processo cumulativo, possível pela conjunção, de um lado, do
modelo de racionalidade científica moderna como “fiança” intelectual; e de outro, porque
solucionou de maneira eficiente o conjunto de desafios colocados a partir do século XV
no campo da interpretação dos textos sacros, profanos e jurídicos. Por esta razão lembra
Gadamer que o sentido de “hermenêutica” é situada na tradição científica da moderni-
dade. O uso moderno da palavra “hermenêutica” principia exatamente ao, quer dizer, com o
surgimento do conceito moderno de método e de ciência. No seu uso aparece sempre implícita
uma espécie de consciência metodológica. Não apenas possuímos a arte da interpretação como
também podemos justificá-la teoricamente (GADAMER, 2004, P. 113). É exatamente neste
sentido que vai se orienta o esforço teórico dos pensadores que delimitaram as propostas
iniciais da moderna hermenêutica, qual seja, elaborar uma teoria a partir do conjunto das
representações capaz de conferir auto-certeza científica ao conhecimento paulatinamente
construído que atinge a “idade da Razão” no século XIX. Definida como saber específico acerca da compreensão do sentido “Hermenêutica” é
um termo que historicamente foi carregado de imprecisões. Na tradição clássica, o grande
esforço teórico em sua origem foi o de delimitar regras para eliminar as arbitrariedades e
subjetivismos interpretativos, e com esta preocupação, é que se definiram as concepções
univocistas, paradigmas dominantes entre os séculos XVII e XIX. Já no século XX amplia-
se o campo metodológico e é reorientado seu objeto assumindo-se a Hermenêutica como
filosofia universal da interpretação, considerando a interpretação a característica essencial 01 volume volume 248 volume iii encontro de internacionalização do conpedi – madrid da presença humana no mundo. Um avanço que acabou por definir o panorama do pen-
samento hermenêutico contemporâneo. 2. Colocação do Problema: Hermenêutica e Direito (Paleopositivismos e
Jusconstitucionalismos) Tanto a redução da realidade ao eterno relativo que condena o humano a impossibi-
lidade do bem e do previsível como a incessante busca da verdade única e universal dada
pelo experimental tecnicista podem ser considerados como extremos hermenêuticos que
têm servido como mola propulsora ao que se pode definir como “pêndulo” hermenêu-
tico2. Tal qual um pêndulo que oscila entre dois polos cuja velocidade diminui pouco a
pouco, assim como a distância entre os extremos, mas sempre antagônicos por menor que
seja a distância, até que chegue ao centro e pare; a Hermenêutica foi levada ao extremo
univocista (que no Direito serve de instrumento operacional ao velho positivismo lega-
lista) e seu contrário o relativismo equivocista (concepção que têm ocupado a discussão
jurídica com a emergência do constitucionalismo contemporâneo). Evidentemente dois
dogmas se excluem e simultaneamente reducionistas (DORANTES, 2005, P. 31). Segundo Mauricio Beuchot Puente (2005, Pgs. 46-47) a hermenêutica univocista
sustenta a concepção reducionista de que somente há uma interpretação válida e todas
as demais, em sua totalidade, são incorretas. Trata-se de uma construção que recebeu
distintas matrizes vinculadas ao cientifismo que encontra seu apogeu no positivismo do
século XIX e maior elaboração no positivismo lógico do século XX, segundo o qual, um
enunciado era interpretado de maneira válida de acordo com o adequado procedimento
lógico analítico de verificação independente da realidade, uma vez que a comprovação
conceitual é tautológica. Além de que, lembra Beuchot, assim como afirmavam os es-
colásticos que a universalidade constrói falsidades e a particularidade edifica a verdade é
necessário ter cuidado com juízos extremos uma vez que é mais fácil haver equívoco no
universal do que no particular. Ou seja, afirmar que apenas é corretamente interpretado
o que é empiricamente verificável é uma afirmação em si mesmo insustentável já que a
mente que enuncia o princípio é finita e assim o enunciado é em si mesmo inverificável. Ou seja, o univocismo se auto refuta. É exatamente este univocismo hermenêutico que vai ao encontro do modelo de ci-
ência que vai presidir o Direito moderno (racional e universal) que se alia à consolidação
das novas formas políticas resultantes da consolidação do Estado e provocam uma renova-
ção no método hermenêutico na esfera jurídica. 2
A expressão “pêndulo” hermenêutico é utilizado por Arturo Guilhermo González Dorantes na obra
Hacia una interpretación analógico-icónica del hombre (Coleção: Analogia Filosófica, nº 16, SIN 0188-
896X; México D.F., 2005) para designar as oscilações entre os extremos – do univocismo ao equivocismo
– que tem conduzido as teorias hermenêuticas modernas. 2. Colocação do Problema: Hermenêutica e Direito (Paleopositivismos e
Jusconstitucionalismos) Se um lado, o auge da filologia obriga um
maior cuidado com o significado das palavras expressas nos textos e de outro, o desenvol-
vimento de uma nova lógica jurídica que acredita ser possível descobrir o sentido objetivo volume │ 01 volume │ 249 01 iii encontro de internacionalização do conpedi – madrid da letra da lei no “sistema” normativo positivado conferem ao jurista os elementos para
justificar e racionalizar sua tarefa: a de reconhecer e declarar o sentido objetivo da lei. No entender de Manuel Calvo García podem ser destacadas três consequências com
o processo de estatização da lei: a) o direito deixa de ser aquele elemento neutro que se
organizava a partir de uma necessidade interior, oculta, derivada de sua condição como
verbum Dei ou de uma “razão” transformada em direito; b) se rompe com uma sociedade
“juscêntrica” que fazia do descobrimento da lei pressuposto da organização do poder e
se configurava aos juristas como estamento privilegiado na organização política da socie-
dade medieval que estaria à mercê de sua intervenção tanto no descobrimento como na
aplicação da lei; c) começam a serem definidos os pressupostos do positivismo jurídico. Portanto, o “direito criado” enfrenta os pressupostos de uma autoridade legisladora sedi-
mentada nas manifestações dos doutos juristas (1994, P.38). Dessa maneira, na medida em que a autoridade quase “mágica” dos juristas vai per-
dendo terreno frente às novas formas de exercício de poder do Estado, o direito deixa de
ser um “direito de especialistas” no sentido estrito. A legitimidade hermenêutica da glosa
e do comentário sofria então uma dupla perda: a da origem do texto legal e da negação da
obscuridade de seu significado, já que até então, a autoridade quase divina de um texto
legal e a opinião dos doutores garantia as exigências de segurança e certeza na fixação de
um sentido objetivo da lei. Desde então, é necessário fundar uma nova legitimidade ao
“velho” direito. Progressivamente o poder político é secularizado e se positiva o “velho” di-
reito e as novas estruturas de poder culmina com um complexo processo de sistematização
do direito que o coloca como objeto científico, como algo autônomo, frente ao intérprete. Na leitura de Lenio L. Streck o modus interpretativo vigente/dominante no cotidia-
no dos juristas sustenta-se, paradoxalmente, em concepções herdadas exatamente desta
velha na tradição positivista e na busca de sua superação. iii encontro de internacionalização do conpedi – madrid iii encontro de internacionalização do conpedi – madrid metade do século XX, quando o poder regulatório do Estado e a falência dos modelos
sintáticos-semânticos de interpretação trazem para o primeiro plano o problema da in-
determinação do sentido do Direito, encontrando em Kelsen uma forma de solução dos
“desvios” subjetivistas criados pelas correntes hermenêuticas filiadas as Escolas do Direito
Livre e da Jurisprudência dos Interesses. Desde então, superado o positivismo jurídico exegético e firmado o normativista,
criaram-se teses e fundamentos hermenêuticos que entre discussões e aporias (tipo: volun-
tas legis versus voluntas legislatoris ou objetivismos versus subjetivismos) acabam por situar
a questão hermenêutica no campo metodológico, que mais servem como justificativa
(álibis teóricos) de legitimação para os resultados que o intérprete se propõe a alcançar
ou/e garantir, certezas que serão abaladas com o “giro” constitucionalista provocado pela
emergência dos Estados Democráticos de Direito da segunda metade do século XX. 2. Colocação do Problema: Hermenêutica e Direito (Paleopositivismos e
Jusconstitucionalismos) Em um primeiro momento –
chamada pelo autor de positivismo primevo – é resolvido o problema da interpretação do
direito sob uma perspectiva sintática. Neste caso, a simples determinação rigorosa da conexão lógica dos signos que
compõe a “obra sagrada” (Código) seria o suficiente para resolver o problema
da interpretação do direito. Assim, conceitos como o de analogia e princípios
gerais do direito devem ser encarados também nessa perspectiva de construção
de um quadro conceitual rigoroso que representaria as hipóteses – extrema-
mente excepcionais – de inadequação dos casos às hipóteses legislativas (2011,
P. 120). Entretanto, em um segundo momento, com a entrada do pensamento kelseniano
é superada esta concepção. Define-se, no entender de Streck (2011, Pgs.120-121), um
positivismo normativista, que surge a partir de propostas que aperfeiçoam o “rigor” lógico
do cientificismo positivista e assim, ocorre uma modificação significativa já na primeira │ 01 volume volume 250 3.
Constitucionalismo, Crítica e Resignificação Hermenêutica As últimas décadas do século XX são marcadas no plano teórico pelo esvaziamento
das imagens e discursos representativos da racionalidade moderna, o que acaba por criar
um complexo debate no qual são criadas novas rotulações. Instala-se um tempo dos “pós”,
“de(s)” e “neo(s)”. Inéditas expressões que significam tentativas de rotular situações às
quais ou se defende, e se tenta promover, ou se rechaça. Mas, há o que parece ser um
ponto de convergência: o esgotamento das categorias da modernidade e das grandes uto-
pias que serviram para construir o horizonte de futuro moderno, tomando-se a crítica à
modernidade o ponto de partida para sua própria superação. Para autores como Slavoj Zizek (2012) a complexidade sem fim do mundo contem-
porâneo possibilita o surgimento de conceitos opostos que parecem inquestionáveis, tais
como a intolerância como tolerância, religião como senso comum racional, etc. Enfim
vive-se um tempo em que é grande a tentação de gritar: “chega de bobagem”! Talvez seja
essa, diz Zizek, a manifestação do desejo de estabelecer uma linha demarcatória entre
a fala lúcida e sã e a bobagem, reação que tem servido para despertar a ira da ideologia
predominante. Segue afirmando: O senso comum de nossa época diz que, em relação à antiga distinção entre
“doxa”(opinião acidental/empírica, sabedoria) e Verdade, ou ainda mais ra-
dicalmente, entre conhecimento positivo empírico e Fé absoluta, hoje é preciso
traçar uma linha entre o que se pode pensar e o que se pode fazer (ZIZEK,
2012, p.20) É na tentativa de ir além do mero pensar, neste contexto dos “pós”/”de(s)”/ “neo(s)”
e com desejo de fazer a reinvenção é que no Brasil se edificam e consolidam correntes no volume │ 01 lume │ 01 251 iii encontro de internacionalização do conpedi – madrid Direito que se auto denominam críticas. Em meados da década de 80 a realidade brasilei-
ra reclamava a reconstrução da ordem democrática. Os instrumentos de exercício de po-
der esvaziados pelo fim das verdades racionais que sustentaram durante séculos as formas
de saber e de racionalidade dominantes não conseguiam mais responder inteiramente às
inquietações e às necessidades daquele momento (WOLKMER,2012, P. 25) produzin-
do, o que se passou a designar como “crise do direito”. A “crise”, produto da descrença
e insegurança jurídica, é definida por Antonio Carlos Wolkmer como a agudização das
contradições e dos conflitos sociais em dado processo histórico. 3
São inúmeros os pensadores do direito relacionados ao pensamento jurídico crítico, mas a verdadeira
arqueologia epistemológica feita por Antonio Carlos Wolkmer na obra Introdução ao pensamento jurídico
crítico, já citada, lembra com acuidade nomes e trajetórias que merecem ser registradas. 3.
Constitucionalismo, Crítica e Resignificação Hermenêutica Expressa sempre a disfun-
cionalidade, a falta de eficácia ou o esgotamento do modelo ou situação histórica aceitos
e tradicionalmente vigentes (WOLKMER,2012, P.31). Sinais de esgotamento que vão
conduzindo para o interior do campo jurídico o pensamento crítico, inaugurando, assim,
uma discussão inédita e fértil. Uma possibilidade de enfrentamento e compreensão da “crise” jurídica brasileira foi
encontrada na Teoria Crítica, concepção que desde a década de 60 vinha influenciado
pensadores do direito europeu, através de idéias provindas do economicismo jurídico so-
viético (Stucka, Pashukanis), da releitura gramsciana da teoria marxista feita pelo grupo de
Althusser, da teoria crítica frankfurtiana e das teses arqueológicas de Foucault sobre o poder
(WOLKMER, 2012, P.40). Na Europa as inovações da Teoria Crítica encontravam um
terreno fértil no ambiente pós-guerra que projetavam no campo jurídico a desmistifica-
ção do jusnaturalismo e do positivismo. Wolkmer retomando a trajetória do criticismo
lembra que a crítica jurídica consolidou-se inicialmente na França por volta dos anos 70
culminando com o “manifesto” da Associação Crítica do Direito em 1978, atingindo em
seguida a Itália, Espanha, Bélgica, Alemanha, Inglaterra e Portugal (WOLKMER, 2012,
P.40). Na América Latina os “ventos” inovadores chegam por volta da década de 80 com
o engajamento de juristas progressistas e comprometidos com a superação dos obstáculos
políticos que impediam a construção e efetivação da democracia. Este movimento de
renovação do pensamento jurídico recebe a adesão de pensadores brasileiros em inúme-
ras faculdades de direito que acabaram por serem pioneiros de uma pedagogia jurídica
emancipadora. As perspectivas epistemológicas, apesar de múltiplas, tinham como ponto
em comum a defesa do rompimento com o positivismo legalista e revelação do caráter
dominador e centralizador do direito hegemônico3. A Teoria Crítica trouxe consigo o impacto do questionamento do papel ideológico
do direito na medida em que, diferentemente da concepção moderna de ciência, coloca no 252 01 iii encontro de internacionalização do conpedi – madrid interior da discussão jurídica as contradições e ambiguidades inerentes ao direito moder-
no, buscando tomar o direito como instrumento não de manutenção da ordem estabele-
cida, mas a possibilidade de emancipação do sujeito histórico tradicionalmente submerso
em determinada normatividade repressora, mas também discutir e redefinir o processo de cons-
tituição do discurso legal mitificado e dominante (WOLKMER, 2012, P.18). Mostrava-se
assim um horizonte inovador, mas que trazia em si, a necessidade de rompimentos e
abandonos teóricos. 4
Destacando-se a obra Direito Constitucional e a Efetividade das Normas, de Luis Roberto Barroso
publicada no início da década de 90 e A Teoria Constitucional e o Direito Alternativo: para uma dogmática
constitucional emancipatória In: Uma vida dedicada ao Direito: uma homenagem a Carlos Henrique de
Carvalho publicada em 95. dogmática, tendo como eixo a concretização da Constituição (SARMEN-
TO, 2010, P. 248). Desde aí se aprofundaram e se radicalizaram os estudos da hermenêutica jurídica. Influenciados pelo “giro” linguístico da filosofia e a entrada do pensamento de Ronald
Dworkin, Robert Alexy, John Rawls, Hans Georg Gadamer, Jurgen Habermas, entre ou-
tros, juristas como Lenio L. Streck e Eros Roberto Grau refundam o pensamento jurídico
brasileiro denunciando e renunciando ao velho positivismo e seus procedimentos herme-
nêuticos. Nesta nova etapa, ou quadra da história, como prefere Lenio L. Streck nominar
este inédito momento de redefinição, é acentuada a natureza valorativa do Direito e dos
princípios constitucionais. Nesse contexto, lembra Daniel Sarmento, há uma verdadeira febre de trabalhos sobre
teoria dos princípios, ponderação de interesses, teorias da argumentação, proporcionalidade,
razoabilidade, etc. (SARMENTO, 2010, P. 249) e se incorpora no pensamento jurídico
crítico brasileiro o neoconstitucionalismo. Tratava-se de um momento de conquistas e
necessidade de que fossem garantidas. Entretanto, já na primeira década do século XXI muitos se davam conta que o ne-
oconstitucionalismo não era a superação do velho positivismo. Como afirma o próprio
Lenio L. Streck, não é porque o neoconstitucionalismo tem um discurso axiologista e va-
lorativo que é superado o positivismo formal legalista (STRECK, 2012, P. 37). As teorias
“pós”/ “neo” positivistas acabaram por caírem na incerteza e indeterminação do Direito. Seguramente o “relativismo” e a “teoria da argumentação” foram mal incorporados no
pensamento brasileiro e decreta-se a “morte do método” e em seu lugar passa a reinar ab-
soluta incerteza e relativismo nas decisões judiciais. Possivelmente são os efeitos perversos
de uma lógica colonizada que insiste em ser mantida na cultura jurídica brasileira. Não é novidade, desde Kelsen, que o julgador tem um “espaço discricionário” em
aberto e que desde muito foi desmistificado o juiz “boca da lei”, mas como adverte Streck,
deve-se estar atento com o “pós positivismo à brasileira”: ...é preciso estar alerta para certas posturas típicas do “pós positivismo à bra-
sileira”, que pretende colocar o rótulo de novo em questões velhas, já bastan-
te desgastadas nessa quadra da história, quando vivenciamos um tempo de
constitucionalismo democrático. Ainda hoje presenciamos defesas vibrantes
de “ativismos judiciais” para “implementar” e “concretizar” os direitos fun-
damentais, tudo isso sempre retornando ao mesmo ponto: a ideia de que,
no momento da decisão, o juiz tem um espaço discricionário no qual pode
moldar sua “vontade”... (STRECK, 2012, P. 38). 3.
Constitucionalismo, Crítica e Resignificação Hermenêutica Foi exatamente neste contexto que a hermenêutica ganha um novo status na discus-
são jurídica, já que é próprio de momentos agudos de transição que a questão hermenêu-
tica ganha relevância. Mais do que nunca foi necessário compreender a partir de novas
categorias uma realidade também inovadora. A complexidade desta nova problemática
de descobrir o “lugar” da hermenêutica numa lógica jurídica emancipadora fez com que
fosse instaurada uma discussão movendo o “pêndulo hermenêutico”. A ordem política e jurídica colocada em marcha no Brasil com a Constituição de
1988 e o inédito momento histórico de então somados representavam a superação do au-
toritarismo, exclusão social e violação de direitos fundamentais que, desde os primórdios
da “invenção” colonialista, vinham constituindo uma patologia crônica exposta no grave
quadro social que se delineava. Naquele momento, lembra Daniel Sarmento (2010), que
grande maioria dos juristas entram em sintonia com as tendências constitucionalistas que
apontavam como grande desafio garantir a efetividade das constituições democráticas. Até
então, historicamente, os comandos jurídicos e políticos constitucionais, de fato, estavam
nas mãos dos detentores dos poderes político, econômico e social e finalmente, o país co-
meçou a “levar à sério” a Constituição e, apesar das dificuldades enfrentadas, tais como a
desigualdade e o patrimonialismo que ainda povoam as instituições nacionais, os avanços
em relação ao passado são inquestionáveis (SARMENTO, 2010, Pgs. 3-4). Logo após a homologação da Constituição de 1988 juristas como Luis Roberto Bar-
roso e Clèmerson Merlin Clève4 passaram a militar a concepção de que a Constituição,
enquanto norma jurídica deveria ser aplicada comumente pelos juízes, defendendo um
“constitucionalismo de efetividade”, independente de qualquer mediação legislativa. ...o que viria a tirar do papel as proclamações generosas de direitos contidas
na Carta de 88, promovendo justiça, igualdade e liberdade. Se até então, o
discurso da esquerda era de desconstrução da dogmática jurídica, a doutrina
da efetividade vai defender a possibilidade de um uso emancipatório da volume │ 01 253 01 iii encontro de internacionalização do conpedi – madrid dogmática, tendo como eixo a concretização da Constituição (SARMEN-
TO, 2010, P. 248). iii encontro de internacionalização do conpedi – madrid iii encontro de internacionalização do conpedi – madrid método” o que acabou por produzir descontrolado soliptismo e ativismo judicial que
mais confunde discricionariedade com arbitrariedade e o resultado, ao que parece, é que
o “pêndulo hermenêutico” está “solto” e querendo voltar a um ponto “seguro”. Outra face
perversa inegável produzida desde então é a crescente judicialização da vida cotidiana e
política, o que acaba por neutralizar movimentos sociais e desvincular as práticas judiciais
e políticas do Estado do compromisso constitucional primeiro, o que tem obrigado pen-
sadores da Hermenêutica a rever fundamentos e pré concepções. Para L. Ferrajoli nestes tempos de total impotência e decadência da política predo-
mina um constitucionalismo principialista, momento quando se leva em contra todas as
suas implicações, coloca em perigo a separação dos poderes, o princípio da legalidade e sub-
missão do juiz somente à lei: em síntese, todos os princípios do estado de direito (2012, Pgs. 245). Diante de angustiante constatação pergunta o pensador garantista italiano: quais
alternativas se pode contrapor a esta orientação que coloca no Direito em uma espécie de
“loteria do protagonismo judicial”? É momento de profundo e profícuo debate das vias
possíveis de solução. Uma das possibilidades é apontada por L. Ferrajoli, ao propor como ponto de par-
tida para a definição do horizonte hermenêutico os direitos fundamentais consagrados na
ordem constitucional. ....isto é, não dar lugar a antinomia e lacunas, com todos os espaços de dis-
cricionariedade política deixados em aberto, de um lado, pela proibição de
produzir normas incompatíveis com os princípios constitucionais e, de outro,
pelas possíveis formas e graus de observância da obrigação de sua atuação
(2012, P.251). ....isto é, não dar lugar a antinomia e lacunas, com todos os espaços de dis-
cricionariedade política deixados em aberto, de um lado, pela proibição de
produzir normas incompatíveis com os princípios constitucionais e, de outro,
pelas possíveis formas e graus de observância da obrigação de sua atuação
(2012, P.251). Entretanto, chama a atenção L. Ferrajoli que todas as soluções, principalmente as
mais controversas, não podem ser consideradas “verdadeiras” ou “objetivamente corretas”,
uma vez que cada decisão, no campo hermenêutico, poderia ser considerada como condi-
ções de possibilidade de decisão definidas a partir do horizonte compreensivo e, portanto,
é inevitavelmente orientada por opções morais e políticas do intérprete (2012, P. 253). dogmática, tendo como eixo a concretização da Constituição (SARMEN-
TO, 2010, P. 248). Em síntese, as concepções e modelos “descobertos” no Brasil em fins do século XX,
sobretudo com a entrada em cena do neoconstitucionalismo, é decretada a “morte do │ 01 volume 254 5
Esta é a proposta defendida, entre outros, por Hélio Gallardo em Derechos Humanos como Movimiento
Social. Edicioness desde abajo, Bogotá e explorada por Norman J. Solórzano Alfaro em Fragmentos
de uma Reflexión Compleja sobre una Fundamentación Del Derecho y la Apertura a una Sensibilidad de
Derecho Humano Alternativa, a ser publicado na Revista Jurídica Eletrônica nº 2 do Curso de Direito da
Universidade Regional de Blumenau. iii encontro de internacionalização do conpedi – madrid E conclui o referido autor: Mas os juízes não serão nunca, porque não poderão nunca sê-lo, simples bo-
cas da lei, como desejavam os iluministas. Nem poderão jamais alcançar
verdades absolutas, mesmo que seja na forma da “verdadeira” resposta cor-
reta. O reconhecimento desta imperfeição, ou se quiser, aporia, repito, é um
fato de saúde institucional: gera o hábito da dúvida, a consciência do erro
sempre possível, a disponibilidade para escutar todas as razões opostas que se
confrontam no juízo, a “prudência” – a partir da qual advém o belo nome
“ juris-prudência” – como estilo moral e intelectual da prática jurídica e, em
geral, das nossas disciplinas (2012, P.254). volume │ 01 volume │ 01 volume │ 01 255 iii encontro de internacionalização do conpedi – madrid iii encontro de internacionalização do conpedi – madrid Em síntese, frente a complexidade do fenômeno jurídico contemporâneo e a perma-
nente reconstrução e vigilância da ordem democrática no Brasil são possíveis múltiplas
possibilidades de soluções para a “questão hermenêutica” uma vez que o legislador e nem
mesmo o Estado são detentores de todas as hipóteses de interpretação e aplicação da nor-
ma jurídica, o que evidentemente descortina a grande falácia do mito fundador do direito
moderno: a certeza e segurança nascida da plena razão estatal. Portanto, em que pese o esforço de correntes hermenêuticas jurídicas contempo-
râneas que se autoreferem como críticas, resta em aberto um espaço jurídico que inda
não pôde ser preenchido pelas práticas fundadas nestas correntes. É possível pensar uma
alternativa às práticas alternativas e reinventar a crítica desde as experiências democráticas
participativas. Desde uma crítica à razão proléptica hermenêutica do direito moderno que
além de contrair o presente reconhecendo como única fonte compreensiva o direito esta-
tal, reduz o espaço de mediação jurídica ao Estado, é possível ampliar espaços presentes
emergentes. Adotando a sugestão de Boaventura de Sousa Santos no que chama de sociologia
das emergências que é a prática de ampliar o presente reconhecendo o que foi subtraído
pela sociologia das ausências, hermeneuticamente ampliando os espaços de possibilidades
de compreensão do direito para além do Estado, é possível identificar agentes, práticas
e saberes com tendências de futuro sobre as quais é possível ampliar as expectativas de
esperança. Trata-se de uma ampliação sobre as potencialidades e capacidades ainda não
reconhecidas e necessariamente movendo-se no campo das experiências sociais que desde
as práticas do “reconhecimento”, “transferência de poder” e “mediação jurídica” são legí-
timos espaços de luta por dignidade humana e direitos fundamentais.5 É indo nesta direção que é possível falar-se em reconhecer o mundo social como
mundo de possibilidade compreensiva e, portanto, fonte de uma nova racionalidade her-
menêutica. Trata-se de uma perspectiva pluralista de direito que reconhece múltiplos es-
paços de fontes normativas, apesar de na maioria das vezes, como lembra Antonio Carlos
Wolkmer (1994, P.155) é informal e difusa. O pluralismo é uma fonte de inúmeras pos-
sibilidades de regulação. Para Antonio Carlos Wolkmer O pluralismo enquanto concepção “filosófica” se opõe ao unitarismo determi-
nista do materialismo e do idealismo modernos,pois advoga a independência
e a inter-relação entre realidades e princípios diversos. iii encontro de internacionalização do conpedi – madrid naturais e cosmológicos, mas, igualmente, as condições de historicidade que
cercam a vida humana. A compreensão filosófica do pluralismo reconhece que
a vida humana é constituída por seres, objetos, valores, verdades, interesses e
aspirações marcadas pela essência da diversidade, fragmentação, circunstan-
cialidade, temporalidade, fluidez e conflituosidade. O pluralismo, enquanto “multiplicidade dos possíveis”, provém não só da
extensão dos conteúdos ideológicos, dos horizontes sociais e econômicos, mas,
sobretudo, das situações de vida e da diversidade das culturas. (1999,P.158) Em meio a discussão plural e decolonial nas primeiras décadas do século XXI che-
gam ao poder em vários países latino americanos governos progressistas que avançaram
no campo da democratização, políticas sociais e integração regional. Neste marco, os
governos populares da Bolívia, Equador e Venezuela em especial, foram implantando um
novo paradigma constitucional a partir da plurinacionalidade, demodiversidade, novos
direitos vinculados a uma racionalidade reprodutiva da vida que expressamente deseja
a vontade descolonizadora como conteúdo fundamental do projeto político em marcha
nestas nações (MEDICI, 2012, P.56). Neste novo cenário, o processo hermenêutico jurídico não pode ser uma “canibaliza-
ção”, para usar a expressão de Boaventura de Sousa Santos, dos demais. É necessário uma
tradução das múltiplas hermenêuticas dentre as quais jurídica. E é neste sentido que não
cabe uma hermenêutica jurídica nos moldes tradicionais. São campos distintos que se to-
cam – o estatal e o social; o interno e o externo; o formal e o substancial – em que mundos
normativos, práticas e saberes dialogam, se desentendem e interagem tornando possível
reconhecer os pontos de contato entre a tradição moderna ocidental e os saberes leigos. A
tarefa hermenêutica como tradução retoma o sentido mais original do termo,mas a partir
de uma perspectiva inovadora que traduz saberes nem sempre convergentes. Com estas concepções o espaço hermenêutico no direito adquire uma dimensão dis-
tinta do que tradicionalmente lhe foi reservado e vai um pouco mais além do que até foi
edificado pela hermenêutica jurídica crítica dominante. É um espaço de aproximação e de
assumir responsabilidades mútuas que rompe com a lógica construída pelo saber coloni-
zador e abre para ainda tornar possível a esperança no justo. As condições de possibilidade
de compreensão é elaborada com o outro e a partir deste outro historicamente negado e
silenciado, reinventando processos hermenêuticos desde uma ordem constitucional de-
mocrática e participativa. iii encontro de internacionalização do conpedi – madrid Parte-se do princípio
de que existem muitas fontes ou fatores causais para explicar não só os fenômenos 01 volume 256 volume iii encontro de internacionalização do conpedi – madrid 4.
Conclusões A Hermenêutica Jurídica ao longo da modernidade define seu objeto e pressupostos
teóricos dentro de preocupações que foram oscilando entre dois campos metodológicos volume │ 01 volume │ 01 257 lume │ 01 iii encontro de internacionalização do conpedi – madrid aparentemente excludentes: o univocismo, de matriz iluminista que no Direito alimentou
e justificou o legalismo formal positivista; e o relativismo de matriz romancista que mais
recentemente foi incorporado equivocadamente pelo neoconstitucionalismo panprinci-
pialista – como chamam seus críticos; o que tem delineado uma insistente atitude cientifi-
cista “pendular”. Tal discussão, incorporada no pensamento jurídico moderno, foi repro-
duzida pela cultura jurídica brasileira desde o século XIX, inicialmente com forte matriz
univocista e que, no estágio contemporâneo do Direito, sobretudo com as chamadas
Teorias Críticas que ganharam relevo após a instauração do Estado Democrático de Direi-
to pós 1988, se desloca para o relativismo soliptista. A emergência do constitucionalismo
contemporâneo pautado no horizonte da democracia substancial – ou participativa – que
tem orientado os modelos políticos-jurídicos construídos em alguns países da América
Latina nas últimas décadas do século XX refundam a lógica de Estado e de Direito. As-
sim, são reinventadas práticas hermenêuticas com novas metodologias, pedagogicamente
democráticas. O presente estudo pretendeu refazer brevemente a trajetória do pensamen-
to hermenêutico jurídico moderno brasileiro destacando os desafios contemporâneos a
serem superados buscando discutir o esgotamento dos modelos tradicionais e as novas
possibilidades a partir da criticidade pautada em modelos políticos e jurídicos democrá-
ticos participativos que têm redefinido o paradigma hermenêutico em direção inédita e
desafiadora. 5.
Referências BEUCHOT PUENTE, Mauricio. Tratado de Hermenêutica Analógica – hacia un nue-
vo modelo de interpretación. 3ª Ed., Colección Seminarios. Editorial Ítaca: UNAM,
México D.F., 2005. DORANTES, Arturo Guilhermo González, Hacia una interpretación analógico-icónica del
hombre Coleção: Analogia Filosófica, nº 16, SIN 0188-896X; México D.F., 2005. FERRAJOLI, Luigi. A democracia através dos direitos – o constitucionalismo garantista como
modelo teórico e como projeto político. Tradução de Alexandrer Araújo de Souza e ou-
tros. São Paulo: Ed. RT, 2015. GADAMER, Hans-Georg. Verdade e Método II – Complementos e Índice. Tradução de
Enio Paulo Giachini. São Paulo: Vozes, 2004. GARCÍA, Manuel Calvo. Los fundamentos del método jurídico: una revisión crítica. Ma-
drid: Tecnos, 1994. GRONDIN, Jean. Introdução à hermenêutica filosófica. Tradução de Benno Dischinger. São Leopoldo: Ed. Unisinos, 1999. MÉDICI, Alejandro. La constitucionalización horizontal – teoria constitucional y giro deco-
lonial.San Luis de Potosí: Universidad Autónoma de San Luis Potosí, 2012. 258 │ 01 iii encontro de internacionalização do conpedi – madrid iii encontro de internacionalização do conpedi – madrid SARMENTO, Daniel. Por um constitucionalismo inclusivo: história constitucional brasilei-
ra, teoria da constituição e direitos fundamentais. Rio de Janeiro: Lumen Juris, 2010. STRECK, Lenio L. Hermenêutica Jurídica e(m) Crise – uma exploração hermenêutica da
construção do Direito. 10ª Ed., Porto Alegre: Livraria do Advogado, 2011. WOLKMER, Antonio Carlos. Introdução ao Pensamento Jurídico Crítico. 8ª ed. São Pau-
lo: Saraiva, 2012 ______. Pluralismo Jurídico – fundamento de uma nova cultura no Direito. São Paulo:
Editora Alfa Omega, 1994. ZIZEK, Slavoj. Em defesa das causas perdidas. Tradução de Maria Beatriz de Medina. São
Paulo: Bointempo, 2012. volume │ 01 volume │ 01 volume │ 01 259 259
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Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE doi.org/10.51891/rease.v9i12.12789 doi.org/10.51891/rease.v9i12.12789 1 Faculdade Pitágoras de Feira de Santana.
2 Faculdade Venda Nova do Imigrante.
3Universidade Tiradentes.
4Universidade Salvador.
5 Faculdade Anísio Teixeira.
6 UNIFTC.
7Faculdade Anísio Teixeira.
8Faculdade Pitágoras de Feira de Santana.
9Universidade Federal do Maranhão.
10 Unifacs. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023.
ISSN - 2675 – 3375 1 Faculdade Pitágoras de Feira de Santana. Keywords: Multidisciplinary Approaches. Chronic Diseases. Interdisciplinary Collaboration. ABORDAGENS MULTIDISCIPLINARES NO TRATAMENTO DE DOENÇAS
CRÔNICAS Nayara Tharcylla dos Santos Silva Bomfim1
Stephanie Tolêdo Santiago2
Alice de Jesus Santos3
Fhadilla de Oliveira Santos4
Elielza Costa Araújo5
Erick Vanderley Gondim Lopes6
Alana Matos Biao7
Thaís de Jesus Santos Silva8
Thais Regina Ferreira França9
Caroline Brandão Brito10 RESUMO: Esta revisão bibliográfica científica analisa a eficácia das abordagens multidisciplinares
no tratamento de doenças crônicas, destacando a importância da colaboração entre profissionais de
saúde de diversas disciplinas. A síntese das evidências revela benefícios consistentes na melhoria dos
desfechos clínicos e na promoção de uma abordagem holística à saúde. Desafios, como a coordenação
interdisciplinar e a equidade no acesso, são discutidos, enfatizando a necessidade de políticas e
práticas que apoiem a implementação eficaz dessas estratégias inovadoras. As considerações finais
apontam para a personalização do tratamento, a necessidade de estudos de longo prazo e a
importância de direcionar pesquisas futuras para otimizar a integração interdisciplinar na prática
clínica. 395 Palavras-chave: Abordagens Multidisciplinares. Doenças Crônicas. Colaboração Interdisciplinar. Palavras-chave: Abordagens Multidisciplinares. Doenças Crônicas. Colaboração Interdisciplinar. ABSTRACT: This scientific literature review examines the effectiveness of multidisciplinary
approaches in the treatment of chronic diseases, emphasizing the importance of collaboration among
healthcare professionals from diverse disciplines. The synthesis of evidence reveals consistent
benefits in improving clinical outcomes and promoting a holistic approach to health. Challenges,
such as interdisciplinary coordination and equity in access, are discussed, underscoring the need for
policies and practices that support the effective implementation of these innovative strategies. The
concluding remarks emphasize treatment personalization, the necessity for long-term studies, and
the importance of directing future research to optimize interdisciplinary integration in clinical
practice. Keywords: Multidisciplinary Approaches. Chronic Diseases. Interdisciplinary Collaboration. 1 Faculdade Pitágoras de Feira de Santana. 2 Faculdade Venda Nova do Imigrante. 3Universidade Tiradentes. 4Universidade Salvador. 5 Faculdade Anísio Teixeira. 6 UNIFTC. 7Faculdade Anísio Teixeira. 8Faculdade Pitágoras de Feira de Santana. 9Universidade Federal do Maranhão. 10 Unifacs. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023. ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE RESUMEN: Esta revisión bibliográfica científica examina la eficacia de los enfoques
multidisciplinarios en el tratamiento de enfermedades crónicas, destacando la importancia de la
colaboración entre profesionales de la salud de diversas disciplinas. La síntesis de evidencias revela
beneficios consistentes en la mejora de los resultados clínicos y la promoción de un enfoque holístico
de la salud. Se abordan desafíos, como la coordinación interdisciplinaria y la equidad en el acceso,
enfatizando la necesidad de políticas y prácticas que respalden la implementación efectiva de estas
estrategias innovadoras. Las consideraciones finales señalan hacia la personalización del
tratamiento, la necesidad de estudios a largo plazo y la importancia de dirigir futuras investigaciones
para optimizar la integración interdisciplinaria en la práctica clínica. Palabras
clave:
Enfoques
Multidisciplinarios. Enfermedades
Crónicas. Colaboración
Interdisciplinaria. INTRODUÇÃO As doenças crônicas representam um desafio significativo para os sistemas de saúde
global, constituindo uma parcela substancial da carga de morbidade e mortalidade. Diante
da complexidade inerente a condições como diabetes, hipertensão, doenças cardiovasculares
e respiratórias crônicas, a busca por estratégias terapêuticas mais eficazes torna-se
imperativa. A abordagem convencional, predominantemente centrada na intervenção
médica isolada, tem mostrado limitações na gestão abrangente e sustentável dessas
patologias. Assim, este trabalho explora a crescente importância das abordagens
multidisciplinares no tratamento de doenças crônicas, reconhecendo a necessidade de
integrar diversas disciplinas para proporcionar uma resposta abrangente e adaptativa às
complexidades dessas condições de saúde. 396 A prevalência das doenças crônicas continua a aumentar em todo o mundo, sendo
exacerbada por fatores como envelhecimento populacional, urbanização e mudanças nos
estilos de vida. Este cenário demanda uma revisão crítica das estratégias terapêuticas
convencionais, ressaltando a importância de uma visão mais holística. As abordagens
multidisciplinares emergem como um paradigma promissor, abrangendo não apenas a
intervenção médica, mas também a incorporação de profissionais de saúde de diversas
disciplinas, como nutricionistas, psicólogos, fisioterapeutas e assistentes sociais. A compreensão crescente da interconexão entre fatores biológicos, psicossociais e
ambientais nas doenças crônicas destaca a inadequação das abordagens unidimensionais. A
influência mútua entre aspectos psicológicos, comportamentais e fisiológicos na progressão
e manejo dessas condições destaca a necessidade de uma abordagem interdisciplinar que
considere integralmente o paciente. Dessa forma, as estratégias terapêuticas devem Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023. ISSN - 2675 – 3375 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023. ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE transcender os limites das disciplinas tradicionais, visando proporcionar um cuidado mais
completo e personalizado. A literatura científica recente tem documentado o impacto positivo das abordagens
multidisciplinares no tratamento de doenças crônicas. A integração de diferentes
especialidades permite uma avaliação mais abrangente dos fatores de risco, uma
personalização mais eficaz dos planos de tratamento e uma promoção mais eficiente da
adesão do paciente. Este trabalho busca sintetizar e contextualizar as evidências disponíveis,
destacando as contribuições específicas de cada disciplina na gestão global de doenças
crônicas e fomentando uma compreensão mais aprofundada dos benefícios derivados dessa
abordagem integrada. Em síntese, à medida que a prevalência de doenças crônicas continua a desafiar os
sistemas de saúde, a implementação de abordagens multidisciplinares surge como uma
estratégia inovadora e necessária. INTRODUÇÃO Este trabalho visa fornecer uma visão abrangente das bases
teóricas e práticas que sustentam a eficácia dessas abordagens, destacando seu papel na
promoção da saúde, prevenção de complicações e melhoria da qualidade de vida para aqueles
afetados por doenças crônicas. 397 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023.
ISSN 2675
3375 METODOLOGIA A metodologia empregada nesta revisão bibliográfica tem como objetivo explorar e
sintetizar a crescente evidência científica relacionada às abordagens multidisciplinares no
tratamento de doenças crônicas. O processo metodológico adotado fundamenta-se em
diretrizes reconhecidas para revisões bibliográficas sistemáticas, promovendo a
identificação, seleção e análise crítica de estudos relevantes. A seguir, descreve-se de maneira
detalhada as etapas seguidas durante a condução desta revisão. A definição de uma pergunta de pesquisa clara e específica é o ponto de partida. Neste
caso, a pergunta focaliza a eficácia das abordagens multidisciplinares no tratamento de
doenças crônicas, explorando os benefícios, desafios e impactos nos desfechos clínicos. Foram consultadas bases de dados científicas amplamente reconhecidas, incluindo
PubMed, Scopus e Web of Science. A busca abrangeu artigos publicados até a data limite
desta revisão, com termos de pesquisa abrangentes relacionados a "abordagens
multidisciplinares" e "doenças crônicas". A seleção dos estudos baseou-se em critérios pré-definidos. Foram incluídos artigos
que abordavam especificamente intervenções multidisciplinares no tratamento de doenças ,
ç
ISSN - 2675 – 3375 ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE crônicas, englobando diferentes disciplinas de saúde. Estudos que não atendiam a esse
critério ou que não apresentavam relevância para a temática foram excluídos. Os dados foram extraídos de forma sistemática dos artigos selecionados. Informações
como
características
dos
estudos,
participantes,
intervenções
multidisciplinares empregadas e resultados clínicos foram registrados de maneira
organizada para análise subsequente. A análise crítica dos estudos incluídos foi realizada, destacando resultados
significativos, metodologias utilizadas e limitações identificadas. A síntese dos dados
permitiu a construção de uma narrativa coesa, explorando os achados relevantes e
evidenciando tendências ou lacunas no conhecimento atual. A qualidade metodológica dos estudos foi avaliada utilizando critérios específicos
relacionados ao desenho do estudo, tamanho da amostra, métodos de intervenção e análise
estatística. Esta avaliação contribuiu para contextualizar os resultados e oferecer uma visão
crítica da robustez das evidências apresentadas. Os resultados foram apresentados de forma clara e concisa, seguindo a estrutura pré-
definida. Destacaram-se os principais achados, tendências e implicações práticas, oferecendo
uma visão abrangente do estado atual do conhecimento sobre abordagens multidisciplinares
no tratamento de doenças crônicas. 398 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023.
ISSN 2675
3375 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023.
ISSN - 2675 – 3375 RESULTADOS A análise sistemática dos estudos selecionados revelou uma convergência
significativa de evidências que apoiam a eficácia das abordagens multidisciplinares no
tratamento de doenças crônicas. A síntese abrangente dos dados indica que intervenções que
incorporam profissionais de saúde de diversas disciplinas desempenham um papel crucial
na gestão abrangente e adaptativa dessas condições de saúde complexas. Os resultados destacam a heterogeneidade nas intervenções multidisciplinares
avaliadas, abrangendo desde programas de educação do paciente até intervenções
terapêuticas intensivas. Uma constante, no entanto, foi a observação de melhorias
significativas nos desfechos clínicos quando comparadas às abordagens unidimensionais
convencionais. A inclusão de profissionais como nutricionistas, psicólogos, fisioterapeutas
e assistentes sociais demonstrou influenciar positivamente a adesão ao tratamento,
modificação de comportamento e gestão eficaz de fatores de risco associados a doenças
crônicas. Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE Além disso, os estudos revisados destacaram a relevância do aspecto psicossocial no
tratamento das doenças crônicas. Intervenções que abordam não apenas os aspectos físicos,
mas também os emocionais e sociais, demonstraram resultados mais expressivos na
melhoria da qualidade de vida dos pacientes. A colaboração entre disciplinas mostrou-se
crucial para a identificação e abordagem eficaz de barreiras emocionais, redução do estigma
e promoção de estratégias de enfrentamento positivas. A revisão também evidenciou a necessidade de uma abordagem personalizada,
considerando a heterogeneidade dos pacientes e a diversidade nas manifestações das doenças
crônicas. Estratégias que incorporaram a individualização do tratamento, adaptando-se às
necessidades específicas de cada paciente, demonstraram resultados mais expressivos em
comparação com intervenções padronizadas. Contudo, alguns desafios emergiram nos resultados, incluindo a necessidade de uma
colaboração interdisciplinar eficaz, a integração de sistemas de saúde e a garantia de uma
comunicação fluida entre os profissionais envolvidos. Além disso, a escassez de estudos de
longo prazo e a avaliação mais aprofundada dos custos associados a essas abordagens
ressaltam lacunas significativas na literatura atual. 399 Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023.
ISSN 2675
3375 DISCUSSÃO A síntese e análise dos resultados obtidos nesta revisão bibliográfica destacam a
relevância e a eficácia das abordagens multidisciplinares no tratamento de doenças crônicas. A discussão dos principais achados destaca nuances importantes que informam a
compreensão atual sobre o impacto dessas intervenções, bem como identifica áreas de
oportunidade e desafios a serem abordados no contexto clínico e de pesquisa. Os
resultados
consistentemente
positivos
observados
nas
intervenções
multidisciplinares corroboram a ideia de que a inclusão de profissionais de saúde de diversas
disciplinas contribui para uma gestão mais completa e adaptativa das doenças crônicas. A
abordagem holística, considerando não apenas os aspectos físicos, mas também os
emocionais e sociais, parece ser crucial para melhorar a qualidade de vida dos pacientes e
otimizar os resultados clínicos. A atenção ao paciente como um ser integral, em vez de focar
exclusivamente na doença, emerge como uma abordagem paradigmática na promoção da
saúde a longo prazo. A personalização do tratamento, adaptando as intervenções às necessidades
individuais dos pacientes, é uma constatação crucial nesta discussão. A heterogeneidade nas ISSN - 2675 – 3375 ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE manifestações e nas respostas ao tratamento destaca a importância de estratégias flexíveis e
adaptáveis. Essa abordagem personalizada não apenas otimiza os resultados clínicos, mas
também contribui para uma maior adesão ao tratamento, combatendo a resistência e
promovendo mudanças positivas no comportamento do paciente. Entretanto, os desafios também são evidentes. A colaboração interdisciplinar,
embora fundamental, muitas vezes encontra obstáculos relacionados à comunicação e
coordenação entre os profissionais de saúde de diferentes disciplinas. A integração eficaz
dessas abordagens multidisciplinares nos sistemas de saúde, juntamente com a
sustentabilidade financeira a longo prazo, emerge como questões críticas que necessitam de
atenção. A escassez de estudos de longo prazo é outra limitação notável na literatura revisada. Embora os resultados positivos sejam encorajadores, a compreensão dos efeitos a longo
prazo dessas abordagens multidisciplinares é essencial para avaliar a sustentabilidade e a
durabilidade dos benefícios observados. Pesquisas futuras devem focar em estudos
prospectivos de longo prazo para preencher essa lacuna de conhecimento. Além disso, é vital abordar as disparidades no acesso a intervenções
multidisciplinares. A discussão sobre como tornar essas abordagens mais acessíveis e
equitativas é crucial para garantir que todos os pacientes, independentemente de sua
localização geográfica ou status socioeconômico, possam se beneficiar dessas estratégias
inovadoras. DISCUSSÃO 400 Em resumo, as discussões baseadas nos resultados desta revisão destacam que as
abordagens multidisciplinares no tratamento de doenças crônicas representam um avanço
significativo na prática clínica. Embora os benefícios sejam evidentes, é imperativo superar
desafios como a coordenação interdisciplinar, a integração nos sistemas de saúde e a
consideração das disparidades de acesso para efetivamente incorporar essas estratégias na
prestação de cuidados de saúde a longo prazo. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023.
ISSN - 2675 – 3375 CONSIDERAÇÕES FINAIS A robustez dos resultados obtidos nesta revisão evidencia a eficácia das abordagens
multidisciplinares no tratamento de doenças crônicas. A inclusão de profissionais de
diversas disciplinas não apenas melhora os desfechos clínicos, mas também promove uma
visão mais holística da saúde, considerando os aspectos físicos, emocionais e sociais. Revista Ibero-Americana de Humanidades, Ciências e Educação. São Paulo, v.9.n.12. dez. 2023. ISSN - 2675 – 3375 Revista Ibero- Americana de Humanidades, Ciências e Educação- REASE A necessidade de personalização do tratamento, adaptando as intervenções às
características individuais dos pacientes, emerge como uma consideração crucial. A
heterogeneidade nas manifestações das doenças crônicas reforça a importância de estratégias
flexíveis e adaptáveis para otimizar os resultados e promover uma maior adesão ao
tratamento. Os desafios identificados, como a coordenação interdisciplinar e a integração nos
sistemas de saúde, destacam áreas que exigem atenção contínua. Superar essas barreiras
permitirá uma implementação mais eficaz das abordagens multidisciplinares na prática
clínica. Além disso, a consideração das disparidades no acesso e a equidade na entrega dessas
intervenções são essenciais para garantir que todos os pacientes possam se beneficiar dessas
estratégias inovadoras. A lacuna na evidência relacionada aos efeitos a longo prazo das abordagens
multidisciplinares destaca a necessidade premente de estudos prospectivos de longo prazo. Compreender a durabilidade dos benefícios observados e identificar estratégias sustentáveis
é essencial para fundamentar a implementação generalizada dessas intervenções. As implicações práticas derivadas desta revisão indicam a necessidade de promover
a integração interdisciplinar na prática clínica e nos sistemas de saúde. A incorporação de
abordagens multidisciplinares deve ser apoiada por políticas que incentivem a colaboração,
a formação interprofissional e a alocação adequada de recursos. 401 Como área em constante evolução, as pesquisas futuras devem se concentrar na
ampliação do conhecimento sobre intervenções específicas, na identificação de modelos de
colaboração eficazes e na exploração de estratégias inovadoras. A pesquisa translacional que
traduz efetivamente a evidência científica para a prática clínica é essencial para maximizar
o impacto das abordagens multidisciplinares. Em conclusão, esta revisão reforça a importância das abordagens multidisciplinares
no tratamento de doenças crônicas. Ao considerar os desafios existentes, abordar
disparidades e promover a colaboração interdisciplinar, é possível otimizar a prestação de
cuidados, melhorar os resultados clínicos e aprimorar a qualidade de vida dos pacientes
afetados por doenças crônicas. REFERÊNCIAS AMERICAN Diabetes Association. (2019). 10. Cardiovascular Disease and Risk
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Aromatic profile of wheat flour and bran fractions
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E. Guichard & J.L. Le Quéré (Eds): Proc. 16th Weurman Flavour Research Symposium, 2021.
DOI:10.5281/zenodo.5346311 Abstract The major output of milling process of wheat grains is flour, bran represents the most important fraction of all by-products. Its
content in fibres and micro-nutrients makes its enrichment interesting in breads and cereals products if no unfavourable changes
in the sensorial properties are induced. In this research, we proposed to compare the volatile components of flour, fine and
coarse brans to evaluate the potential impact of addition of bran in flour. The three fractions were obtained by using a micro-
mill and the aromatic profile was characterized by GC-MS after SPME extraction. Numerous compounds due to lipid oxidation
such as hexanal, 1-octen-3ol, nonanal, 2-heptanone were found in the three fractions. Limonene, a terpenic compound,
characterized by sweet, citrus and peely odour was identified in the three fractions. This unexpected compound was already
identified in flour. Eugenol, a phenolic compound, with spicy, clove like, woody odour and phenolic savour was only identified
in the brans fraction. This compound is formed via the general phenylpropanoid pathway, including the conversion of coniferyl
alcohol and specific enzyme. It could provide a specific marker of bran addition in flour. Keywords: aroma profile, bran, flour, marker, SPME, wheat Aromatic profile of wheat flour and bran fractions
José Daniel Wicochea Rodríguez1, Cécile Barron1, Valérie Lullien-Pellerin1, Peggy Rigou2 and
PASCALE CHALIER1
1 IATE, Univ. Montpellier, INRAE, Institut Agro, Montpellier, France, pascale.chalier@umontpellier.fr
2 SPO, Univ. Montpellier, INRAE, Montpellier, France Texte 1 IATE, Univ. Montpellier, INRAE, Institut Agro, Montpellier, France, pascale.chalier@umontpellier.fr
2 SPO, Univ. Montpellier, INRAE, Montpellier, France Texte Introduction Wheat grain is an indehiscent dry fruit consisting of a single seed intimately welded to different envelopes or
layers. The seed was constituted of the starchy endosperm and the aleurone layer, embryonic axis and the scutellum
and the nucellar epidermis and the testa. Each of these tissues has a particular structure and composition [1]. The
milling process has for aim to recover the major part of the starchy endosperm into flour, a rich source of starch
and proteins that is used to make cereal-based foods products. The flour extraction rate varies classically between
70 and 77%. Other fractions obtained by milling are coarse, fine brans and shorts. Wheat bran is composed with
the pericarp, testa, hyaline and aleurone layer but also contains part of the peripheral starchy endosperm. Bran
represents the most important fraction of overall by-products accounting for around 15-25% of the grain weight. It contains dietary fibres (45-55%), proteins (13-18%), minerals (ash 3.4-8%), lipids (3-4%) and micro-nutrients
as antioxidant component and therefore its addition could improve breads and cereals products nutritional values
if potential contaminants (heavy metals, pesticides, mycotoxins) are carefully checked and conform to the
prevailing legislation limits [2]. However, bran addition in the consumable products can also induce changes in
the sensorial properties such as texture of the dough or undesirable taste and flavour. In this research, we proposed
to compare the volatile components of flour, fine and coarse brans to evaluate the potential impact of addition of
bran in flour. Indeed, if the volatile compounds of flour have already been identified, few data exist about the
volatile compounds present in the brans fractions after milling. Proceedings of the 16th Weurman Flavour Research Symposium Materials ommon wheat (Triticum aestivum L.) grown in organic conditions was purchased from Salvagnac Agrib
n (Salvagnac, France). P. Chalier et al. P. Chalier et al. P. Chalier et al. Extraction and analysis Headspace Solid Phase Micro-Extraction (HS-SPME) was used to analyse the different fractions obtained after
milling. Samples of 0.5 g were deposited in 20 ml vial. For semi-quantification, 5 µl of internal standard solution
was added (0.2 g/l of 2-heptanol in distilled water). Each sample was pre-incubated for 5 min at 50°C and extracted
during 30 min at 50°C using fibre (30/50 µm DVB/CAR/PDMS, stableflex 2 cm 23 Ga).The desorption was carried
out for 5 min at 250°C in the automatic Combipal injector. Between each measurement the fibre was baked-out
for 30 min at 270°C. GC-MS ISQ (ThermoScientific, Austin, Texas, USA) equipped with a DB-WAX polar capillary column (30
m, 0.25 mm i.d. x 0.25 µm of thickness) and a quadrupole detector was used for identification. Helium was used
as carrier gas with a flow rate of 1.2 ml/min. The oven temperature was kept at 40°C for 5 min and programmed
to 250 °C at a rate of 2°C/min. Spectra were obtained in the electron impact mode with 70 eV. The full scan mode
was used, and the range of scans was between 40-500 amu. Compounds were identified by using different libraries
(INRA, NIST, Wiley) and linear retention indices calculation. Quantitatively, the flour was less rich in volatile compounds (around to 2mg/kg dry basis) than fine and coarse
brans (around 8mg/kg dry basis). As derived product of lipid represented the major part of volatiles components,
it can be related to the lowest lipid content of flour compared to fine and coarse brans, 1.6, 5.3 and 4.7 %,
respectively. Milling The wheat grains were tempered to reach 16.5 % (w/w) of moisture content. A micro-mill was used to simulate
the industrial milling process. The process of milling is divided in four steps including two breaking stages, one
sizing and one reduction stage leading to 4 fractions; flour, fine bran, coarse bran and shorts. Each step consisted
of a size reduction phase and a sieving phase. For the last two phases, the flour obtained after milling was processed
with a bran finisher (CHOPIN S.A) for 1.5 min. The total flour obtained corresponds to an extraction rate higher
than 70%. Aromatic profile of wheat flour and bran fractions It is important to
highlight that the studied wheat was cultivated in organic conditions. Another hypothesis was the contamination
by fungi able to produce terpene compounds. In flour, three other compounds previously detected [3], were formed by other ways that lipid oxidation. Acetic
acid can be a sign of natural grain contamination by acetic bacteria or other microorganisms. Benzyl-alcohol could
occur from phenylalanine via benzaldehyde either by β-oxidative pathway and non-oxidative way. This compound
was present in flour and in fine bran but not in coarse bran indicating potential difference in enzymes equipment
or protein amount (e.g., more germ in fine than in coarse). While the presence of 2-ethylhexanol has been already detected in flours, its origin requires further
investigations. Indeed, it is known as an indoor air pollutant with human toxicity [4]. Its detection in flour only is
surprising and could be problematic. In bran fractions, two specific compounds were identified 3-methyl-1-butanol and eugenol. The former resulted
from reduction of 3-methylbutanal which can be synthetized from leucine via Ehrlich pathway or Strecker
degradation. The presence of alcohol indicates strong activity of alcohol-dehydrogenase [5]. The aldehyde and its
corresponding alcohol were already identified in sourdough or bread and alcohol formation is considered as the
result of yeast action. y
Eugenol is a simple phenolic compound, formed via the general phenylpropanoid pathway, including the
conversion of coniferyl alcohol and the action of specific enzymes [6]. The richness in lignin of bran suggested a
possible deviation of the general way toward eugenol. It is possible that its formation is a defence mechanism due
to pathogens attack. Other compounds like acetophenone and derived components have been found in brans (data
not shown) with feruloyl-coA as a precursor and their presence was also described in a context of plant defence. The production of eugenol is positive because it shows antimicrobial activity against fungi (Fusarium, Penicillium
or Aspergillus sp) contaminating wheat. Moreover, as this compound, is found only in bran, it can play the role of
a marker of bran addition in flour. Concerning the odour quality of compounds present in all fractions, the majority was characterized by green,
vegetal aroma and are rather pleasant with the exception of acetic acid, 1-pentanol and 1-hexanol that are perceived
as pungent. The presence of limonene can improve the sensorial attribute with citrus odour. Aromatic profile of wheat flour and bran fractions Aromatic profile of wheat flour and bran fractions Aromatic profile of wheat flour and bran fractions In the flour, the more represented compounds were limonene, 1-hexanol and nonanal followed by 2-heptanone. In the brans, limonene is clearly the major compound, but 1-hexanol and 2-heptanone were also identified. In
general, the main contributors to the wheat flour aroma are the compounds derived from lipid peroxidation [3] and
the amount of these compounds changed with the progress of reaction: the longer the time before analysis, the
greater the risk of oxidation causing volatile profile modification. In their study Xu et al. [3] found that 1-hexanol
was the major compound of the flour produced from common wheat grains followed by hexanal, and nonanal. Hexanol is produced by the action of alcohol dehydrogenase from hexanal. This latter is the main volatile product
from the lipoxygenase activity and autoxidation degradation of linoleic acid. Nonanal is produced mostly from
oleic acid and was strongly represented in flour. A high quantity of these compounds (aldehydes and alcohols) is
an indication of major extend of lipid oxidation. In our fractions, their amounts remain relatively low suggesting
a good preservation of the fractions. g
p
2-Heptanone is formed by β-oxidation from octanoic acid in mitochondria of entire cell plants or by the action
of fungi as Penicillium sp. Its higher presence in coarse brans could be due to the less intensive cell degradation. This hypothesis agrees with the presence of hexanoic acid, another product of β-oxidation of octanoic acid mainly
in brans fractions. 2-Pentylfuran was only detected in brans but was not specific of these fractions because it has been already
found in flour [3]; this component is formed via auto-oxidation of linoleic acid. The strong amount of (R)-limonene specifically in the brans (50% of volatile compounds) was unexpected. However, limonene and other terpenes were evidenced in flour [3] and in derived product as bread. Their presence
could be explained by the contamination by other plants which could be cropped with wheat grains. Limonene is
also the major component of insecticide, fungicide and acaricide used in organic farming for vegetables. Then, a
cross over contamination could be also evocated to explain the high amount of this compound in the flour and
particularly in the bran fractions which are constituted to the more external layer of grains. Results and discussion First, it is important to highlight that the HS-SPME method allowed to well extract the most volatile compounds
compared to liquid-liquid extraction (data not shown). Numerous compounds due to lipid oxidation such as 1-pentanol, hexanol, 1-octen-3-ol, 2-heptanone, hexanal First, it is important to highlight that the HS-SPME method allowed to well extract the most volatile compounds
compared to liquid-liquid extraction (data not shown). First, it is important to highlight that the HS-SPME method allowed to well extract the most volatile compounds
compared to liquid-liquid extraction (data not shown). Numerous compounds due to lipid oxidation such as 1-pentanol, hexanol, 1-octen-3-ol, 2-heptanone, hexanal
and nonanal were present in the 3 fractions (Table 1) but in different rather high amounts. p
q
q
(
)
Numerous compounds due to lipid oxidation such as 1-pentanol, hexanol, 1-octen-3-ol, 2-heptanone, hexanal
and nonanal were present in the 3 fractions (Table 1) but in different rather high amounts. Table 1: Aroma compounds of wheat grains milling fractions and their semi-quantification estimated
using 2-heptanol as internal standard. Aroma Compound
(mg/kg dry basis)
LRI
Flour
Fine bran
Coarse bran
Odour qualitya
Hexanal
1106
0.094± 0.003
0.057±0.009
0.093±0.009
Fresh green
2-Heptanone
1220
0.110±0.075
0.64±0.09
1.37±0.20
Cheese,fruity,
(R)-Limonene
1227
0.504±0.135
4.93±0.55
4.64±0.44
Citrus, peely
3-Methyl-1-Butanol
1254
ND
ND
0.127±0.004
Pleasant, fruity, brandy
2-Pentyl-furan
1263
ND
0.679±0.027
0.427±0.015
Beany, nut
1-Pentanol
1288
0.086±0.028
0.057±0.020
ND
Pungent, bready
1-Hexanol
1388
0.441±0.063
0.905±0.039
0.936±0.033
Pungent, fruity
Nonanal
1417
0.262±0.079
0.035±0.006
0.017±0.003
Aldehydic, citrus
Acetic Acid
1481
0.049±0.005
0.090±0.004
0.066±0.003
Sour, acetic
1-Octen-3-ol
1487
0.051±0.006
0.104±0.007
0.059±0.004
Earthy, fungal
2-Ethylhexanol
1525
0.089±0.012
ND
ND
Citrus fresh floral
Hexanoic Acid
1889
tr
0.156±0.009
0.087±0.005
Sour, fatty, cheese
Benzyl Alcohol
1919
0.052±0.009
0.051±0.007
ND
Sweet, floral, fruity
Eugenol
2229
ND
0.134±0.008
0.120±0.005
Spicy, clove like, wood
Total
1.799±0.521
7.843±0.845
7.944±0.738
aAll odour qualities collected at: http://www.thegoodscentscompany.com/. ND non detected e 1: Aroma compounds of wheat grains milling fractions and their semi-quantification estimated
heptanol as internal standard. Table 1: Aroma compounds of wheat grains milling fractions and their semi-quantification estimated
using 2-heptanol as internal standard. Quantitatively, the flour was less rich in volatile compounds (around to 2mg/kg dry basis) than fine and coarse
brans (around 8mg/kg dry basis). As derived product of lipid represented the major part of volatiles components,
it can be related to the lowest lipid content of flour compared to fine and coarse brans, 1.6, 5.3 and 4.7 %,
respectively. 2 Aromatic profile of wheat flour and bran fractions The addition of bran
in flour should not have a detrimental influence because numerous compounds are common to the flour and the
two specific compounds have a pleasant odour. However, the oxidation reaction could be more important during
storage in relation to the higher lipid content of brans and shelf life of product revaluated in functions of bran
addition. 3 P. Chalier et al. P. Chalier et al. Conclusion Numerous volatile compounds coming from lipid oxidation are present in all milling fractions. The amount of
volatile components is higher in brans than in flour in relation to the strongest lipids content of bran. Limonene is
found in great quantity, surpassing all the other components, in particular in brans. Its origin should be investigated. The specific bran compounds are pleasant and should positively impact flour sensory properties. Moreover,
eugenol may provide a specific marker of bran addition into flour. Its presence or that of other phenylpropanoids
need to be checked on a large number of samples. p
p
;
5. Smit B. A., Engel W.J.M., Smit G. 2009, Branched chain aldehydes: production and breakdown pathways and relevance
for flavor in foods, Applied Microbiol. Biotechnol. 2009;81:987-999. 1. Hemery Y., Rouau, X., Lullien-Pellerin V., Barron, C., Abecassis, J. Dry processes to develop wheat fractions and
products with enhanced nutritional quality. J. Cereal Science. 2007;46(3):327–347. y
Wakayama T., Ito Y., Sakai K., Miyake M., Shibata E., Ohno H. et al Comprehensive review of 2ethyl-hexanol as
r pollutant. J. Occup Health. 2019;61:19–35. ,
pp
;
6. Vogt T. Phenylpropanoid Biosynthesis. Molecular Plant, 2010;3(1):2-20. 2. Apprich, S., Ö. Tirpanalan, J. Hell, M. Reisinger, S. Böhmdorfer, S. Siebenhandl-Ehn, S. Novalin and W. Kneifel. Wheat
bran-based biorefinery 2: Valorization of products. LWT - Food Science and Technology.2014;56(2): 222-231.
3. Xu, J., Zhang, W., Adhikari, K., & Shi, Y. C. Determination of volatile compounds in heat-treated straight-grade flours
from normal and waxy wheats J Cereal Science 2017;75: 77–83 1. Hemery Y., Rouau, X., Lullien-Pellerin V., Barron, C., Abecassis, J. Dry processes to develop wheat fractions and
products with enhanced nutritional quality. J. Cereal Science. 2007;46(3):327–347.
2. Apprich, S., Ö. Tirpanalan, J. Hell, M. Reisinger, S. Böhmdorfer, S. Siebenhandl-Ehn, S. Novalin and W. Kneifel. Wheat
bran-based biorefinery 2: Valorization of products. LWT - Food Science and Technology.2014;56(2): 222-231.
3. Xu, J., Zhang, W., Adhikari, K., & Shi, Y. C. Determination of volatile compounds in heat-treated straight-grade flours
from normal and waxy wheats. J. Cereal Science. 2017;75: 77–83.
4. Wakayama T., Ito Y., Sakai K., Miyake M., Shibata E., Ohno H. et al Comprehensive review of 2ethyl-hexanol as an
indoor pollutant. J. Occup Health. 2019;61:19–35.
5. Smit B. A., Engel W.J.M., Smit G. 2009, Branched chain aldehydes: production and breakdown pathways and relevance
for flavor in foods, Applied Microbiol. Biotechnol. 2009;81:987-999.
6 Vogt T Phenylpropanoid Biosynthesis Molecular Plant 2010;3(1):2-20 products with enhanced nutritional quality. J. Cereal Science. 2007;46(3):327–347.
2. Apprich, S., Ö. Tirpanalan, J. Hell, M. Reisinger, S. Böhmdorfer, S. Siebenhandl-Ehn, S. Novalin and W. Kneifel. Wheat
bran-based biorefinery 2: Valorization of products. LWT - Food Science and Technology.2014;56(2): 222-231.
3. Xu, J., Zhang, W., Adhikari, K., & Shi, Y. C. Determination of volatile compounds in heat-treated straight-grade flours
from normal and waxy wheats. J. Cereal Science. 2017;75: 77–83.
4 Wakayama T Ito Y Sakai K Miyake M
Shibata E Ohno H et al Comprehensive review of 2ethyl hexanol as an References 1. Hemery Y., Rouau, X., Lullien-Pellerin V., Barron, C., Abecassis, J. Dry processes to develop wheat fractions and
products with enhanced nutritional quality. J. Cereal Science. 2007;46(3):327–347. 2. Apprich, S., Ö. Tirpanalan, J. Hell, M. Reisinger, S. Böhmdorfer, S. Siebenhandl-Ehn, S. Novalin and W. Kneifel. Wheat
bran-based biorefinery 2: Valorization of products. LWT - Food Science and Technology.2014;56(2): 222-231. 3. Xu, J., Zhang, W., Adhikari, K., & Shi, Y. C. Determination of volatile compounds in heat-treated straight-grade flours
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Poisoning with methanol and other non-beverage alcohols - an analysis of the issue based on hospitalizations in department of toxicology
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Journal of Education, Health and Sport
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SOSNOWSKA, Weronika, BRZOZOWSKA, Aleksandra, TCHÓRZ, Michał, RADONIEWICZ–TCHÓRZ, Anna, TKACZYK,
Rafał, TOMCZYK, Jakub, ŚWIĄTEK, Gabriela, TRUSZ, Kornelia and WANAT, Iwona. Poisoning with methanol and other non-
beverage alcohols - an analysis of the issue based on hospitalizations in department of toxicology. Journal of Education, Health and
Sport. 2023;45(1):11-21. eISSN 2391-8306. http://dx.doi.org/10.12775/JEHS.2023.45.01.001
https://apcz.umk.pl/JEHS/article/view/45308
https://zenodo.org/record/8265939 SOSNOWSKA, Weronika, BRZOZOWSKA, Aleksandra, TCHÓRZ, Michał, RADONIEWICZ–TCHÓRZ, Anna, TKACZYK,
Rafał, TOMCZYK, Jakub, ŚWIĄTEK, Gabriela, TRUSZ, Kornelia and WANAT, Iwona. Poisoning with methanol and other non-
beverage alcohols - an analysis of the issue based on hospitalizations in department of toxicology. Journal of Education, Health and
Sport. 2023;45(1):11-21. eISSN 2391-8306. http://dx.doi.org/10.12775/JEHS.2023.45.01.001
https://apcz.umk.pl/JEHS/article/view/45308
https://zenodo.org/record/8265939 The journal has had 40 points in Ministry of Education and Science of Poland parametric evaluation. Annex to the announcement of the Minister of Education and Science of 17.07.2023 No. 32318. Has a Journal's
Unique Identifier: 201159. Scientific disciplines assigned: Physical Culture Sciences (Field of Medical sciences and health sciences); Health Sciences (Field of Medical Sciences and Health Sciences). Punkty Ministerialne z 2019 - aktualny rok 40 punktów. Załącznik do komunikatu Ministra Edukacji i Nauki z dnia 17.07.2023 Lp. 32318. Posiada Unikatowy Identyfikator Czasopisma: 201159. Przypisane dyscypliny naukowe: Nauki o kulturze fizycznej (Dziedzina nauk medycznych i nauk o zdrowiu); Nauki o zdrowiu (Dziedzina nauk medycznych i nauk o zdrowiu). © The Authors 2023; This article is published with open access at Licensee Open Journal Systems of Nicolaus Copernicus University in Torun, Poland
Open Access. This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium,
provided the original author (s) and source are credited. This is an open access article licensed under the terms of the Creative Commons Attribution Non commercial license Share alike. (http://creativecommons.org/licenses/by-nc-sa/4.0/) which permits unrestricted, non commercial use, distribution and reproduction in any medium, provided the work is properly cited. The authors declare that there is no conflict of interests regarding the publication of this paper. Received: 21.07.2023. Revised:10.08.2023. Accepted: 18.08.2023. Published: 21.08.2023. Jakub Tomczyk Clinical Provincial Hospital No. 2 St. Queen Jadwiga in Rzeszów Poisoning with methanol and other non-beverage alcohols - an analysis of the issue
based on hospitalizations in department of toxicology Weronika Sosnowska
https://orcid.org/0009-0003-4608-5521
weronika.sosnowska07@gmail.com
Stefan Wyszyński Regional Specialist Hospital, Lublin, Poland. Aleksandra Brzozowska
https://orcid.org/0009-0008-7687-1140
brzozola@onet.eu
Stefan Wyszyński Regional Specialist Hospital, Lublin, Poland. Michał Tchórz
https://orcid.org/0000-0002-1308-099X
tchorz.michal@gmail.com
Toxicology Clinic, Medical University, Lublin, Poland. Anna Radoniewicz–Tchórz
https://orcid.org/0009-0009-9055-8895
anna.radoniewicz@gmail.com
Stefan Wyszyński Regional Specialist Hospital, Lublin, Poland. Rafał Tkaczyk
https://orcid.org/0009-0001-0542-3374
rafaltkaczyk@wp.pl
District Specialist Hospital in Stalowa Wola, Poland. 11 11 Jakub Tomczyk
https://orcid.org/0009-0008-0586-5798
jjtomczyk15@gmail.com
Stefan Wyszyński Regional Specialist Hospital, Lublin, Poland. Gabriela Świątek
https://orcid.org/0009-0004-8537-6249
gabriela.swiatek21@gmail.com
District Specialist Hospital in Stalowa Wola, Poland. Kornelia Trusz
https://orcid.org/0009-0002-6291-6447
kornelia.trusz@gmail.com
University Clinical Hospital named after Fryderyk Chopin in Rzeszów
Iwona Wanat
https://orcid.org/0009-0003-7125-3611
iw.wanat@gmail.com
Clinical Provincial Hospital No. 2 St. Queen Jadwiga in Rzeszów ABSTRACT Introduction: Poisonings with non-beverage alcohols remain a significant problem in
contemporary toxicology. Due to the large quantity and severe course of intoxications with
methanol, the authors of this study focused primarily on poisonings with this substance. Methanol is widely used in industry. Its toxicity is attributed to its metabolites - formaldehyde
and formic acid. Poisonings with methanol often lead to the patient's death due to a wide
range of complications associated with progressive metabolic acidosis. Material and Methods: The study is of a retrospective nature. It involved the analysis of
medical records of patients admitted to the department of toxicology in 2022 after the
consumption of non-beverage alcohols, with a particular focus on methanol. Data on the
number of individuals admitted due to non-beverage alcohol intoxication between 2018 and
2022 was also analyzed. Results: Over the last 5 years (2018-2022), 36 individuals were hospitalized in the Clinical
Toxicological-Cardiological Department due to non-beverage alcohol poisoning, with 16
(44.4%) cases involving methanol. In the year 2022, the department admitted 10 individuals 12 aged 18 to 68, and 5 (50%) of them consumed methanol. Among the hospitalized, 90% were
male, and 60% came from rural areas. Deliberate intoxications accounted for 70% of the cases. Four hospitalizations (40%) resulted in patient death. All deaths were associated with
methanol intoxication. Conclusions: Non-beverage alcohol is often used by people with alcohol dependence
syndrome. Among non-beverage alcohols, patients most often reached for methanol. Its
consumption is associated with a high mortality rate and should be taken very seriously and
treated immediately. Keywords: methanol; poisoning; intoxication Introduction Among non-beverage alcohols, the following should be mentioned: isopropyl alcohol,
methanol (methyl alcohol), ethylene glycol, diethylene glycol, and propylene glycol [1]. Due
to the exceptionally severe nature of methanol poisonings, the authors primarily focus on the
issue of intoxication with this non-beverage alcohol. Methanol has a wide range of industrial
applications, making it relatively accessible for intentional poisonings. It is used in the
production of antifreeze, cleaning fluids, dyes, aviation fuels, and photocopier fluids [2]. In
some cases, especially in developing countries, food-grade alcohol (ethanol) can be
contaminated with methanol [3]. The toxicity of methanol is attributed to the formation of
formic acid as a result of metabolic transformations [4]. Formic acid causes metabolic
acidosis and, by inhibiting the cytochrome oxidase complex, also leads to lactic acidosis [5]. The individual course of methanol intoxication varies and depends, among other factors, on
the pool of folates, which play a role in the elimination of formic acid from the body [6]. Methanol itself induces central nervous system depression, leading to decreased cardiac
output, stroke volume, and blood pressure reduction [7]. A characteristic symptom of
methanol poisoning is visual impairment [8]. It is estimated that visual loss can occur with as
little as 4 to 10 ml of a 40% solution of methanol [9]. It has been demonstrated that the
severity of ocular changes and overall toxicity of methanol correlate with the degree of 13 metabolic acidosis [10]. The wide spectrum of accompanying symptoms in methanol
poisoning results from the increasing metabolic acidosis caused by lactate accumulation [5]. Particularly unfavorable prognostic factors include decreased pH (especially <7.0), coma, and
seizures [11]. The lethal dose of methanol is 15-30 ml of a 40% solution of methanol. Material and Methods The conducted study has a retrospective nature. The subjects of the study were patients
hospitalized in 2022 at the Clinical Department of Toxicology and Cardiology of the
Provincial Specialist Hospital named after Stefan Cardinal Wyszyński in Lublin, due to the
consumption of non-beverage alcohols. The data was collected based on the analysis of
medical records of the patients. During the analysis of medical records, various information
such as gender, age, place of residence, the nature of intoxication, length of patients' stay in
the department, and the quarter of the year in which the patient was admitted to the hospital
were taken into consideration. Additionally, a specific group of patients intoxicated with
methanol was isolated, and the laboratory parameters measured at admission, such as blood
pH and methanol concentration in the blood, were analyzed. Moreover, the number of
intoxications with non-beverage alcohols, with a particular focus on methanol, was compared
over the last 5 years (2018-2022). Results Among the participants, 4 (40%) were from urban areas,
while 6 (60%) were from rural areas. In 7 (70%) cases, the intake of the toxic substance was
incidental. Unintentional poisonings were caused by alcohol craving and mood-enhancing
attempt among people with alcohol dependence syndrome or mistakenly consuming toxic
substances poured into containers previously used for beverage packaging, such as mineral
water or fruit juice. A diagnosis of alcohol addiction syndrome was made for 6 (60%)
individuals. Throughout the year, 3 patients (30%) were admitted to the department in each of
the second, third, and fourth quarters, while the lowest number of admissions occurred in the
first quarter (10%). The average length of hospital stay was approximately 6 days, with the
shortest stay being for patients discharged on the day of admission and the longest stay lasting
32 days. 4 (40%) hospitalizations resulted in patient deaths. All fatalities were associated with
methanol intoxication. Out of the 10 cases, 5 (50%) individuals consumed methanol. All of In the year 2022, a total of 10 individuals were hospitalized at the Clinical Department of
Toxicology and Cardiology in Lublin due to consumption of non-beverage alcohols. The age
of the patients included in the study ranged from 18 to 68 years. Male intoxications accounted
for a significant majority (90%). Among the participants, 4 (40%) were from urban areas,
while 6 (60%) were from rural areas. In 7 (70%) cases, the intake of the toxic substance was
incidental. Unintentional poisonings were caused by alcohol craving and mood-enhancing
attempt among people with alcohol dependence syndrome or mistakenly consuming toxic
substances poured into containers previously used for beverage packaging, such as mineral
water or fruit juice. A diagnosis of alcohol addiction syndrome was made for 6 (60%)
individuals. Throughout the year, 3 patients (30%) were admitted to the department in each of
the second, third, and fourth quarters, while the lowest number of admissions occurred in the
first quarter (10%). The average length of hospital stay was approximately 6 days, with the
shortest stay being for patients discharged on the day of admission and the longest stay lasting
32 days. 4 (40%) hospitalizations resulted in patient deaths. All fatalities were associated with
methanol intoxication. Out of the 10 cases, 5 (50%) individuals consumed methanol. Results In the years 2018-2022, a total of 36 individuals were admitted to the department after
consuming non-beverage alcohols, of which 16 (44.4%) consumed methanol. The numerical
distribution of hospitalizations in each year is presented in Chart 1. 14 Chart 1. The number of people hospitalized at the Clinical Department of Toxicology
and Cardiology in Lublin due to non-beverage alcohol poisoning with a breakdown of
methanol cases in the years 2018-2022. Chart 1. The number of people hospitalized at the Clinical Department of Toxicology
and Cardiology in Lublin due to non-beverage alcohol poisoning with a breakdown of
methanol cases in the years 2018-2022. In the year 2022, a total of 10 individuals were hospitalized at the Clinical Department of
Toxicology and Cardiology in Lublin due to consumption of non-beverage alcohols. The age
of the patients included in the study ranged from 18 to 68 years. Male intoxications accounted
for a significant majority (90%). Among the participants, 4 (40%) were from urban areas,
while 6 (60%) were from rural areas. In 7 (70%) cases, the intake of the toxic substance was
incidental. Unintentional poisonings were caused by alcohol craving and mood-enhancing
attempt among people with alcohol dependence syndrome or mistakenly consuming toxic
substances poured into containers previously used for beverage packaging, such as mineral
water or fruit juice. A diagnosis of alcohol addiction syndrome was made for 6 (60%)
individuals. Throughout the year, 3 patients (30%) were admitted to the department in each of
the second, third, and fourth quarters, while the lowest number of admissions occurred in the
first quarter (10%). The average length of hospital stay was approximately 6 days, with the
shortest stay being for patients discharged on the day of admission and the longest stay lasting
32 days. 4 (40%) hospitalizations resulted in patient deaths. All fatalities were associated with
methanol intoxication. Out of the 10 cases, 5 (50%) individuals consumed methanol. All of Chart 1. The number of people hospitalized at the Clinical Department of Toxicology
and Cardiology in Lublin due to non-beverage alcohol poisoning with a breakdown of
methanol cases in the years 2018-2022. In the year 2022, a total of 10 individuals were hospitalized at the Clinical Department of
Toxicology and Cardiology in Lublin due to consumption of non-beverage alcohols. The age
of the patients included in the study ranged from 18 to 68 years. Male intoxications accounted
for a significant majority (90%). Results All of In the year 2022, a total of 10 individuals were hospitalized at the Clinical Department of
Toxicology and Cardiology in Lublin due to consumption of non-beverage alcohols. The age
of the patients included in the study ranged from 18 to 68 years. Male intoxications accounted
for a significant majority (90%). Among the participants, 4 (40%) were from urban areas,
while 6 (60%) were from rural areas. In 7 (70%) cases, the intake of the toxic substance was
incidental. Unintentional poisonings were caused by alcohol craving and mood-enhancing
attempt among people with alcohol dependence syndrome or mistakenly consuming toxic
substances poured into containers previously used for beverage packaging, such as mineral
water or fruit juice. A diagnosis of alcohol addiction syndrome was made for 6 (60%)
individuals. Throughout the year, 3 patients (30%) were admitted to the department in each of
the second, third, and fourth quarters, while the lowest number of admissions occurred in the
first quarter (10%). The average length of hospital stay was approximately 6 days, with the
shortest stay being for patients discharged on the day of admission and the longest stay lasting
32 days. 4 (40%) hospitalizations resulted in patient deaths. All fatalities were associated with
methanol intoxication. Out of the 10 cases, 5 (50%) individuals consumed methanol. All of In the year 2022, a total of 10 individuals were hospitalized at the Clinical Department of
Toxicology and Cardiology in Lublin due to consumption of non-beverage alcohols. The age
of the patients included in the study ranged from 18 to 68 years. Male intoxications accounted
for a significant majority (90%). Among the participants, 4 (40%) were from urban areas,
hil 6 (60%)
f
l
I 7 (70%)
th i t k
f th t
i
b t 15 these cases involved male patients. 80% of them were residing in rural areas. In 3 cases (60%),
the methanol consumption was intentional, with one of them being a suicide attempt. Table 1
presents the laboratory parameters measured upon admission, including blood pH and
methanol concentration. As a result of methanol consumption, 4 individuals (80%) died. Table 1. Information regarding measured methanol concentrations in the blood and
blood pH values in patients intoxicated with methanol. PARAMETER
AVERAGE
RANGE
OF
VALUES
(MIN-MAX)
STANDARD
RANGE
Methanol
concentration (mg/dl)
227,63
60-473.52
-
Blood pH
7,12
6,94-7,29
7,35–7,45 Discussion Among non-beverage alcohol poisonings, methanol poisoning is the most frequently observed
and the most serious. Therefore, this study primarily focuses on methanol intoxication. The
examined group of individuals reflects the issue of non-beverage alcohol poisonings only
among those admitted to the Clinical Toxicology and Cardiology Department at WSS
Hospital in Lublin. However, the results of this study allow for the observation of certain
patterns regarding the type of substance consumed and the individuals affected by poisoning. In recent years, there has been an upward trend in non-beverage alcohol poisonings,
particularly those involving methanol. The age structure of patients admitted to the
department varies significantly, ranging from 18 to 68 years old. It is difficult to identify a
specific age group that is more susceptible to methanol exposure. However, it can be noticed
that poisonings occur more frequently in rural areas. Out of 36 people admitted to the Clinical Toxicology and Cardiology Department at WSS
Hospital in Lublin between 2018 and 2022, 16 individuals (44.4%) were there due to
methanol poisoning. Significantly larger proportion of poisonings, about 90%, were among
males (similar results were obtained by Ahmed F et al. [12]), with 60% of them being
diagnosed with alcohol dependence syndrome. Alcohol dependence syndrome is more
common in males [13] and is also more likely to lead to death and have a higher disability- 16 adjusted life years (DALYs) rate, which represents the number of years lost due to disability
or premature death in the male population [13]. Given the increasing number of non-beverage poisonings, including methanol, one might ask
why do poisonings occur? Methanol is cheaper and more readily available than ethanol, and
some people use it in the production of homemade alcohol, which they then sell at a favorable
price to individuals addicted to alcohol as an alcohol substitute [14]. This homemade alcohol
may contain pure methanol, methanol diluted with water, or methanol with a mixture of
ethanol [15]. At the beginning of the COVID-19 pandemic, there was a misconception among
people that methanol had antiviral properties. In Iran, more than 1000 people consumed
methanol to fight the virus, and over 300 people died from poisoning [16]. It is also common for methanol to be stored in non-original containers, such as being poured
into bottles from water, beverages, or ethanol. This can lead to accidental consumption and
poisoning. Conclusions 1. Non-beverage alcohol is often used by people with alcohol dependence syndrome. 2. Methanol poisoning occurs most frequently. 3. The reasons for methanol consumption vary, and it is essential to quickly identify the
poisoning and implement appropriate treatment due to the serious symptoms that can
result in the patient's death. 4. The metabolites of methanol are toxic, not methanol itself, which is why inhibiting
alcohol dehydrogenase is an effective treatment for poisoning. 5. The method of extracorporeal elimination of choice is the intermittent hemodialysis
procedure, during which both the methanol itself and its metabolites are removed from
the patient's vascular compartment. Discussion Methanol itself is not cytotoxic, but during its metabolism, formaldehyde and
formic acid are produced, which can disrupt oxidative metabolism by inhibiting the
cytochrome oxidase mechanism [16]. Symptoms of poisoning can include coma and
respiratory arrest; hence, patients with severe poisoning require intubation and mechanical
ventilation [17]. The most critical aspect of treatment for patients with suspected or confirmed
methanol poisoning is the blockade of alcohol dehydrogenase (ADH), which prevents the
formation of toxic metabolites [18] and intermittent hemodialysis used to eliminate both
methanol and its metabolites, in addition, to compensate for blood gas and electrolyte
abnormalities. The intermittent hemodialysis procedure is performed in patients with serum
methanol levels above 50 mg/dl and/or with severe metabolic acidosis, deterioration of
general condition despite adequate treatment, severe electrolyte disturbances refractory to
conservative treatment, or acute renal failure. Substances that block ADH are: ethanol, fomepizole, abacavir, and H2 receptor blockers [16]. The most commonly used substances are ethanol and fomepizole [19]. Ethanol: 1 ml/kg of 96% alcohol diluted fivefold as the loading dose, 0.16 ml/kg/h as the
maintenance dose orally or via NGT, or 10% ethanol: 10 ml/kg intravenously as the loading
dose, then 1 ml/kg/h until achieving an ethanol serum level of 150 mg/dl. Patients receiving
intravenous (IV) ethanol require admission to an intensive care unit (ICU) due to numerous 17 17 adverse effects caused by ethanol, such as hypotension, respiratory depression, erythema,
hypoglycemia, pancreatitis, and gastritis [16]. Fomepizole: (4-methylpyrazole) at a dose of 15 mg/kg as the loading dose, 10 mg/kg as the
maintenance dose every 12 hours for up to 4 doses, and then 15 mg/kg every 12 hours until
the methanol concentration in the blood drops below 25 mg/dl. Fomepizole does not require
monitoring as in the case of ethanol infusion since it does not cause intoxication and is
associated with fewer side effects. However, it is an expensive drug [16]. Antidote administration is recommended as soon as possible, preferably during pre-hospital
care at the scene of the incident, if possible. Potential misuse of oral ethanol is rare in cases of
methanol poisoning, and the benefits of early antidote administration outweigh the potential
risk of side effects [20]. Ethanol is used as the primary antidote in toxicology departments. Special clinical situations oblige the use of fomepizole [21]. Informed Consent Statement Not applicable. Author Contributions Conceptualization and methodology:W.S., A.B., A.R-T. and M.T.; formal analysis, data
curation , writing: W.S., A.B., A.R-T., J.T.,I.W., K.T., G.Ś., R.T.; supervision M.T. All
authors have read and agreed to the published version of the manuscript. 18 Conflicts of Interest The authors declare no conflict of interest. Institutional Review Board Statement
Not applicable. Not applicable. Funding This research received no external funding. Institutional Review Board Statement
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0. 10. Théfenne H, Turc J, Carmoi T, Gardet V, Renard C. Acute methanol poisoning: about
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https://openalex.org/W2978422643
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https://www.mdpi.com/2072-6643/11/10/2371/pdf?version=1571069023
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English
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Dietary Intake of Green Nut Oil or DHA Ameliorates DHA Distribution in the Brain of a Mouse Model of Dementia Accompanied by Memory Recovery
|
Nutrients
| 2,019
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cc-by
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Keywords:
DHA; green nut oil; Alzheimer’s disease; dementia; SAMP8 mouse; DESI-IMS;
memory efficiency nutrients nutrients Dietary Intake of Green Nut Oil or DHA Ameliorates
DHA Distribution in the Brain of a Mouse Model
of Dementia Accompanied by Memory Recovery Emiko Takeyama 1,2,†, Ariful Islam 3,†, Nakamichi Watanabe 1,2, Hiroe Tsubaki 4,
Masako Fukushima 2, Md. Al Mamun 3, Shumpei Sato 3,5, Tomohito Sato 3,5, Fumihiro Eto 3,6,
Ikuko Yao 5,6, Takashi K. Ito 3,5, Makoto Horikawa 3,5 and Mitsutoshi Setou 3,5,7,* 1
Department of Food Science and Nutrition, Graduate School of Human Life Sciences,
Showa Women’s University, 1-7-57 Taishido, Setagaya-ku, Tokyo 154-8533, Japan;
takeyama@swu.ac.jp (E.T.); nakamich@swu.ac.jp (N.W.) 1
Department of Food Science and Nutrition, Graduate School of Human Life Sciences,
Showa Women’s University, 1-7-57 Taishido, Setagaya-ku, Tokyo 154-8533, Japan; 2
Institute of Women’s Health Sciences, Showa Women’s University, 1-7-57 Taishido, Setagaya-ku,
Tokyo 154-8533, Japan; m2-fukushima@outlook.jp 3
Department of Cellular and Molecular Anatomy, Hamamatsu University School of Medicine,
1-20-1 Handayama, Higashi-ku, Hamamatsu, Shizuoka 431-3192, Japan; ariful222222@gmail.com (A.I.);
amamun5245@gmail.com (M.A.M.); shumpe.sato@gmail.com (S.S.); titon0620@gmail.com (T.S.);
etofmhr@gmail.com (F.E.); itotakakun77777@gmail.com (T.K.I.); mh.alkerus@gmail.com (M.H.)
4
The Institute of Statistical Mathematics, 10-3 Midori-cho, Tachikawa-si, Tokyo 190-8562, Japan;
tsubaki@ism.ac.jp 3
Department of Cellular and Molecular Anatomy, Hamamatsu University School of Medicine,
1-20-1 Handayama, Higashi-ku, Hamamatsu, Shizuoka 431-3192, Japan; ariful222222@gmail.com (A.I.);
amamun5245@gmail.com (M.A.M.); shumpe.sato@gmail.com (S.S.); titon0620@gmail.com (T.S.);
etofmhr@gmail.com (F.E.); itotakakun77777@gmail.com (T.K.I.); mh.alkerus@gmail.com (M.H.) g
g
g
4
The Institute of Statistical Mathematics, 10-3 Midori-cho, Tachikawa-si, Tokyo 190-8562, Japan;
tsubaki@ism.ac.jp jp
5
International Mass Imaging Center, Hamamatsu University School of Medicine, 1-20-1 Handayama
Higashi-ku, Hamamatsu, Shizuoka 431-3192, Japan; yaoik5@gmail.com ernational Mass Imaging Center, Hamamatsu University School of Medicine, 1-20-1 Handayama, 5
International Mass Imaging Center, Hamamatsu University School of Medicin
Higashi-ku, Hamamatsu, Shizuoka 431-3192, Japan; yaoik5@gmail.com Higashi-ku, Hamamatsu, Shizuoka 431-3192, Japan; yaoik5@gmail.com 6
Department of Optical Imaging, Institute for Medical Photonics Research, Preeminent Medical Photonics
Education & Research Center, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku
Hamamatsu, Shizuoka 431-3192, Japan p
7
Department of Systems Molecular Anatomy, Institute for Medical Photonics Research, Preeminent Medical
Photonics Education & Research Center, 1-20-1 Handayama, Higashi-ku, Hamamatsu, Shizuoka 431-3192, Japan 7
Department of Systems Molecular Anatomy, Institute for Medical Photonics Research, Preeminent Medical
Photonics Education & Research Center, 1-20-1 Handayama, Higashi-ku, Hamamatsu, Shizuoka 431-3192, Japan
*
Correspondence: setou@hama med ac jp; Tel : 053 435 2086; Fax: 053 435 2468 y
g
J p
Correspondence: setou@hama-med.ac.jp; Tel.: 053-435-2086; Fax: 053-435-2468 y
g
*
Correspondence: setou@hama-med.ac.jp; Tel.: 053-435-2086; Fax: 053-435-2468 p
jp
These authors contributed equally to this work. †
These authors contributed equally to this work. nutrients nutrients 1. Introduction Docosahexaenoic acid (DHA), one of the most important omega-3 (ω -3) polyunsaturated fatty
acid (PUFA) found in the brain, is essential for the development and function of the brain [1,2]. Dietary
supplementation of DHA has attracted significant interest in the last few decades for its several health
benefits [3]. DHA has been linked to a lower risk of several prevalent diseases, including cancer,
cardiovascular disorders, and Alzheimer’s disease (AD) [4–6]—one of the most common types of
dementia and the most common neurodegenerative disorder in elderly people. In 2018, the number of
patients affected by AD in the U.S. alone was estimated to be 5.7 million [7]. The major pathological
hallmarks of AD are the deposition of amyloid β (Aβ) plaques and hyperphosphorylated tau in the
brain [8]. In addition, Aβ is the main determinant of neuronal loss and synaptic disruption in the
development of dementia [9]. p
Previous studies have reported decreased levels of linoleic acid (LA; C18:2), oleic acid (OA;
C18:1), arachidonic acid (AA; C20:4), eicosapentaenoic acid (EPA; C20:5), docosapentaenoic acid
(DPA; C22:5), DHA (C22:6), and DHA-containing phosphatidylcholines in the brain of patients with
dementia [2,10,11]. DHA supplementation increases levels of DHA in the brain and alleviates the Aβ
load, tau phosphorylation, neuroinflammation, and neuronal apoptosis [12–15]. There is, however,
a paucity of data on changes in the spatial distribution of free fatty acids (FFAs) in the brain after dietary
intake of DHA. Thus, the present study was conducted in order to evaluate changes in the spatial
distribution of DHA and other FFAs associated with dementia in the brain of senescence-accelerated
mouse-prone 8 (SAMP8) mice—a mouse model of dementia, after dietary supplementation with
DHA [16,17]. SAMP8 mice display many features of dementia, such as oxidative damage, degeneration
of the brain stem, neuronal cell death, Aβ alternation, tau hyperphosphorylation, blood-brain barrier
dysfunction, progressive learning, and memory deficits [16,17]. Additionally, the effects of green nut oil (GNO), also known as sacha inchi oil—oil extracted
from the seeds of the evergreen climbing plant Plukenetia volubilis, were investigated in SAMP8 mice. GNO contains approximately 50% α-linolenic acid [18,19]. Human and other mammals can synthesize
DHA from α-linolenic acid through a progressive series of enzymatic elongation and desaturation
reactions [2,3]. Received: 19 July 2019; Accepted: 2 October 2019; Published: 4 October 2019 Abstract: Docosahexaenoic acid (DHA), an omega-3 polyunsaturated fatty acid, has significant
health benefits. Previous studies reported decreased levels of DHA and DHA-containing
phosphatidylcholines in the brain of animals suffering from Alzheimer’s disease, the most common
type of dementia; furthermore, DHA supplementation has been found to improve brain DHA levels
and memory efficiency in dementia. Oil extracted from the seeds of Plukenetia volubilis (green nut
oil; GNO) is also expected to have DHA like effects as it contains approximately 50% α-linolenic
acid, a precursor of DHA. Despite this, changes in the spatial distribution of DHA in the brain
of animals with dementia following GNO or DHA supplementation remain unexplored. In this
study, desorption electrospray ionization imaging mass spectrometry (DESI-IMS) was applied to
observe the effects of GNO or DHA supplementation upon the distribution of DHA in the brain of
male senescence-accelerated mouse-prone 8 (SAMP8) mice, a mouse model of dementia. DESI-IMS
revealed that brain DHA distribution increased 1.85-fold and 3.67-fold in GNO-fed and DHA-fed
SAMP8 mice, respectively, compared to corn oil-fed SAMP8 mice. Memory efficiency in SAMP8
mice was also improved by GNO or DHA supplementation. In summary, this study suggests the
possibility of GNO or DHA supplementation for the prevention of dementia. Keywords:
DHA; green nut oil; Alzheimer’s disease; dementia; SAMP8 mouse; DESI-IMS;
memory efficiency Nutrients 2019, 11, 2371; doi:10.3390/nu11102371 www.mdpi.com/journal/nutrients Nutrients 2019, 11, 2371 2 of 14 1. Introduction As a result of the well-known health benefits of DHA, the continuing demand for
DHA containing fish oil has exerted a substantial impact upon marine populations; thus, it has been
suggested that mass scale fishing is no longer sustainable [20]. GNO is expected to be a sustainable
alternative source of DHA instead of fish oil DHA. Moreover, GNO is less expensive compared to
DHA and does not require special instruments for extraction and purification. Over the last few decades, imaging mass spectrometry (IMS) has become a powerful tool for the
direct visualization, identification, and analysis of biomolecules in proteomics and metabolomics [21,22]. By using IMS, several FFAs, phospholipids, peptides, and other metabolites have been identified
in a number of tissues [23–26]. A recently developed IMS technique, known as desorption
electrospray ionization imaging mass spectrometry (DESI-IMS), has emerged as a rapid, nondestructive,
and powerful IMS technique for the detection of FFAs, phospholipids, proteins, drugs, metabolites,
and other small molecules at µm scale resolution under ambient condition with the advantage of
minimal sample preparation [27–29]. In this study, DESI-IMS was applied in order to analyze changes in the spatial distributions
of FFAs, including DHA, in the brain of SAMP8 mice after supplementation with GNO or DHA. The Y-maze test was performed to investigate the effects of GNO or DHA supplementation upon the
behavioral phenotype of SAMP8 mice. 2.3. Group Size and Samples For behavioral analysis, group sizes were as follows: DHA, n = 10; GNO, n = 9; and CO, n = 9. For
DESI-IMS analysis, group sizes were as follows: DHA, n = 3; GNO, n = 3; and CO, n = 3. For DESI-IMS
analysis, three mice were selected from each group by stratified sampling. All nine mice taken for
DESI-IMS analysis were divided into three experimental sets by blindly taking one mouse from each
group for each experiment. 2.2. Chemicals and Reagents Fish oil DHA-46 and GNO were provided by Tama Biochemical Co., Ltd. (Tokyo, Japan) and
NPO Arcoiris Naturaleza (Matsudo, Chiba, Japan), respectively. Corn oil was purchased from Oriental
Yeast Co., Ltd. (Tokyo, Japan). LC/MS grade methanol, 2-propanol, and ultrapure water were
purchased from Wako Pure Chemical Industries (Osaka, Japan). OA, lysophosphatidylcholine (18:1),
phosphatidylcholine (18:1/18:1), DHA, phosphatidylcholine (22:6/22:6), and sodium formate were
purchased from Sigma-Aldrich (St. Louis, MO, USA). AA was purchased from Cayman Chemical
(Ann Arbor, Michigan, MI, USA). 2.4. Tissue Preparation Following collection, the brains were rapidly frozen in powdered dry ice and stored at −80 ◦C. The tissues were mounted on a sample holder using optimal cutting temperature (OCT) compound
(Sakura Finetek Japan, Tokyo, Japan) and sectioned at 10 µm thickness along the sagittal axis using a
cryostat system (CM1950; Leica Biosystems, Wetzlar, Germany) at −20 ◦C on un-coated glass slides
(Matsunami, Osaka, Japan, size: 76/26 mm; thickness: 0.8 to 1 mm) for DESI-IMS analysis. Hematoxylin
and eosin (H&E) staining was used in order to facilitate histopathological examination. 2.1. Animal 2.1. Animal Thirteen weeks old male SAMP8 mice were purchased from Sankyo Labo Service Corporation,
Inc. (Tokyo, Japan) and reared in individual cages at 22 ± 2 ◦C with a light/dark cycle of 12 h (light 3 of 14 Nutrients 2019, 11, 2371 period: 7 am to 7 pm). Food and tap water were provided ad libitum. During the first week of the
preparatory rearing periods, the diet consisted of CRF-1 (Charles River Formula-1) pellets from Charles
River International Laboratories, Inc. (Kanagawa, Japan). During the subsequent rearing period,
the diet consisted primarily of AIN-93G (American Institute of Nutrition 93-G) from Oriental Yeast Co.,
Ltd., Tokyo, Japan. After the 1st week of preparatory rearing periods, the mice were divided into three
groups. Group I (CO-fed) was comprised of SAMP8 mice that were fed a diet consisting of AIN-93G,
in which soybean oil was replaced with 7% corn oil (CO). Group II (GNO-fed) was comprised of
SAMP8 mice, fed on a diet consisting of AIN-93G, in which soybean oil was replaced with 7% GNO. Group III (DHA-fed) comprised of SAMP8 mice that were fed a diet consisting of AIN-93G, in which
soybean oil was replaced with a mixture of 7% fish oil DHA-46 and CO (DHA-46:CO = 4:3). y
p
(
)
CO, GNO, and DHA-fed mice were reared for 14 weeks. After 14 h of fasting and 2 h of
water deprivation on the last day of rearing, mice were euthanized by decapitation and dissected. Following removal, the brain samples were stored at −80 ◦C until further analysis. This study was
approved by the Showa Women’s University Animal Research Committee and conducted according
to the regulations of Showa Women’s University Animal Research Committee (ethical permission
number: 17-04), and Animal Care and Use Committee of the Hamamatsu School of Medicine. 2.6. DESI-IMS Data Analysis MassLynx (Waters, Milford, MA, USA; version 4.1) software was used for data acquisition and
processing, HDImaging (Waters, Milford, MA, USA; version 1.4) and IMAGE REVEAL (Shimadzu,
Kyoto, Japan; version 1.0.1.8345) software was used for image analysis. IMAGE REVEAL was used
particularly for the analysis of the intensity of each m/z at each pixel. 2.5. DESI-IMS Brain sections were kept at room temperature to dry before DESI-IMS acquisition. Mass spectra
were acquired in negative ion modes. All experiments were performed using a DESI source attached
to a quadrupole time-of-flight (Q-TOF) mass spectrometer (Xevo G2-XS Q-TOF, Waters, Milford,
MA, USA). The mass spectra were calibrated externally using sodium formate solution (500 µM) in
a 90:10 ratio of 2-propanol: water (v/v), prior to measurement. The spray solvent (98:2; methanol:
water, v/v) was delivered at a flow rate of 2 µL/min using a solvent pump (ACQUITY UPLC Binary
Solvent Manager, Waters, Milford, MA, USA). Ions from brain tissues were obtained in a mass range of
m/z (mass-to-charge ratio) 100 to 1200 Da. All other parameters used in DESI-IMS are listed in Table 1. 4 of 14 Nutrients 2019, 11, 2371 Table 1. Parameters used for DESI-IMS analysis. DESI Ion Source Parameters
Capillary Voltage
−4 kV
Source Temperature
100 ◦C
Spray Impact angle
80◦
Solvent
98% Methanol (v/v)
Solvent Flow Rate
2 µL/min
Nebulizing N2 Gas
Pressure
0.4 MPa
DESI stage parameters
Pixel size
100 µM
Scanning speed (X axis)
200 µM/sec
Data acquisition parameters
Polarity
−Ve
m/z range
100 to 1200 Da
Resolution
20000
Mass window
0.02 Da
Acquisition rate
1 spectrum sec-1
Inlet voltage
4000 V With the exception of m/z 303.23 and 327.23, to assign all other candidate molecules corresponding
to each targeted m/z, the Human Metabolome Database (http://www.hmdb.ca/spectra/ms/search) for
mass accuracy and biological distribution was used alongside previous reports [30]. Tandem mass
spectrometry (MS/MS) was performed in order to confirm molecular ions against m/z 303.23 and 327.23
on the same instrument using collision energy 10 eV, source temperature 120 ◦C, capillary voltage
4 kV, and 98% methanol as solvent at a flow rate 2 µL/min. To confirm whether all detected molecular
ions corresponded to fatty acids (FAs) were from FFAs or FA fragments from lipids, standard OA, OA
containing lysophosphatidylcholine (LPC), OA containing phosphatidylcholine (PC), DHA, and DHA
containing PC were analyzed using same instruments and parameters as mentioned in Table 1. 2.7. Mouse Behavior Behavioral tests were conducted using the Y-maze test, with slight modifications to the method
reported by Yamada et al. [31]. Briefly, mice were placed inside a Y-shaped device. Three arms (A, B,
and C) contained objects of different colors and shapes placed on the outer walls. Exploratory behavior
of the mice was recorded. Y-maze trials were performed three times in total during the breeding period
(at the age of 14 weeks, 22 weeks, and 27 weeks) for all mice in each group. Measurements were
performed for 8 min. The arms that a mouse entered while freely exploring inside the maze were
recorded in order as the "total arm entry number (spontaneous behavior amount)". The number of times
a mouse selected different arms three consecutive times was calculated as the "number of alternating
behaviors". “Replacement behavior ratio" was determined as follows to assess spatial/short-term
memory: ternating behavior rate (%) = number of alternating actions/(total arm entry number −2) × 100. Efficiency = log (alternating behavior rate/number of alternating actions). 5 of 14 Nutrients 2019, 11, 2371 2.8. Statistical Analysis All statistical analyses were performed using SPSS (version 16) and MS Excel (version 2019)
software. All values are expressed as mean ± SEM (standard error of the mean). Differences
were considered significant with p values less than 0.05 (one-way ANOVA with Tukey′s multiple
comparisons). IMAGE REVEAL (Shimadzu, Kyoto, Japan; version 1.0.1.8345) software was used to
test the distribution pattern (Gaussian distribution or not) of DHA in the brain of SAMP8 mice. 3. Results 3.1. Detection of Target Peaks (m/z) from DESI-IMS Spectra DESI-IMS experiments in negative mode over 100–1200 m/z range were performed, and mass
spectra from SAMP8 mouse brains were acquired in order to analyze changes in the lipoquality
following GNO or DHA supplementation. Figure 1 indicates the representative mass spectra obtained
from SAMP8 mouse brains, and Figure S1 depicts assigned peaks from DESI mass spectrum. Figure 1. Representative mass spectrum of DESI-IMS at negative ion mode over m/z range 100–1200
Da acquired from sagittal slices of senescence-accelerated mouse-prone 8 (SAMP8) mouse brains. CO-fed, GNO-fed, and DHA-fed indicate corn oil-fed SAMP8 mice, green nut oil-fed SAMP8 mice, and
docosahexaenoic acid-fed SAMP8 mice, respectively. Figure 1. Representative mass spectrum of DESI-IMS at negative ion mode over m/z range 100–1200
Da acquired from sagittal slices of senescence-accelerated mouse-prone 8 (SAMP8) mouse brains. CO-fed, GNO-fed, and DHA-fed indicate corn oil-fed SAMP8 mice, green nut oil-fed SAMP8 mice, and
docosahexaenoic acid-fed SAMP8 mice, respectively. In total, seven ions of interest were observed across the three groups with m/z 279.23, 281.25,
301.22, 303.23, 327.23, 329.25, and 331.27; these ions corresponded to LA (C18:2), OA (C18:1), EPA
(C20:5), AA (C20:4), DHA (22:6), DPA (22:5), and adrenic acid (AdA; C22:4) respectively. With the
exception of AdA, all other assigned FAs are associated with dementia. Corresponding molecular
ions for m/z 303.23 and 327.23 were confirmed by tandem mass spectrometry (Figure S2). All other
candidates were assigned based on their m/z accuracy (Table 2) and previous reports [30]. 6 of 14 Nutrients 2019, 11, 2371 Table 2. m/z accuracy of targeted molecules. Table 2. m/z accuracy of targeted molecules. y
g
Free Fatty Acids
Theoretical m/z
Observed m/z
Mass Accuracy (ppm)
Linoleic acid (LA)
279.2330
279.2331
0.36
Oleic acid (OA)
281.2486
281.2487
0.36
Eicosapentaenoic acid (EPA)
301.2173
301.2170
1.00
Docosapentaenoic acid (DPA)
329.2486
329.2451
10.63
Adrenic acid (AdA)
331.2643
331.2639
1.21 Additionally, five lipid standards were analyzed using the same instruments and parameters
which were used to acquire mass spectra from SAMP8 mouse brains. FFAs were detected efficiently
by DESI-IMS, but no fragments for FAs from LPC (18:1), PC (18:1/18:1), and PC (22:6/22:6) were
detected (Figure S3). 3.2. Effects of Dietary Intake of GNO or DHA on Brain Distribution of FFAs 3.2. Effects of Dietary Intake of GNO or DHA on Brain Distribution of FFAs After 14 weeks of GNO or DHA supplementation to SAMP8 mice, the distribution of LA, OA,
EPA, AA, DHA, DPA, and AdA (Figure 2) was analyzed. After 14 weeks of GNO or DHA supplementation to SAMP8 mice, the distribution of LA, OA,
EPA, AA, DHA, DPA, and AdA (Figure 2) was analyzed. Figure 2. Selected molecular ion (M-H)- images of free fatty acids in sagittal slices of SAMP8 mouse
brains from DESI-IMS. LA: linoleic acid, OA: oleic acid, EPA: eicosapentaenoic acid, AA: arachidonic
acid, DHA: docosahexaenoic acid, DPA: docosapentaenoic acid, AdA: adrenic acid. Figure 2. Selected molecular ion (M-H)- images of free fatty acids in sagittal slices of SAMP8 mouse
brains from DESI-IMS. LA: linoleic acid, OA: oleic acid, EPA: eicosapentaenoic acid, AA: arachidonic
acid, DHA: docosahexaenoic acid, DPA: docosapentaenoic acid, AdA: adrenic acid. Figure 2. Selected molecular ion (M-H)- images of free fatty acids in sagittal slices of SAMP8 mouse
brains from DESI-IMS. LA: linoleic acid, OA: oleic acid, EPA: eicosapentaenoic acid, AA: arachidonic
acid, DHA: docosahexaenoic acid, DPA: docosapentaenoic acid, AdA: adrenic acid. Nutrients 2019, 11, 2371 7 of 14 7 of 14 Nutrients 2019, 11, 2371 Increased levels of LA, OA, EPA, AA, DHA, and DPA in DHA-fed mice, and increased levels of
LA, OA, EPA, and DHA in GNO-fed mice were observed compared to that in CO-fed mice (Figure 3
and Figure S4). Among the three experiments, an increase in the distribution of AA in GNO-fed
mice compared to that of CO-fed mice was observed in two experiments (Figure S4). No significant
difference was found in the distribution of AdA between all three groups (Figure 3). Furthermore,
maximum fold increase (with respect to the intensity of current ions of each targeted m/z) in the
distribution/level of DHA in both GNO-fed and DHA-fed groups was observed compared to those in
the CO-fed group (Figure 3 and Figure S5). Compared to that in the CO-fed mice, the distribution
of DHA in the brain of SAMP8 mice was increased by 1.85-fold and 3.67-fold in the GNO-fed and
DHA-fed mice, respectively (Figure S5). Figure 3. Average intensity (arbitrary unit; a.u.) of DHA and other free fatty acids in sagittal slices of
SAMP8 mouse brains. All data are expressed as mean ± SEM. * indicates p < 0.001 compared to CO,
and n indicates the number of pixels. Fi
3 A
i
i
(
bi
i
)
f DHA
d
h
f
f
id i
i
l li
f Figure 3. Average intensity (arbitrary unit; a.u.) of DHA and other free fatty acids in sagittal slices of
SAMP8 mouse brains. All data are expressed as mean ± SEM. * indicates p < 0.001 compared to CO,
and n indicates the number of pixels. 3.3. Effects of Dietary Intake of GNO or DHA on Brain Distribution of DHA 3.3. Effects of Dietary Intake of GNO or DHA on Brain Distribution of DHA 3.3. Effects of Dietary Intake of GNO or DHA on Brain Distribution of DHA As the maximum fold changes were obtained in the distribution of DHA following dietary
supplementation with GNO or DHA than that obtained with CO supplementation in SAMP8 mouse
brains, the distribution of the signal intensity of DHA in the brains of SAMP8 mice (Figure 4A–C)
was analyzed. It was found that the distribution of the signal intensity of DHA was not Gaussian
(Figure 4B). However, significant changes in the spatial distribution of DHA in the brains of GNO-fed
or DHA-fed SAMP8 mice compared to that in CO-fed SAMP8 mice (Figure 4A,C and Table S1) were
observed. DHA distribution was significantly increased in the hippocampus in GNO-fed and DHA-fed
mice relative to that in CO-fed mice (Figure 4A,C). Similarly, the dietary intake of both GNO and
DHA also significantly increased the distribution of DHA in the cerebellum, cerebral cortex, thalamus,
hypothalamus, and olfactory bulb in the GNO-fed and DHA-fed mice (Figure 4C, Figure S6, and Table
S1). Conversely, distribution of DHA in the septum was increased significantly only in DHA-fed mice
but not in GNO-fed mice (Figure 4A,C). 8 of 14 Nutrients 2019, 11, 2371 Figure 4. Distribution of DHA in different parts of the sagittal sections of SAMP8 mouse brains. CO-fed, GNO-fed, and DHA-fed indicate corn oil-fed SAMP8 mice, green nut oil-fed SAMP8 mice,
and DHA-fed SAMP8 mice, respectively. (A) represents H&E stained brain slices and ion images of
DHA. (B) represents the distribution of the signal intensity of DHA in SAMP8 mouse brains after
supplementation with CO (a), GNO (b), and DHA (c). (C) represents average intensity (a.u.) of DHA
in the different regions of SAMP8 mouse brains after supplementation with CO, GNO, and DHA. Here * indicates p < 0.001 compared to CO-fed SAMP8 mice. All values are expressed as mean ±
SEM. Cb: cerebellum, Cx: cerebral cortex, Hip: hippocampus, OB: olfactory bulb, Tha: thalamus, Hy: Figure 4. Distribution of DHA in different parts of the sagittal sections of SAMP8 mouse brains. CO-fed, GNO-fed, and DHA-fed indicate corn oil-fed SAMP8 mice, green nut oil-fed SAMP8 mice,
and DHA-fed SAMP8 mice, respectively. (A) represents H&E stained brain slices and ion images of
DHA. (B) represents the distribution of the signal intensity of DHA in SAMP8 mouse brains after
supplementation with CO (a), GNO (b), and DHA (c). 3.4. Effects of GNO or DHA on Memory Efficiency of SAMP8 Mice The results of this investigation indicate that the dietary supplementation of GNO or DHA
improved the memory efficiency of SAMP8 mice by 1.99-fold and 2.34-fold, respectively, compared to
that of the CO-fed SAMP8 mice (Figure 5). Figure 5. Effects of GNO and DHA on memory efficiency of SAMP8 mice. All data are presented as
mean ± SEM. n indicates the number of mice, and * indicates p < 0.05 compared to CO-fed SAMP8 mice. Figure 5. Effects of GNO and DHA on memory efficiency of SAMP8 mice. All data are presented as
mean ± SEM. n indicates the number of mice, and * indicates p < 0.05 compared to CO-fed SAMP8 mice. 3.3. Effects of Dietary Intake of GNO or DHA on Brain Distribution of DHA (C) represents average intensity (a.u.) of DHA
in the different regions of SAMP8 mouse brains after supplementation with CO, GNO, and DHA. Here * indicates p < 0.001 compared to CO-fed SAMP8 mice. All values are expressed as mean ±
SEM. Cb: cerebellum, Cx: cerebral cortex, Hip: hippocampus, OB: olfactory bulb, Tha: thalamus, Hy:
hypothalamus, ST: septum, n: number of pixels. Spatial distribution of AA in the hippocampus of SAMP8 mice treated with CO, GNO, and DHA
was also analyzed. In all three experiments, a significant increase in the distribution of AA in the 9 of 14 Nutrients 2019, 11, 2371 hippocampus of GNO-fed and DHA-fed SAMP8 mice was found relative to that in CO-fed SAMP8
mice (Figure S7). hippocampus of GNO-fed and DHA-fed SAMP8 mice was found relative to that in CO-fed SAMP8
mice (Figure S7). 4. Discussion The results of this investigation suggest that the dietary supplementation with GNO or DHA
could significantly increase the distribution of DHA in the brain of SAMP8 mice. The distribution
of several other FFAs associated with dementia was also ameliorated in the SAMP8 mouse brain
after GNO or DHA supplementation. To the best of our knowledge, this is the first report on the
effects of GNO or DHA supplementation on the spatial distribution of DHA and other FFAs in the
brain of the animal with dementia. Additionally, the possibility of the potential beneficial effects of
GNO or DHA supplementation on memory efficiency in dementia using SAMP8 mice was revealed in
this investigation. In this study, DESI-IMS was applied in order to examine the spatial distributions of DHA and other
FFAs associated with dementia in the brains of male SAMP8 mice. DESI-IMS is a recently developed
technique that can be used to analyze the spatial distribution and identification of biomolecules, metabolites,
and drugs [28]. Moreover, lipids and FFAs are easily ionized in DESI-IMS, and their metabolism lies at
the core of many diseases, including dementia and cancer [4,23,25,32]. Seven molecular ions of FFAs
were detected from the mass spectra of DESI-IMS, acquired in negative ion mode from brain slices of
SAMP8 mice. Using MS/MS analysis, it was confirmed that AA and DHA corresponded to ions at m/z
303.23 and 327.23, respectively. Based on previous reports and mass accuracy, candidate molecules against
the remaining five ions were assigned [30]. Analyzing lipid standards using the same instruments and
parameters, which were used to acquire mass spectra from SAMP8 mouse brains, it was also confirmed
that all fatty acids were detected as free fatty acids in this study. A decrease in the total amount of LA, OA, EPA, AA, DHA, and DPA in the brains of humans and
AD animal models—the most common form of dementia due to changes in the metabolism of FFAs—has
been reported in previous studies [2,10,33]. Omega-3 PUFAs enhance fatty acid oxidation, increase
fluidity and function of membrane proteins, regulate expression of genes related to signal transmission,
serve as precursors to second messengers, and inhibit inflammation [5,34–36]. Using DESI-IMS, 10 of 14 Nutrients 2019, 11, 2371 significant improvements in the distribution of LA, OA, EPA, AA, DHA, and DPA in the brains of
SAMP8 mice after GNO or DHA supplementation were observed compared to CO supplementation. 4. Discussion These results suggest that dietary supplementation with GNO or DHA in SAMP8 mice ameliorated the
dementia associated deficiency of FFAs. GNO contains about 50% α-linolenic acid (precursor of DHA
and EPA), 33% LA (precursor of AA), and 8% OA [3,18]. These fatty acids of GNO may have a role to
improve the distribution of FFAs observed in the brain of GNO-fed SAMP8 mice in this study. DHA
also can be converted to EPA and DPA through a process known as retroconversion and may help
to improve DPA and EPA distribution in the brain of DHA-fed SAMP8 mice [37]. However, there is
a paucity of data about the effects of DHA supplementation on the distribution or levels of LA and
AA in animals. These FFAs play important physiological roles and can also be converted into other
PUFAs and metabolites that are structural components of the cell membrane and crucial for several
brain functions [3,10,36]. AA is one of the most abundant FA found in the brain. Although AA plays
a notable role in inflammation, it acts as a precursor for signaling molecules and as a potent activator of
gene transcription factors [1]. It also facilitates neurite overgrowth by stimulating syntaxin 3, which is
critical for neuronal development [38]. Among all detected FFAs, the maximum increase in the distribution of DHA was found to occur in
the brains of GNO-fed or DHA-fed SAMP8 mice. The distribution of DHA was increased by 1.85-fold
and 3.67-fold in the brains of GNO-fed and DHA-fed SAMP8 mice, respectively, when compared to
CO-fed SAMP8 mice. ToexaminethedistributionofDHAinthedifferentregionsofSAMP8mousebrains, theregional-specific
analysis was performed using images obtained from DESI-IMS for molecular ions of DHA at m/z 327.23. This study demonstrates that the dietary intake of GNO or DHA significantly augmented DHA distribution
in most of the regions of SAMP8 mice brain. The accumulation of DHA in the hippocampus, the region where adult neurogenesis occurs
and impacts memory function [39,40], in GNO-fed or DHA-fed SAMP8 brains was noted in this
study. A decreased level of DHA was found in the hippocampus of SAMP8 mice in a previous
study [41]. According to previous reports, DHA supplementation augments brain DHA levels,
enhances neurogenesis, and reduces tau hyperphosphorylation, Aβ deposition, neurotransmission,
and neuronal apoptosis [12,14,42]. Neurogenesis also occurs in the olfactory bulb and could be enhanced
by increased levels of DHA in the olfactory bulb [43,44]. 4. Discussion In this study, the increased distribution of
DHA in the olfactory bulb of GNO-fed and DHA-fed SAMP8 mice was found compared to that in the
CO-fed group. Additionally, increased levels of DHA in the cerebral cortex, cerebellum, hypothalamus,
and thalamus were observed in SAMP8 mouse brains in both DHA-fed and GNO-fed groups compared
to that of CO-fed SAMP8 mice. DHA is also expected to improve the functions of these brain regions. The cerebral cortex controls prospective memory and motor function [45], the cerebellum plays
a significant role in goal-directed behavior and motor control [46,47], the thalamus plays important
roles in memory [48], and the hypothalamus controls basic physiological functions, including emotion,
reproduction, metabolism, energy expenditure, and flight responses [49]. After DHA, AA is the 2nd
FFA in which the most significant change was found in DHA-fed and GNO-fed SAMP8 mice compared
to CO-fed SAMP8 mice. An increased distribution of AA in the hippocampus of DHA-fed and GNO-fed
SAMP8 mice compared to that of CO-fed SAMP8 mice was also observed in this study. LA found in
GNO might increase the distribution of AA in the hippocampus of GNO-fed mice. However, to the
best of our knowledge, there is a lack of previous reports about the effects of DHA supplementation on
the distribution of AA in the animal brain. Further study is required to explore the mechanism by
which DHA can affect the distribution of AA in the brain. Dietary intake of DHA improves memory function in both experimental animal models and
humans with dementia [50,51]. The recent meta-analysis study also demonstrated that DHA could
improve memory function in healthy adults [52]. In order to explore the effects of dietary intake of
GNO or DHA in memory efficiency, a Y-maze test, which is used to measure short-term memory and
stereotypic behavior [53], was performed. It was observed that the memory efficiency of SAMP8 mice 11 of 14 11 of 14 Nutrients 2019, 11, 2371 was improved by 1.99-fold and 2.34-fold in GNO-fed and DHA-fed mice, respectively, compared to
CO-fed SAMP8 mice. All findings of this study suggest that both GNO and DHA supplementation
improves brain DHA distribution and memory efficiency of SAMP8 mice. Currently, the increased
demand for DHA containing fish oil, resulting from its tremendous health benefits, is proving to be
detrimental to fish species and numbers [3]. 5. Conclusions In summary, the dietary intake of GNO or DHA can ameliorate dementia-associated abnormal
distribution of DHA in the brain and memory deficiency. Furthermore, GNO or DHA supplementation
also can increase the distribution of other FFAs in the brain associated with dementia. Therefore,
this study suggests the possibility of GNO or DHA supplementation for the prevention of dementia,
and the potentiality of GNO as an alternative to fish oil DHA in the future. Supplementary Materials: The following are available online at http://www.mdpi.com/2072-6643/11/10/2371/s1,
Figure S1: Representative negative ion DESI mass spectrum from sagittal slices of SAMP8 mouse brains and
detection of m/z of interest (7 m/z). (A) Full mass spectrum. (B) Expanded view of A. Figure S2: DESI-MS/MS
mass spectra of m/z 327.23 (A–D) and 303.23 (E–H) in negative ion mode. Similar fragments were detected in both
samples and standards. Figure S3: DESI-IMS mass spectra in negative ion mode from five lipid standards, OA
(A), OA containing LPC (B), OA containing PC (C), DHA (D), and DHA containing PC (E). Figure S4: Average
intensity (a.u.) of DHA and other free fatty acids in the sagittal slices of SAMP8 mouse brains from (data from
three experiments). FigureS5: Fold changes in the distribution of free fatty acids in the brains of GNO-fed and
DHA-fed SAMP8 mice compared to those of CO-fed SAMP8 mice. Figure S6: Distribution of DHA in different
regions of SAMP8 mouse brains (data from three experiments). Figure S7: Distribution of arachidonic acid (AA)
in the hippocampus of SAMP8 mice. Table S1: Fold changes in the distribution of DHA in the different brain
regions of DHA-fed and GNO-fed SAMP8 mice compared to CO-fed SAMP8 after the supplementation of CO,
GNO, and DHA. Author Contributions: Conceptualization, E.T., M.S., and A.I.; Formal analysis, A.I., E.T., N.W., H.T., M.A.M., F.E.,
and S.S.; Funding acquisition, M.S. and E.T.; Supervision, M.S.; Investigation, M.S., E.T., M.H., I.Y., M.F., and T.K.I.;
Methodology, M.S., M.F., S.S., T.S., N.W., H.T., and A.I.; Writing original draft, A.I.; Review and editing the draft
copy, M.S., M.H., N.W., H.T., T.K.I., T.S., I.Y., F.E., and M.A.M. 4. Discussion This study suggests the prospective possibility of GNO as
a sustainable source of DHA alternative to fish oil. However, further studies are required to investigate
the role and mechanism of increased brain DHA following the dietary supplementation of GNO or
DHA to improve memory efficiency and other pathological hallmarks of dementia in animal models
and humans. 5. Conclusions Funding: This study was supported by Showa Women’s University research grants, MEXT/JSPS KAKENHI Grant
Number JP15H05898B1, Japan Agency for Medical Research and Development (AMED) under Grant Number
JP19gm0910004, Japan Science and Technology Agency (JST) Program for Creating STart-ups from Advanced
Research and Technology (START) under Grant Number ST292006UT, and Imaging Platform supported by the
Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan. Acknowledgments: We are grateful to Tsuyoshi Watanabe for providing DHA (Tama Biochemical Co., Ltd.) and
Norihisa Oohashi for providing green nut oil (NPO Corporation Arcoiris). Conflicts of Interest: The authors declare no conflict of interest. of Interest: The authors declare no conflict of interes 1.
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Thambisetty, M. Association between fatty acid metabolism in the brain and Alzheimer disease neuropathology
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48. Johnson, M.D.; Ojemann, G.A. The Role of the Human Thalamus in Language and Memory: Evidence from
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49. Saper, C.B.; Lowell, B.B. The hypothalamus. Curr. Biol. 2014, 24, R1111–R1116. [CrossRef] 50. Arsenault, D.; Julien, C.; Tremblay, C.; Calon, F. DHA Improves Cognition and Prevents Dysfunction of
Entorhinal Cortex Neurons in 3xTg-AD Mice. PLoS ONE 2011, 6, e17397. [CrossRef] 51. Quinn, J.F.; Raman, R.; Thomas, R.G.; Yurko-Mauro, K.; Nelson, E.B.; Van Dyck, C.; Galvin, J.E.; Emond, J.;
Jack, C.R.; Weiner, M.; et al. Docosahexaenoic acid supplementation and cognitive decline in Alzheimer
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Review and Meta-Analysis. PLoS ONE 2015, 10, 0120391. [CrossRef] [PubMed] 53. Kraeuter, A.-K.; Guest, P.C.; Sarnyai, Z. The Y-Maze for Assessment of Spatial Working and Reference
Memory in Mice. In Pre-Clinical Models; Springer: Berlin, Germany, 2019; pp. 105–111. © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
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(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Lack of Tocilizumab effect on mortality in COVID19 patients
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Lack of tocilizumab effect
on mortality in COVID19 patients
OPEN Gregory E. Holt, Mayank Batra , Mukunthan Murthi, Shweta Kambali, Kayo Santos,
Maria Virginia Perez Bastidas, Huda Asif, Sara Haddadi, Sixto Arias & Mehdi Mirsaeidi
* Off-label tocilizumab use in COVID-19 patients reflects concern for cytokine release syndrome. Comparison of matched COVID-19 pneumonia patients found elevated IL-6 levels correlated with
mortality that did not change with tocilizumab administration. Correlating mortality with increased
IL-6 doesn’t imply causality however lack of improvement by tocilizumab requires further clinical trial
alterations. The lack of proven medications for COVID-19 beget the widespread use of off label therapeutics based on theo-
retical efficacy. Early data correlated elevated levels of IL-6 with increased mortality1. This finding led clinicians
to use the humanized anti-IL6 receptor antagonist, tocilizumab, to attenuate IL-6 levels in infected patients
based on its proven benefit in patients suffering from cytokine release syndrome after chimeric antigen receptors
(CAR)-T cell infusion2,3. In COVID-19, the question of whether elevated IL-6 levels reflect an overwhelming
viral infection or directly cause immunopathology responsible for a patient’s poor outcome remains unanswered. We present our experience with tocilizumab in conjunction with the published literature to argue for the urgent
need to understand a disease before carte blanche application of unproven therapies in single arm trials. We
aimed to find the effect of tocilizumab on mortality of COVID19 in a well-matched population cohort study. if
y
p p
y
We performed a retrospective cohort study of matched patients admitted to the University of Miami Hospital
with a confirmed diagnosis of COVID-19 approved by University of Miami. i
g
pp
y
y
Institutional Review Board (IRB #20,200,441). All procedures in this study were performed in accordance
with relevant guidelines and regulations. The IRB waived a requirement for informed consent in the context of
minimal risk research.t Tocilizumab was administered to patients after consultation with an Infectious Disease driven committee
for COVID19 who required oxygen ≥ 4 L per minute via nasal cannula and had specific levels of at least 4 bio-
markers; IL-6 > 40 pg/mL, CRP > 10 mg/dL, D- dimer > 1 mcg/mL FEU, ferritin > 1,000 ng/mL, or LDH > 350
units. Out of 250 confirmed COVID-19 patients, 32 (12.5%) received Tocilizumab during hospitalization and
enrolled in the study. Patients received 400 mg tocilizumab as a single intravenous infusion. 24 patients received
tocilizumab when started mechanically ventilation and rest on supplemental oxygen. www.nature.com/scientificreports www.nature.com/scientificreports Division of Pulmonary and Critical Care, University of Miami, Miami, FL, USA. *email: msm249@med.miami.edu Scientific Reports | (2020) 10:17100 Lack of tocilizumab effect
on mortality in COVID19 patients
OPEN Thirty patients who did
not receive tocilizumab were matched for gender, age, ICU admission, and qSOFA score and included in the
control group. Demographic, clinical, laboratory data, and in-hospital mortality data were collected from the
medical records. For descriptive analysis of ordinal variables, we used Mantel–Haenszel methods. Continuous
variables were reported as median and interquartile range (IQR). Medians of two groups were tested using
Wilcoxon-Mann–Whitney test. We used Cox’s proportional hazards model to analyze survival time and multi-
variate analysis to test the effect of each independent variable on mortality. A p value less than 0.05 was considered
statistically significant.h y
gi
Nineteen patients (30.6%) died during this study with 14 (22.6%) dying in the ICU. The majority of deaths
occurred in subjects older than 75 years (OR 7.1, p = 0.049). Subjects with IL-6 levels over 580 pg/mL had an
increased mortality (OR 54.7, p = 0.007) (Table 1). In multivariate analysis, tocilizumab administration had no
discernible effect on mortality (OR 0.3, p value 0.36). Additional variables that were conclusive using the uni-
variate analysis but did not hold up in multivariate analysis include; residents of nursing homes/long term care
facility (OR 13.0, p = 0.12), diabetes mellitus (OR1.5, p = 0.70) solid tumors (OR 3.70, p = 0.57), ferritin ≥ 1631
(OR 8.3, p = 0.12), and altered mental status (OR 0.9, p = 0.95) (Fig. 1). Figure 2 shows survival analysis result
and showing no significant difference in mortality between subjects treated and untreated with tocilizumab. g
gif
y
j
Our data show survivors had mean IL-6 levels of 177.9 + /- 227.9 whereas non-survivors had mean levels of
1384.2 + /- 1234.7 congruent with reports that elevated IL-6 levels are associated with poor outcomes in patients
with COVID19 viral pneumonia4,5. The literature showing this correlation predominantly only measures admis-
sion IL-6 levels (most < 50 pg/mL) but does not follow them throughout the clinical course5. A recent study in
Chest followed IL-6 levels after tocilizumab administration and found an immediate increase followed by a
steady decrease but did not differentiate IL-6 levels between survivors and non-survivors4. Lack of tocilizumab effect
on mortality in COVID19 patients
OPEN Data from China | https://doi.org/10.1038/s41598-020-74328-x Scientific Reports | (2020) 10:17100 www.nature.com/scientificreports/ Demographics (N = 62)
Survived N (%)
Did not survive N (%)
p value
Age, Median (IQR) year
62 (42–82)
75 (58–92)
0.006
Age ≥ 75 (N = 15)
5 (11.6)
10 (52.6)
0.001
Male (N = 44)
30 (69.8)
14 (73.7)
0.754
Hispanics (N = 34)
23 (56.1)
11 (64.7)
0.545
White (N = 33)
20 (51.3)
13 (76.5)
0.085
Black (N = 15)
13 (33.3)
2 (11.8)
0.109
Asian (N = 2)
1 (2.6)
1 (5.9)
0.55
More than one race (N = 6)
5 (12.8)
1 (5.9)
0.452
Tobacco cigarette use (N = 39)
27 (62.8
12 (63.2)
0.978
Vaping (N = 51)
37 (86)
14 (73.7)
0.247
Alcohol (N = 50)
35 (81.4)
15 (78.9)
0.822
Marijuana (N = 49)
32 (74.4)
17 (89.5)
0.194
Symptoms at or after 48 h of hospital admission
Temperature > = 100°F (N = 26)
18 (41.9)
8 (42.1)
0.986
Cough (N = 44)
32 (76.2)
12 (66.7)
0.447
Sore throat (N = 2)
1 (2.4)
1 (5.6)
0.553
Rhinorrhea (N = 4)
3 (7.3)
1 (6.3)
0.887
Dyspnea (N = 43)
30 (69.8)
13 (68.4)
0.916
Fever (N = 42)
29 (67.4)
13 (72.2)
0.713
Chills (N = 21)
13 (31)
8 (44.4)
0.318
Myalgias (N = 16)
10 (24.4)
6 (33.3)
0.478
Abdominal pain (N = 5)
4 (9.8)
1 (5.9)
0.636
Diarrhea (N = 5)
3 (7.3)
2 (11.1)
0.632
Nausea/vomiting (N = 7)
5 (12.2)
2 (11.8)
0.963
Altered mental status (N = 8)
3 (7.1
5 (29.4)
0.035
Pre-admission oxygen use (N = 5)
1 (2.4)
4 (21.1)
0.039
Inhaled steroid use (N = 6)
4 (9.5)
2 (11.1)
0.851
qSOFA, Median (IQR)
0.001 (0–0.5)
1 (0–2)
0.582
Medications prior to hospital admission
Prednisone
6 (14.3)
2 (11.1)
0.741
ACE inhibitors
4 (9.5)
3 (17.6)
0.389
Angiotensin Receptor Blockers
7 (16.7)
3 (17.6)
0.928
Statins
10 (23.8)
7 (41.2)
0.187
Emergency Room visit within 12 months
10 (24.4)
4 (22.2)
0.857
Hospital admission within last 12 months
11 (26.8)
5 (27.8)
0.94
Nursing home/long term care facility residents
5 (11.9)
9 (47.4)
0.004
Findings at Chest X-Ray or CT images obtained while in hospital
Ground glass opacities
9 (22.0)
5 (26.3)
0.71
Consolidations
10 (24.4)
8 (42.1)
0.168
Pleural effusions
5 (12.2)
5 (26.3)
0.181
Bilateral infiltrates
27 (65.9)
19 (31.7)
0.552
Comorbidities
Chronic Obstructive Pulmonary Disease
4 (9.5)
1 (5.3)
0.58
Supportive oxygen before admission
16 (42.1
13 (68.4)
0.066
Congestive Heart Failure
1 (2.4)
2 (10.5)
0.211
Atrial fibrillation
4 (9.5)
2 (10.5)
0.903
Hypertension
23 (54.8)
14 (73.7)
0.167
Stroke
4 (9.5)
2 (10.5)
0.903
Dementia
2 (4.8)
1 (5.3)
0.933
Chronic Renal Failure
2 (4.8)
1 (5.3)
0.933
Diabetes Mellitus
10 (23.8)
13 (68.4)
0.02
Lymphoma
2 (4.8)
1 (5.3)
0.933
Solid tumor
1 (2.4)
4 (21.1)
0.039
Laboratory findings at or within 48 h of admission to hospital
Procalcitonin ≥ 1.15 ng/mL
7 (16.3
5 (26.3)
0.36
Fibrinogen ≥ 649 mg/dL
2 (4.7)
1 (5.3)
0.918
Continued https://doi.org/10.1038/s41598-020-74328-x Scientific Reports | (2020) 10:17100 | www.nature.com/scientificreports/ Demographics (N = 62)
Survived N (%)
Did not survive N (%)
p value
IL-6 > 580 pg/mL
1 (2.3)
4 (21.1)
0.037
IL-6 Median (IQR) pg/mL
81.8 (0–264.9)
1197.3 (0–3738.9)
0.097
Ferritin > 1631 ng/mL
6 (14.0)
7 (36.8)
0.048
C-Reactive Protein ≥ 21
7 (16.3)
6 (31.6)
0.179
Mechanical ventilation use
21 (65.6)
15 (83.3)
0.19
Positive blood culture obtained after tocilizumab
5 (16.1)
2 (11.8)
0.683
Medications for COVID19
Tocilizumab
22 (51.2)
10 (52.6)
0.915
Tocilizumab administration post-admission, Median (IQR) day
2 (0–5)
2 (0–6)
0.703
Tocilizumab for more than 4 days
6 (14.0)
2 (10.5)
0.711
Chloroquine/Hydroxychloroquine
31 (72.1
15 (32.6)
0.571
Macrolides
33 (76.7)
16 (84.2)
0.508
Steroids
26 (60.5)
10 (52.6)
0.565
Outcome
Hospital stay duration, Median (IQR) day
22 (0–47)
11 (0–30)
0.102
ICU stay duration, Median (IQR) day
5 (0–24)
7 (0–21)
0.582
Patient delay*, Median (IQR) day
4 (0–10)
4 (0–10)
0.703
Physician delay**, mean (SD) day
3 (0–10)
4.0 (0–11)
0.609
Readmission
3 (7.0)
1 (5.3)
0.801
ICU admission
29 (67.4)
17 (89.5)
0.083
bl
h
d l
l h
d
f
b
h Table 1. Lack of tocilizumab effect
on mortality in COVID19 patients
OPEN Forest plot showing the variables used in the multivariate model among COVID19 subjects. Hosm
lameshow score > 0.05, IL6 and Ferritin units: pg/ml. supraphysiologic IL-6 levels in CAR-T infusion both correlate with high tumor burdens17 and appear to be
directly responsible for disease as administration of tocilizumab dramatically improves clinical status usually
within 48 h3. Our data and another retrospective cohort trial of matched patients showed tocilizumab had no
effect on mortality18. supraphysiologic IL-6 levels in CAR-T infusion both correlate with high tumor burdens17 and appear to be
directly responsible for disease as administration of tocilizumab dramatically improves clinical status usually
within 48 h3. Our data and another retrospective cohort trial of matched patients showed tocilizumab had no
effect on mortality18.h f
y
There are several limitations to this retrospective cohort study including small sample size and retrospective
cohort design. Tocilizumab was given based on clinical parameters and biomarkers assumed to indicate IL-6
mediated immunopathology. Although IL-6 is correlated with poorer outcomes, in COVID19 we do not know
if, at what level or at what time point IL-6 leads to immunopathology. Tocilizumab may have failed to influence
mortality because IL-6 may not be either responsible for, or the only cytokine involved in immunopathology. If
IL-6 is responsible for CRS in COVID-19, it is unknown at what level or time point it changes from having anti-
viral properties to causing immunopathology. Use of tocilizumab in patients regardless of IL-6 levels may have
diluted out patients for whom tocilizumab may have benefited obscuring its effect on mortality. Tocilizumab
would not help patients who did not produce pathologic IL-6 levels but could be detrimental if lower IL-6 levels
were necessary to fight the viral infection15. yi
g
We believe the need to “do something” has superseded the need to evaluate disease to apply clinical trials
based on data. We argue that evaluation of immune parameters in COVID19 patients need to first be studied
to ensure that IL-6 is involved in immunopathology and second to determine at what level or time point in the
clinical course of infection, IL-6 produces immunopathology. Serial measurements of key cytokines in COVID19
may characterize IL-6 and additional cytokine levels to correlate with clinical outcomes, before administration
of tocilizumab. Received: 8 July 2020; Accepted: 23 September 2020 Received: 8 July 2020; Accepted: 23 September 2020 Lack of tocilizumab effect
on mortality in COVID19 patients
OPEN Demographic and clinical characteristics, and outcomes of subjects with COVID19. Table 1. Demographic and clinical characteristics, and outcomes of subjects with COVID19. Figure 1. Cox regression showing no statistical difference in mortality between COVID 19 subjects treated and
untreated tocilizumab therapy. Blue: shows treated with Tocilizuman, Black: shows untreated with Tocilizumab. Variables in the model: Age > = 75, IL6 > = 580, and Tocilizumab. p value, HR (95%CI) for Tocilizumab: 0.75, 0.9
(0.3–2.2). Figure 1. Cox regression showing no statistical difference in mortality between COVID 19 subjects treated and
untreated tocilizumab therapy. Blue: shows treated with Tocilizuman, Black: shows untreated with Tocilizumab. Variables in the model: Age > = 75, IL6 > = 580, and Tocilizumab. p value, HR (95%CI) for Tocilizumab: 0.75, 0.9
(0.3–2.2). found patients with rising IL-6 levels greater than 4000 pg/mL perished despite receiving tocilizumab6. These
IL-6 levels begin to reach those seen in cytokine release syndrome (CRS) following CAR T cell infusion where
levels reach a median value of 8,309 pg/mL for grade 4 or 5 CRS7.hi The finding of an elevated cytokine level in disease does not prove causality regardless of the degree of cor-
relation. However, rapid reversal of a clinical syndrome through use of cytokine specific blockade provides good
data linking that cytokine to disease pathogenesis. Use of tocilizumab for CRS in patients treated with CAR T
cells causes a dramatic improvement in disease usually within 48 h8,9. To date, tocilizumab has not had the same
dramatic effect on reversing COVID-19 pneumonia like it does in CRS from CAR-T cell infusion despite papers
suggesting possible benefit when compared to historical controls10–14.t gg
g pi
p
Comparison of IL-6′s role in viral infections versus CRS after CAR-T cell infusion is informative. IL-6 is
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create supraphysiologic IL-6 levels (10,000 pg/mL) show viral persistence and increased immunopathology16. Immune stimulating agents in cancer, e.g. CAR T cells, are efficacious partly because they are impervious to
negative immune regulation and allow unfettered immune reactions against tumor cells. Not surprisingly, the Scientific Reports | (2020) 10:17100 | https://doi.org/10.1038/s41598-020-74328-x www.nature.com/scientificreports/ Figure 2. Forest plot showing the variables used in the multivariate model among COVID19 subjects. Hosmer
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on mortality in COVID19 patients
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The Choice between MapMan and Gene Ontology for Automated Gene Function Prediction in Plant Science
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ORIGINAL RESEARCH ARTICLE
published: 28 June 2012
doi: 10.3389/fgene.2012.00115
The choice between MapMan and Gene Ontology for
automated gene function prediction in plant science
Sebastian Klie 1 and Zoran Nikoloski 2 *
1
2
Genes and Small Molecules Group, Max-Planck Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
Systems Biology and Mathematical Modeling Group, Max-Planck Institute of Molecular Plant Physiology, Potsdam-Golm, Germany
Edited by:
John Hancock, Medical Research
Council, UK
Reviewed by:
John Hancock, Medical Research
Council, UK
Pankaj Jaiswal, Oregon State
University, USA
Keiichi Mochida, RIKEN, Japan
*Correspondence:
Zoran Nikoloski , Systems Biology and
Mathematical Modeling Group,
Max-Planck Institute of Molecular
Plant Physiology, Potsdam-Golm
D-14476, Germany.
e-mail: nikoloski@
mpimp-golm.mpg.de
Since the introduction of the Gene Ontology (GO), the analysis of high-throughput data
has become tightly coupled with the use of ontologies to establish associations between
knowledge and data in an automated fashion. Ontologies provide a systematic description
of knowledge by a controlled vocabulary of defined structure in which ontological concepts are connected by pre-defined relationships. In plant science, MapMan and GO offer
two alternatives for ontology-driven analyses. Unlike GO, initially developed to characterize
microbial systems, MapMan was specifically designed to cover plant-specific pathways and
processes. While the dependencies between concepts in MapMan are modeled as a tree,
in GO these are captured in a directed acyclic graph. Therefore, the difference in ontologies
may cause discrepancies in data reduction, visualization, and hypothesis generation. Here
provide the first systematic comparative analysis of GO and MapMan for the case of the
model plant species Arabidopsis thaliana (Arabidopsis) with respect to their structural properties and difference in distributions of information content. In addition, we investigate the
effect of the two ontologies on the specificity and sensitivity of automated gene function
prediction via the coupling of co-expression networks and the guilt-by-association principle.
Automated gene function prediction is particularly needed for the model plant Arabidopsis
in which only half of genes have been functionally annotated based on sequence similarity
to known genes. The results highlight the need for structured representation of speciesspecific biological knowledge, and warrants caution in the design principles employed in
future ontologies.
Keywords: Arabidopsis thaliana, design principles of ontologies, gene function prediction, Gene Ontology,
information content, MapMan
INTRODUCTION
With the ever increasing availability and quality of highthroughput data from all levels of cellular organization (e.g., transcriptome, proteome, and metabolome), ontologies have become
an integral part of multivariate data analysis to facilitate biological
interpretations. Accumulated knowledge in biology, unlike other
scientific fields, is rather difficult to capture, and convey with mathematical formalisms. Nevertheless, ontologies offer the means for
structured representation of knowledge gathered in various (electronic) written forms (e.g., text books, journal articles, databases),
whereby the structure pertains to the relationships between knowledge concepts. Since ontologies are intended to represent corpora
of knowledge, often in a particular field, the considered concepts
can be used to annotate entities from the field of research.
Decade-long research efforts in this area, including annotation schemes such as the MIPS functional categories as well
as the KEGG ontology (Ruepp et al., 2004), have resulted in
ontologies tailored to different aspects of biological research, from
genes and pathways to species-specific tissues, organs, and entire
anatomies (Bard and Rhee, 2004). Two aspects of using biological ontologies have already been adequately addressed and thoroughly investigated, namely: (1) statistical tests for enrichment of
www.frontiersin.org
ontological concepts (Rivals et al., 2007), (2) categorization and
choice of semantic similarity measures for comparison of ontological concepts (Guzzi et al., 2011). However, the integration of
biological ontologies, to facilitate interoperability of genomic databases, and their comparison, with the aim of selecting suitable
ontologies, can still be regarded as pressing issues in bioinformatics and computational biology (Stein, 2003; Punta and Ofran,
2008).
In combination with methods from multivariate data analysis
(e.g., clustering and separation), structured biological knowledge
allows for automated reasoning and statistically sound inferences
in biology. This is particularly relevant due to the recent surge of
methods and applications in network-driven co-expression analysis of transcriptomics (i.e., gene expression) data. Co-expression
networks provide the medium for transfer of gene annotation following the guilt-by-association (GBA) principle, whereby known
(and enriched) function in a set of genes is propagated to the genes
of unknown function in the set. Solutions for automated gene
function annotation are still relevant even for well-investigated
model organisms, such as Arabidopsis thaliana (Arabidopsis) with
∼27,000 genes of which only half have been functionally annotated
based on sequence similarity to known genes, while the function
June 2012 | Volume 3 | Article 115 | 1
Klie and Nikoloski
of mere 13% has been experimentally confirmed (Lamesch et al.,
2012).
In modern plant biology, there are two widely used ontologies:
the Gene Ontology (GO) and MapMan. While the general GO has
originated as species-unspecific, MapMan was initially specifically
tailored to Arabidopsis. Furthermore, the latter has been extended
to cover other plants such as maize (Doehlemann et al., 2008),
Medicago (Tellström et al., 2007), tomato (Urbanczyk-Wochniak
et al., 2006), and potato (Rotter et al., 2007). With respect to the
nomenclature of concepts, the MapMan ontology comprises a set
of 34 tree-structured bins, describing the central metabolism as
well as other cellular processes (e.g., stress responses). On the
other hand, GO is a collection of concepts, called terms, which
are connected via is a and part of relations aimed at functionally
categorizing genes (for details of scope and structure of GO, the
reader is directed to, Ashburner, 2000; Stevens et al., 2000; Blake
and Harris, 2002). Moreover, GO can be regarded as a collection of
three ontologies that correspond to independent categories of gene
function: molecular function (GO-MF), biological processes (GOBP), and cellular component (GO-CC). Functional categorization
of genes can also be performed across species with the help of
high-level GO terms, reducing GO to the so-called GO slim ontology. Besides the generic species-unspecific version, there are GO
slim ontologies which are designed for specific species, e.g., Saccharomyces cerevisiae (Cherry et al., 2012), Arabidopsis (Lamesch
et al., 2012), and Drosophila (Adams et al., 2000). In MapMan,
the original assignment of bins was based on publicly available
gene annotation in TIGR (The Institute for Genomic Research),
adopting a process alternating between automatic recruitment,
and manual correction (Thimm et al., 2004).
Although the two ontologies have both been used in plant
research, systematic comparison of GO and MapMan has not yet
been undertaken. Assessing the advantages and drawbacks of the
two is crucial for the selection of the ontology suitable for automated gene function annotation. Here we present the findings
from the comparative analysis of GO and MapMan, first by analyzing similarities and differences with respect to the (1) overall
structure and size, and (2) design principles. Here, we suggest
suitable preprocessing strategies to alleviate the problem of inconsistent mappings regarding the inheritance of concepts given by
the respective structure of the ontology.
Furthermore, for the specific case of the gene annotation for
Arabidopsis, we investigate (3) the coverage and (4) biological relevance of concepts within the two ontologies. In addition, we
analyze the effect of a particular ontology on the function transfer
across genes based on the coupling between the GBA principle
and co-expression networks. The findings from our comparative
analysis point out that the domain in which ontologies are used
may have a profound effect on the selection of a best-performing
alternative. Therefore, our results pinpoint the need for development of methods for objective, systematic, and problem-specific
comparison of biological ontologies as well as formal frameworks
for transfer of ontologies in cross-species analyses.
RESULTS
THE STRUCTURE OF MAPMAN AND GO
Although the relationships between two ontological terms in GO
and MapMan can be described by is a and part of relationships, the
Frontiers in Genetics | Bioinformatics and Computational Biology
Comparison of MapMan and GO
structures of the two ontologies differ. While all three categories
of GO are structured in the form of a directed acyclic graph (DAG;
Yon Rhee et al., 2008), the relationships in MapMan are modeled
following a tree structure (cf. Figure 1). The implication of using a
DAG as an underlying structure of the ontology is that child concepts may have more than one parent. The multiplicity of parent
concepts can be regarded as an advantage, as it provides a high
degree of flexibility and may enable powerful grouping, searching,
and analysis of genes (Yon Rhee et al., 2008). In contrast, although
the tree structure closely resembles the intuitive connotation of a
hierarchy of concepts, it sacrifices a part of the flexibility when the
ontology is updated (e.g., by adding new concepts).
A disadvantage of the DAG structure, compared to a tree, is
that the depth of a concept cannot be unambiguously defined,
since there may exist multiple paths to the root node. Therefore, we
define the depth of a concept in GO (i.e., term) as the shortest path
to the root node, corresponding to the minimum concept depth
(see Guzzi et al., 2011) for other similar measures). In addition,
multiple parent concepts increase the overall number of possible
ancestors at the same concept depth. This is particularly the case
when comparing the DAG structure of GO with the tree structure of MapMan. Furthermore, the number of potential parent
concepts as well as the overall size of an ontology renders it difficult to visualize concept associations for large-scale transcriptomic
analyses (for the plethora of available visualization methods see,
e.g., Zeeberg et al., 2003; Tsiaras et al., 2008; Carbon et al., 2009;
and has effect on statistical hypothesis testing, e.g., in multiple
testing scenarios Goeman and Mansmann, 2008).
An immediate solution represents GO slim, which categorizes genes on the basis of a relatively small set of high-level
GO terms. Like in the tree structure of MapMan, the smaller
number of (parent-) terms of the slim ontologies facilitates the
interpretability of obtained results. However, similarly to the previous arguments, a small number of parent terms can also turn
out to be a disadvantage, as it may lead to a comparatively flatter hierarchy structure, regardless of the actual size of the used
ontology. Subsequently, a flat hierarchy may compromise the
specificity and biological relevance of individual concepts due to
its coarseness.
DESIGN PRINCIPLES OF ONTOLOGIES – CAPTURING BIOLOGICAL
CONCEPTS
An important characteristic of GO is the division in three nonoverlapping domains of molecular biology–biological process
(GO-BP), molecular function (GO-MF), and cellular component
(GO-CC; Ashburner, 2000; Harris and Gene Ontology, 2004).
While terms in GO-BP domain describe biological objectives and
processes in which the annotated genes participate, terms in GOMF characterize biochemical activities that ultimately contribute
to biological processes. Finally, GO-CC summarizes the subcellular localization where a gene product is active. In contrast, while
MapMan does not have a structure composed of independent categories, one can still distinguish between high- and low-level bins.
Since the design principle of MapMan was to intuitively characterize and visualize metabolic pathways and processes (Thimm et al.,
2004), high-level bins tend to be similar to terms in the GO-BP
ontology, whereas low-level bins often resemble terms from the
GO-MF ontology.
June 2012 | Volume 3 | Article 115 | 2
Klie and Nikoloski
Comparison of MapMan and GO
FIGURE 1 | Comparison of the concepts used in the annotation of the gene coding for naphthoate synthase (at1g60550, 264920_at) in the DAG and
tree structure of GO DAG and MapMan, respectively.
To illustrate this claim based on the whole annotation of gene
products rather than examples of individual concepts, we quantified the similarity of MapMan bins and GO terms by utilizing a
network-based approach. For the purpose of this analysis, nodes
correspond to concepts, i.e., terms in GO and bins in MapMan. An
edge between two nodes is established if the set of genes which are
annotated with the respective terms corresponding to the nodes
are similar (cf. Materials and Methods).
Figure 2 shows the resulting network which consists of all GOMF and GO-BP terms that exhibit a similarity to at least one
MapMan bin. The edges of the resulting network can further be
divided by the type of association they model, namely: similarity
between MapMan bin and GO-BP term, MapMan bin and GO-MF
term as well MapMan bin, and both GO-MF and GO-BP terms.
Inspection of the three types of edges in this concept-association
network shows that high-level MapMan bins are often associated
with terms originating from GO-BP. In contrast, MapMan bins
deeper in the hierarchy are predominantly associated with GO-MF
terms. A statistical analysis quantifies this observation as the difference of average depth of concepts for the first two of the groups
of edges is statistically significant at the 5% level (Wilcoxon-RankSum test, p-value = 0.016, cf. Figure 3). Here and in the following,
we only use the terms from the two GO ontologies, namely: GOMF and GO-BP, since there is no correspondence between GO-CC
and any bin in MapMan.
GENE ANNOTATION COVERAGE – THE STATUS QUO FOR ARABIDOPSIS
The genome of Arabidopsis contains 27,416 protein coding genes
according to the latest genome annotation version (TAIR10,
November 2010)1 which excludes pseudo genes and genes encoded
by transposable elements (Lamesch et al., 2012). Inspection of
these mappings shows that a total of 15,238 gene products are
1 http://arabidopsis.org
www.frontiersin.org
annotated with MapMan bins, while 12,225 and 13,157 genes are
annotated by GO-BP and GO-MF terms, respectively. By combining the available annotation of all three ontologies ∼63% of
Arabidopsis’ genes can be annotated.
The number of genes that are annotated with both MapMan
and GO terms (either GO-BP or GO-MF) is ∼87% of the total
number of annotated genes with concepts from any of the three
ontologies (cf. Figure 4). Furthermore, each ontology contains
concepts used in the annotation of a unique set of genes: the
contribution of MapMan is slightly larger, with 2,557 unique
bins, compared to 625 and 572 terms for GO-MF and GO-BP,
respectively (Figure 4). In summary, the coverage of the two
ontologies is comparable, which further serves as a justification
for the undertaken comparative analysis.
In addition, we find that 3,598 unique GO-BP terms are used
to annotate ∼45% of Arabidopsis’ genes. GO-MF contains 2,148
unique terms covering ∼48% of the genes. Finally, 1,361 unique
bins of MapMan are used in annotating 56% of Arabidopsis’ genes.
Similarly to the overall size of the ontologies, we demonstrate that
the average number of parent terms per gene in MapMan is 3
in comparison to 20 and 7 in GO-BP and GO-MF, respectively.
Clearly, MapMan is the smaller ontology with roughly one-third
of the size of GO-BP.
Furthermore, to see whether a comparatively low number of
parent terms ultimately results in an overall flatter hierarchy structure in the case of MapMan, we analyze the differences in the
distribution of depth in the two ontologies. Again, we contrasted
the concept depth distribution on the current state of ontological gene annotation in Arabidopsis. Here, for each annotated gene,
we determined the depth of every associated term and all of its
parents (further defined as “complete ontology”, see Materials
and Methods). As shown in Figure 5, MapMan indeed represents a flatter hierarchy: while both term depth distributions of
the two GO categories closely resemble a normal distribution
with a mean ∼
= median term depth of ∼5 (sample skewness:
June 2012 | Volume 3 | Article 115 | 3
Klie and Nikoloski
FIGURE 2 | Network of associations between MapMan bins and GO
terms. Blue nodes represent MapMan bins, yellow denote GO-BP terms, and
orange nodes correspond to GO-MF terms. The size of the nodes
representing MapMan bins corresponds to their depth in the ontology. Note
that the low-level bins (small blue nodes) correspond to terms in GO-MF,
GO-MF = 0.01,GO-BP = 0.26), the term depth distribution of
MapMan is skewed toward lower values with median term depth
of three (sample skewness: 0.69). In addition, the maximum term
depth is lower, and is of value seven in MapMan and 10 in both
GO categories, respectively.
INFORMATION CONTENT OF ONTOLOGICAL TERMS
Common to both ontologies is that high-level concepts describe
general processes, functions, or structures, while low-level concepts are more specific. The previous claim that MapMan constitutes a flatter hierarchy structure, compared to GO, needs further
investigation to ascertain whether the structure of MapMan can
be used equally well in elucidating biologically meaningful information from its ontological concepts (i.e., bins). Here we rely on
the information content (IC) of an ontology concept to quantify
its specificity by accounting for the overall number of genes annotated with it (Resnik, 1995). Briefly, the information content of
an ontology concept is lower as its specificity decreases; the more
abstract a concept, or broader an ontological category, the lower its
information content (see Material and Methods). Figure 6 shows
a histogram of the IC of all MapMan, GO-MF and GO-BP used in
the annotation of the Arabidopsis’ genome. One can observe that
both GO ontologies exhibit a higher maximum IC as well as more
terms of large IC. Moreover, the median IC of 9.23 for MapMan is
smaller than that of GO ontologies, i.e., 10.4 for GO-MF and 10.82
Frontiers in Genetics | Bioinformatics and Computational Biology
Comparison of MapMan and GO
while high-level bins (large blue nodes) are associated to terms in GO-BP. The
edges of the network are divided by the type of association they model,
namely: association between MapMan bin and GO-BP term (left), MapMan
bin and GO-MF term (middle) as well MapMan bin and both GO-MF and
GO-BP terms (right).
for GO-BP. This implies a slightly coarser grouping of processes
and functions in the case of MapMan. However, one can also
observe that MapMan contains more terms of average IC (∼5.5 to
∼8.5).
Besides the analysis of the distribution of ICs for concepts of an
ontology, it is important to also investigate the interplay between
the underlying structure (captured by the concept depth) and
IC to characterize the level at which a deeper hierarchy relates
to more specific sets of genes. This dependence between concept depth and IC is visualized in Figure 7 with the help of
box plots. One can observe that all three ontologies exhibit an
asymptotic trend of the median IC values per concept depth.
Interestingly, none of the ontologies displays a gradual trend of a
linearly increasing IC with the increasing concept depth. Further,
this non-linear behavior can be modeled using classical MichaelisMenten kinetics (Lehninger et al., 2008), which relates the rate of
a reaction (dependent variable) with the (saturating) concentration of its substrate (independent variable). The relation is fully
described by two parameters: V max , representing the maximum
rate achieved at maximum (saturating) substrate concentrations,
and K m , denoting the substrate concentration at which the rate
is half of V max . Analogously to this classical enzyme kinetics, we
take V max to denote maximum IC achieved at maximum concept
depth and K m , the concept depth at which the IC is V max /2. By
using non-linear (least-squares) regression (Leskovac, 2003), we
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Comparison of MapMan and GO
GO-MF and GO-BP, respectively. Therefore, we conclude that,
in the case of Arabidopsis, all three ontologies possess the similar structural capabilities to allow for an adequate biologically
meaningful discrimination of concepts and genes.
EMPLOYING MAPMAN AND GO FOR AUTOMATED GENE FUNCTION
ANNOTATION – THE CASE STUDY OF ARABIDOPSIS
FIGURE 3 | Concept depth of MapMan bins associated with GO terms
based on similarity of the annotated genes (cf. Figure 2). Low-level
MapMan bins tend to represent terms from the GO-MF ontology (left
boxplot), while high-level MapMan bins are associated with terms from
GO-BP (middle). The difference of the bin depth for these two groups is
statistically significant at level α = 0.05.
FIGURE 4 | Venn diagram illustrating the overlap in the gene
annotation of Arabidopsis thaliana with concepts from MapMan,
GO-BP, and GO-MF, respectively.
obtain estimates for the constants V max and K m (cf. Materials and
Methods). Interestingly, we find the all determined K m values are
close to ∼1, relating to V max /2 of 6.08, 6.04 and 6.76 for MapMan,
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The current incompleteness of available gene annotation for Arabidopsis clearly emphasizes the need for automated gene function
prediction, even in the case of well-studied model organism.
In addition to sequence similarity, gene co-expression analysis
employing genome-wide transcriptomics data across tissues or
in response to environmental perturbation has become a valuable
tool to predict gene function based on the GBA principle (Klie
et al., 2010). The transfer of function annotations between two
genes, exhibiting similar profiles, according to GBA is now a standard procedure for gene function prediction. Furthermore, gene
co-expression networks have emerged as a powerful representative of the structure of similarity of transcriptomic profiles, and
are readily employed for intra-species transfer of gene annotations
following GBA (e.g., in the field of plant science see, Obayashi et al.,
2009; Mutwil et al., 2010; Mochida et al., 2011).
Due to the previously described difference in the structure of
GO and MapMan, we next evaluate the effect of these characteristics on the performance of gene function prediction by using
a GBA-based network-driven approach. To this end, we employ
a transcriptomic data-set of 273 publicly available Arabidopsis
microarray experiments to construct a gene co-expression network
(see Materials and Methods). We rely on the approach described
in Mutwil et al. (2011) to obtain a co-expression network which
is based on robust statistical parameter estimation combined with
successive optimization of the biological relevance of the obtained
network. In the co-expression network, the nodes correspond to
Arabidopsis’ genes, and edges are established if the incident nodes
(i.e., genes) are mutually in the top 30 most similar genes. The similarity is assessed by the Pearson correlation coefficient, and this
approach, termed highest reciprocal rank, has already been characterized to optimally capture functional annotation of co-expressed
genes (Obayashi and Kinoshita, 2009).
In the following, we rigorously extend this method to allow for a
network-based prediction method of gene annotation by employing the method of majority voting (cf. Materials and Methods). In
majority voting, the annotations of all adjacent nodes (i.e., immediate neighbors) of a given gene are ordered in a list, from the
most to the least frequently appearing (Schiwikowski et al., 2000).
The function of an unannotated gene is then predicted by the
first k functions in the list. Note that k is a user-specified parameter. Although the approach is very simple, it is exceptionally
fast and can serve as an excellent reference for the amount of local
information captured by the network due to the consideration of
annotations of immediate neighbors.
To generate and verify predictions of annotation with both
ontologies, we conduct the following simulation: We first select the
genes which are annotated with concepts from each of the three
ontologies, i.e., MapMan, GO-MF, and GO-BP, which resulted
in 9,994 genes. Moreover, the annotation provided in all three
ontologies for a set of randomly chosen genes is discarded. To
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Klie and Nikoloski
FIGURE 5 | Distributions of concept depth in GO-MF (upper), GO-BP
(middle), and MapMan (lower). The x -axis denotes the depth of a concept
this end, the number of this artificially unannotated genes is
set to be 4,000, corresponding to a fraction of ∼40% genes of
unknown function. This scenario closely resembles the current
state of Arabidopsis’ gene annotation. For these genes, prediction
of gene annotation is obtained by using each one of the three
ontologies. The predictions of the top k∈[1,20] most abundant
concepts in the network vicinity are evaluated for their performance based on the original discarded annotation. For every k
most abundant concepts from the unannotated genes, this procedure is repeated 1,000 times, such that in every iteration a different
set of randomly unannotated genes is sampled. Note, that all three
used ontologies were preprocessed so that for each gene all parent
terms are included. Moreover, to avoid trivially correct predictions, such as the root terms of GO-MF and GO-BP, we do not
consider the root terms as well the 20 less informative terms
(based on the IC; see Materials and Methods). The predictions
are summarized by precision and recall, two widely used performance measures in information retrieval and binary classification
Frontiers in Genetics | Bioinformatics and Computational Biology
Comparison of MapMan and GO
while the left y -axis denotes the corresponding occurrence. For all three
distributions, a normal distribution is fitted (right y -axis).
(Baeza-Yates and Ribeiro-Neto, 1999), as well as by their harmonic
mean, the F -measure. On the other hand, we evaluate the biological relevance of the obtained predictions by investigating the
normalized IC (with respect to the maximum) and the depth of the
top k, k∈[1,20] predicted terms. Additionally, we also report the
number of genes for which a prediction can be obtained following
this procedure.
Figure 8 summarizes the acquired prediction performance
results for all three employed ontologies. One can observe that
the use of MapMan exhibits an advantage in the performance
of gene function prediction, as the combined F -measure is the
highest over the whole range of top k, k∈[1,20] concepts (the
exception is the case of k = 20, where the F-measure is zero, due
to the lower number of terms in MapMan). This is mainly due to
a higher average recall, i.e., a higher fraction of all the originally
concepts, used in the annotation of a gene, that were successfully retrieved. Nevertheless, the average precision between GO
and MapMan is comparable, indicating that the ratio of correctly
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Comparison of MapMan and GO
FIGURE 6 | Histogram of the information content of all concepts used to annotate Arabidopsis’ genome by using the three ontologies MapMan,
GO-MF, and GO-BP.
predicted concepts to all predicted concepts is similar across all
three ontologies.
Correspondingly, the average IC and depth of concepts is generally higher in the case of MapMan, which implies a higher biological relevance or specificity of the predicted terms (Figure 8).
However, both GO ontologies perform better with respect to the
fraction of genes for which any prediction of gene annotation can
be derived, i.e., 51% for MapMan vs. 64 and 73% for GO-MF and
GO-BP, respectively. This suggests that the distribution of genome
annotation is less clustered and more homogeneous.
DISCUSSION
Here, we provided the first comparative analysis of two ontologies, GO, and MapMan, both widely used in plant biology studies.
The first part of the comparison comprises the structural characteristics of the ontologies, namely: the type of concepts and
relationships between them as well as the design principles underlying GO and MapMan. Our findings were in support of the
claim that higher level bins in MapMan correspond to terms
of GO-BP, while lower level bins are more similar to terms of
GO-MF. Regardless of these analogies, GO offers the possibility to also investigate gene products with respect to their spatial
distributions, captured in the terms of the third GO ontology –
cellular component (GO-CC). In contrast, MapMan does not
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facilitate spatial analysis of genes and the downstream processes
(e.g., metabolism). Nevertheless, although cellular processes and
molecular functions are represented well in both GO and MapMan, temporal changes during plant development, fruit ripening,
or progression of stress are in their nascent stages. Therefore,
future developments in plant-specific ontologies should consider integrating the indicated spatial and temporal dimensions
indispensable for accurate description of molecular processes in
plants.
In the second part of the study, we investigated the annotation
corpus of Arabidopsis’ genes and carried out a detailed comparison of the two ontologies with respect to the information content
of the respective concepts, i.e., bins in MapMan and terms in
GO. It turned out that MapMan, GO-BP, and GO-MF exhibited
similar relationships between information content and depth of
concepts. In conjunction with the plethora of existing tools for
computational analyses based on both ontologies, our results indicated that both ontologies may be equally suitable with respect to
the biologically meaningful information that could potentially be
extracted.
Finally, we used the two ontologies as a principle source of
information in the context of automated gene function prediction following the GBA principle on co-expression networks.
The co-expression networks were created by using publicly
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FIGURE 7 | Visualization of information content (y -axis) at a given
term depth (x -axis) for GO-MF (left), GO-BP (middle), and MapMan
(right). A non-linear regression is used on the medians of the
available transcriptomics data sets for Arabidopsis, and provided
the medium for local propagation of concepts to unannotated
genes in the vicinity of a given well-characterized gene. To this end,
we used the simplest available alternative for automated function
annotation given by the majority voting. Although our findings
that MapMan outperformed GO with respect to function annotation depend on the algorithm for annotation transfer, we believe
that they are robust as most of the available algorithms rely on
propagation of local information only. While MapMan’s tree hierarchy at a first glance appears to be flatter, as assessed by term depth,
and IC, in comparison to GO’s DAG structure, MapMan’s design
tailored to Arabidopsis is most likely reflected in the improved performance in gene function prediction. In contrast to MapMan, GO
represents a more generic ontology, reflected in its changing structure and gene annotation. Since no other plant model organism is
currently equally well-annotated by GO and MapMan as it is the
case for Arabidopsis, no general conclusions for plant species can be
made. Nevertheless, what remains to be investigated is the effect of
the distribution of annotated genes in the network. In other words,
we expect that choice of the ontology for automated gene function
annotation will ultimately depend on the dispersion of patches of
annotated nodes (following the focused biological interest in genes
of particular process/function).
Frontiers in Genetics | Bioinformatics and Computational Biology
Comparison of MapMan and GO
information content per concept depth following Michaelis-Menten
kinetics (solid line). The constant V max /2 is shown by dotted lines (see
main text for details).
Last but not the least, the major implication of our study is that
the choice of which ontology to be used computational analyses
is problem-specific, as it highly depends on the interplay between
the structural properties of the ontology, the size, and quality of
the annotation corpus, using the ontology, as well as the employed
multivariate data. Therefore, we believe that aside from the comparison of ontologies based on intra-ontology characteristics (e.g.,
distribution of information content), our study emphasizes the
need for another criterion – namely, the biological question to be
answered by using ontologies, for instance, comparison of plant
developmental stages, or plant-specific structures and the here
addressed gene annotation. This, of course, may open yet another
field of bioinformatics research related to the design of sound
methods for ontology selection suitable for a particular problem
at hand. In this respect, we believe that the suggested direction
may result in development of (external and internal) measures
for problem-specific comparison of ontologies and their performance – an issue which was already addressed in other research
areas (e.g., data clustering, retrieval in audio and video databases).
Taken altogether, the identified issues warrant caution in extending ontologies from model to other species and suggest that this
may be most appropriately performed in a careful semi-automated
manner.
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FIGURE 8 | Evaluation of prediction performance (y -axis) for gene
function annotation using the three ontologies. Three classical
performance indices from information retrieval were employed: F-measure
(upper-left), precision (upper-middle), and recall (upper-right). In addition, the
information content (lower-right), and the concept depth relative to the
MATERIALS AND METHODS
ARABIDOPSIS TRANSCRIPTOMICS DATA-SET AND RECONSTRUCTION
OF A GENE CO-EXPRESSION NETWORK
The employed transcriptomic data-set used to derive the gene
co-expression network consist of 279 of publicly available microarray experiments (Affymetrix Ath1 gene-chip, 22,500 probe sets)
obtained from the Gene Expression Omnibus2 (Edgar et al.,
2002). Note, that this is the same transcriptomics compendium
which is used in the PlaNet co-expression analysis platform
(Mutwil et al., 2011). Initially, a total of over 6,000 microarray
experiments were downloaded and the quality of each individual microarray experiment was ensured by an automated outlier
detection and quality control. Here, the R Bioconductor package array Quality Metrics (Kauffmann et al., 2009) was
employed to conduct (1) between-array comparisons based on
distance between arrays and Principal Component Analysis, (2)
2 http://www.ncbi.nlm.nih.gov/geo/
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Comparison of MapMan and GO
maximum depth within the respective ontology (lower-middle) of predicted
concepts were evaluated. In all cases, the 20 most abundant concepts
(x -axis) in an unknown gene’s neighborhood are evaluated. Finally, the fraction
of unknown genes for which a prediction could be derived is given (bar plot,
lower-right).
inspection of array-wide probe intensity distributions by boxplots
and density plots, (3) variance-mean dependence of each array,
and (4) individual array quality assessment by MA plots. After this
preprocessing, 1,707 microarrays were retained. Furthermore, this
transcriptomics compendium was reduced by selecting a subset
of experiments comprising 273 microarrays. This is performed
to remove any bias arising through (potentially) un-informative
or repetitive data while preserving the overall structure of the
transcriptomics compendium (Mutwil et al., 2011). Briefly, this
selection strategy is based on the Subset Selection problem from
linear algebra, whereby, for a given number l and a matrix A,
one is to find the subset of l columns from A which are most
mutually independent. Here, columns of the matrix A denote
individual microarray experiments (1,707 in total), rows correspond to genes, such that each matrix entry represents the
corresponding gene expression levels. Application of the outlined selection procedure yielded 279 microarrays which were
subsequently normalized using quantile normalization via the
simple Affy R package. This data-set was used to reconstruct
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the co-expression network and is available in the Table S1 in
Supplementary Material.
PREPROCESSING OF ONTOLOGIES – REMOVAL OF INCONSISTENCIES
AND INTEGRATION OF PARENT CONCEPTS
As sources of mapping genes to ontology terms in Arabidopsis,
we employed the latest versions available for MapMan (Version
1.1 from January 2010)3 and GO (Version 2.5 from September
2010, available via the R package ath1121501.db4 ). Within
these mappings, a total of 15,238 gene products are annotated
with MapMan bins and 12,225 and 13,157 genes are annotated by
GO-BP and GO-MF terms, respectively. However those raw mapping files contain inconsistencies: while the annotations for some
genes contain only the most specific concepts, i.e., terminal or leaf
concepts with no further child concepts, others are additionally
annotated with parent concepts. As an example, consider the genes
annotated with the MapMan bin “29.5.11.4.2” corresponding to
“protein.degradation.ubiquitin.E3.RING” in Arabidopsis. This bin
is a leaf or terminal concept, i.e., it has no children. One gene that
is annotated with this concept is a member of the ARM repeat
superfamily (locus ID at1g71020) and is additionally annotated
with the parent bin “29.5.11” corresponding to “protein degradation ubiquitin.” However, other genes annotated with the bin
29.5.11.4.2, for instance EDA40 (at4g37890), are only annotated
with the leaf bin “29.5.11.4.2” missing the mapping to any parent
bins, e.g., 29.5.11.4 or 29.5.11. Likewise, similar examples hold for
both GO domains, GO-MF, and GO-BP. In total, 25 of such inconsistencies can be identified for MapMan and 3,750 and 2,202 for
GO-MF and GO-BP, respectively.
The effect of an incomplete mapping which includes only partially – or even not at all – parent concepts is twofold: first, the
analysis by means of IC of a concept would lead to incorrect
results since the IC of a concept is dependent on the number
of genes associated with it. By definition of an ontology, a gene
annotated with a low-level concept should automatically be annotated with all of the ancestral terms, too (Figures 1 and 9). Only
considering the concept-gene association counts in a raw ontology will lead accidentally to erroneous results for the derived ICs;
in this case leaf or terminal concepts might exhibit a higher IC
than their parent terms (Klie et al., 2010). Second, for the purpose
of gene function prediction in majority voting, common ancestor terms of the neighboring genes are of great importance. In
the case that the annotation of all neighboring genes is a disjoint set of low-level concepts, no majority vote can be found
(cf. Figure 9D). However, the gene’s neighbors can share common parent concepts that can help in deriving predictions for
the gene in question. Although the derived annotation might not
be as specific, the prediction of a high-level concept suggesting
the putative involvement in processes or pathways is preferred to
obtaining no prediction at all. To resolve the problem of incomplete mappings, we preprocessed all three ontologies so that for
each gene, the complete list of parent terms is included. Note, that
those parent terms can readily be identified by enumerating the
respective DAG or tree structure defined by is a or part of relations
3 http://mapman.gabipd.org/
4 http://www.bioconductor.org
Frontiers in Genetics | Bioinformatics and Computational Biology
Comparison of MapMan and GO
(Figures 9A,B). We further define these modified mappings as
“complete ontologies”.
Finally, the preprocessing involved removal of control and
unknown probe sets, which corresponds to probes associated with
MapMan bins 0 and 35 (“control” and “unknown”/“not assigned”)
and all their child bins.
EVALUATION OF ONTOLOGY STRUCTURE AND INFORMATION CONTENT
We employ two measures to characterize the structure and the
characteristics of an ontology – the depth and the information
content (IC) of concepts.
Given a directed acyclic graph G = (V, E), which defines the
relationships of concepts within an ontology, where V is a set of
vertices, E is a set of edges, the depth of a term x is given by the
distance d(x, r) between the two vertices x and r, where node r
corresponds to the root concept of the ontology. Furthermore,
the distance is defined as the length of the shortest path from x
to r (Bondy and Murty, 2008). Note that node r represents the
root term which is explicitly defined for GO-BP as and GO-MF
and which can be implicitly defined for MapMan by adding an
artificial root node, i.e., bin r.
The IC of an ontological concept c is defined as IC(c) = log2 (|Gc |/|G all |), where Gc is the set of genes annotated with the
concept c and G all is the set of genes annotated with any of the
concepts in the ontology (Resnik, 1995).
DETERMINING SIMILAR CONCEPTS ACROSS ONTOLOGIES
To quantify the similarity of two concepts c 1 and c 2 , we use the
Jaccard similarity coefficient of the set of genes G 1 annotated with
concept c 1 in MapMan and the set of genes G 1 annotated with concept c 2 in GO. The Jaccard similarity coefficient for two sets G 1
and G 2 is defined as sim(c 1, c 2 ) = J (G 1, G 2 ) = |G 1 ∩G 2 |/|G 1 ∪G 2 |.
As 50% of all MapMan and GO concepts describe four or more
genes, we consider only concepts of MapMan and GO that are
annotated with at least four genes (i.e., |G1 | and |G2 | > 3) to avoid
identifying similar concepts based on individual genes.
In addition, to analyze the pair-wise similarity over all concepts, we create a network in which nodes correspond to concepts
and edge are established between two nodes c1 and c2 if sim (c 1 ,
c 2 ) ≥ 0.6. Note, that despite its numerical value, this threshold is
rather strict as it refers to only the highest 1% of all observed pairwise concept similarities, not only between MapMan and GO but
also within the respective ontologies. Nodes corresponding MapMan bins that are not connected to a node denoting a GO term
are discarded. Finally, the edges of the resulting network can be
divided by the type of association between nodes they model: the
similarity between a MapMan bin and GO-BP term, a MapMan
bin and GO-MF term as well as a MapMan bin and both GO-MF
and GO-BP terms. For each of those three derived types of associations, the average bin depth of MapMan bins is determined and
the statistical significance of the difference of means within the
first two groups (MapMan/GO-MF, MapMan/GO-BP) is derived
via Wilcoxon-Rank-Sum test (Sokal and Rohlf, 2003).
GENE FUNCTION PREDICTION USING NETWORK-BASED MAJORITY
VOTING
Majority voting is one of the simplest, yet fastest, network-based
gene function prediction methods (Schiwikowski et al., 2000).
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FIGURE 9 | Preprocessing of ontologies and network-based gene
function prediction by majority voting. (A) The original annotation of
genes (“raw” annotation) and corresponding concepts (denoted by letters)
is extended for each gene by including all parent concepts. The latter is
referred to as “completed” annotation. Additional filtering can be
performed to remove concepts annotated by many genes (gray letters). (B)
Parent terms can be readily obtained by traversal of the ontology structure
(a node represents a concept, an arrow an is a or part of relationship
among concepts; terminal or leaf concepts are denoted in black). (C) Gene
Particularly, its reliance on the immediate neighborhood of a
given node renders it applicable in estimating usefulness of local
information on gene function prediction.
Here, the network consists of nodes corresponding to the genes
included in the aforementioned Arabidopsis transcriptomics compendium. The necessary steps to transform similarity of gene
expression profiles to edges between genes in a final co-expression
network rely on the approach presented in Mutwil et al. (2011).
In summary, this approach is comprised of ranking pair-wise
gene expression profiles by the Pearson correlation coefficient.
Successively, the application of statistical tests is conducted to
determine the optimal cut-off (range) for the reciprocal ranks
which translate into establishing edges between the nodes in the
network. Moreover, an optimality principle is employed to select
a set of best-performing parameter values with respect to the GBA
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Comparison of MapMan and GO
function prediction of the unknown gene, denoted by I, by using the
majority voting approach: the annotation of all immediate neighbors in a
co-expression network (black ellipses) is considered. (D) Deriving a
prediction for the gene I by ranking the annotation obtained through its
neighbors. By using the raw annotation, unambiguous prediction cannot
be derived (left column); the “completed” annotation aids in deriving
meaningful predictions by considering concepts intermediate in the
hierarchy (e.g., concept c, middle column); additional filtering (right
column) further improves the prediction (“optimized ontology”).
principle. To this end, we conduct an iterative search on the allowable ranges for the reciprocal ranks that maximize the similarity of
gene function in the neighborhood of a given gene/node. A highest reciprocal rank (HRR) cut-off between 10 and 30 produced
biologically relevant networks (Mutwil et al., 2010). However,
while >80% of the nodes were disconnected for HRR = 10, and
consequently excluded from any further co-expression analysis,
a HRR = 30 was chosen as the number of disconnected nodes
decreased to 25%. Note, that by relying on ranks of derived
from pair-wise correlations of gene expression profiles, no explicit
threshold for the Pearson correlation coefficient is needed. This
is nicely illustrated by the range of Pearson correlation coefficients of expression profiles of a pairs of genes with a HRR of 30
which varies from 0.32 to 0.9 depending on the individual gene.
The advantage of using HHR rather than the simple pair-wise
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Klie and Nikoloski
correlation is that co-expression analysis by HRR uncovers more
meaningful biological associations (Aoki et al., 2007).
The obtained co-expression network is composed of 9,994
nodes, which correspond to those genes in Arabidopsis’ genome
that are annotated with a set of concepts from all three ontologies, i.e., MapMan, GO-BP, and GO-MF. This network consists of
461 connected components of which 439 are singleton genes, i.e.,
nodes with no adjacent edges, and exhibits a density of 0.001. The
largest component contains 9,506 nodes and the average degree of
a node is 10.36. To simulate the effect on gene function prediction
depending on the ontology used, the annotation provided in all
three ontologies for a set of randomly chosen genes is discarded.
To this end, the number of this artificially unannotated genes is
set to be 4,000, a fraction corresponding to the ∼40% genes of
unknown function in Arabidopsis.
For each of the 4,000 genes, the annotations of all adjacent
nodes are derived using the completed ontology and ordered in a
list, separately for all three ontologies. Every concept present in the
annotation of neighboring nodes is ranked from the most to the
least frequently appearing within the neighborhood (Figure 9).
The function of an unannotated gene is then predicted by examining the first k functions in the list. Here, we consider the
predictions of the top k∈[1,20] most abundant concepts in the
FIGURE 10 | Effect of the preprocessing of ontologies (cf. Figure 9) and
the impact on network-based gene function prediction by majority
voting for all three ontologies quantified by the F-measure (upper
Frontiers in Genetics | Bioinformatics and Computational Biology
Comparison of MapMan and GO
network vicinity and successively evaluate them by comparing the
predicted terms to the original discarded annotation. This procedure is repeated 1,000 times, such that in every iteration a different
set of randomly unannotated genes is sampled and evaluated for
every k most abundant concepts.
Furthermore, we removed those 20 concepts (corresponding
to the choice of parameter k) with the lowest IC from all three
complete ontologies. The aim of this filtering step is to avoid deriving trivial annotation (e.g., the root concepts of the ontologies)
or unspecific annotations (e.g., very broad, high-level biological
concepts) as predictions. We note that although those high-level
terms are technically correct in terms of prediction, their benefit in characterizing a gene of unknown function is limited (cf.
Figure 9D). An example of terms exhibiting a low IC are within the
GO-BP sub-ontology “biological process” (GO:0008150), i.e. the
root term or “transport” (GO:0006810). For GO-MF, examples
of removed terms include “binding” (GO:0005488) and, again,
the root node “molecular function” (GO:0003674). In contrast,
more specific concepts of higher IC are unaffected by this filtering step. These include, for instance, the children of the term
“binding” which are “secretion” (GO:0046903) and “ion transport”
(GO:0006811). These modified ontologies are termed “optimized
ontologies” and further used for evaluation of the prediction
panel) and the normalized depth of term/concept (lower panel)
separately for raw, complete and optimized versions of the
ontologies.
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Klie and Nikoloski
Comparison of MapMan and GO
performance (Figure 8). Finally, the effect of this optimization
step on gene function prediction is illustrated in Figure 10: A
raw ontology only contains some of the ancestral concepts resulting in a lower prediction performance (F-measure; similar results
hold for precision and recall; data not shown) and average term
depth of predicted concepts (similar results hold for the average IC of predicted terms; data not shown). In contrast, the
complete ontology includes all ancestral concepts defined in the
respective ontology, resulting in an increase of prediction performance; however, it is accompanied by a lower term depth of
predicted concepts. The optimized ontology removes ambiguous
terms, i.e., terms of high IC, and represents a compromise between
good prediction performance and specificity of derived predictions. Interestingly, MapMan profits the most from the proposed
optimization strategy.
EVALUATION OF GENE ANNOTATION PREDICTION PERFORMANCE
The quality of the predicted ontological concepts for genes is evaluated by two complementary strategies. While the first strategy
comprises the use of classical quality measures from the field of
pattern recognition and information retrieval that assess the correctness of predicted terms, the second strategy seeks to quantify
the quality of those derived predictions in terms of biological relevance. Again, the previously established concepts of term depth
and IC are employed for this task. Note that for the purpose of
comparative evaluation, both term depth and IC are normalized to
the respective maximum value encountered within the particular
ontology.
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Conflict of Interest Statement: The
authors declare that the research was
conducted in the absence of any commercial or financial relationships that
could be construed as a potential conflict of interest.
Received: 02 April 2012; paper pending published: 03 May 2012; accepted:
05 June 2012; published online: 28 June
2012.
Citation: Klie S and Nikoloski Z (2012)
The choice between MapMan and Gene
Ontology for automated gene function
prediction in plant science. Front. Gene.
3:115. doi: 10.3389/fgene.2012.00115
This article was submitted to Frontiers in
Bioinformatics and Computational Biology, a specialty of Frontiers in Genetics.
Copyright © 2012 Klie and Nikoloski.
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Characterizing the Performance of Ternary Concrete Mixtures Involving Slag and Metakaolin
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infrastructures
Article
Characterizing the Performance of Ternary Concrete
Mixtures Involving Slag and Metakaolin
Matthew S. Sullivan, Mi G. Chorzepa *
and Stephan A. Durham
College of Engineering, The University of Georgia, Athens, GA 30602, USA;
matthewseansullivan@hotmail.com (M.S.S.); sdurham@uga.edu (S.A.D.)
* Correspondence: chorzepa@uga.edu
Received: 17 December 2019; Accepted: 26 January 2020; Published: 31 January 2020
Abstract: Ternary blends of cementitious materials are investigated. A cement replacement level
of 45% is used for all ternary mixtures consisting of 15% metakaolin and 30% slag replacements.
Three metakaolin and two blast furnace slag, referred to as ‘slag’ for short, products commercially
available are used to compare performance in ternary blends. A mixture with a 45% fly ash
replacement is included to serve as a benchmark for performance. The control mixture contains
422 kg of cement per cubic meter of concrete, and a water-to-cementitious material ratio of 0.43 is
used for all mixtures with varying dosages of superplasticizer to retain workability. Mixtures are
tested for mechanical properties, durability, and volumetric stability. Mechanical properties include
compression, split-cylinder tension, modulus of rupture, and dynamic Young’s modulus. Durability
measures are comprised of rapid chloride-ion penetrability, sulfate resistance, and alkali–silica
reactivity. Finally, the measure of dimensional stability is assessed by conducting drying shrinkage
and coefficient of thermal expansion tests. Results indicate that ternary mixtures including metakaolin
perform similarly to the control with respect to mechanical strength. It is concluded that ternary
blends perform significantly better than both control and fly ash benchmark in tests measuring
durability. Furthermore, shrinkage is reduced while the coefficients of thermal expansion are slightly
higher than control and the benchmark.
Keywords: metakaolin; blast furnace slag; ternary; strength; durability; concrete; supplementary
cement; pozzolan; mineral admixtures; coefficient of thermal expansion
1. Introduction
The use of supplementary cementitious materials (SCM) in ready-mixed concrete has seen rapid
growth in North America since the 1970s [1]. Two types of chemical reactions contribute to the
performance of hardened concrete mixtures incorporating SCMs. The first is the hydraulic reaction,
which is the reaction of free lime (CaO) with water produces heat, calcium silicate hydrates (C–S–H),
and calcium hydroxide, Ca(OH)2 or CH. In mixtures containing ordinary Portland cement (OPC),
this reaction performed exclusively by the cement. However, some SCMs with significant CaO
contents also take part in this reaction. Common SCMs take part in this reaction are Class C fly ash
and blast furnace slag. The second reaction is the pozzolanic reaction, which is exhibited by SCMs
with high contents of glassy silica or alumina in the presence of CH and water. In this reaction,
amorphous (glassy) alumina or silica react with the CH created during hydration to produce additional
C–S–H, calcium aluminate hydrates (C–A–H), or calcium aluminosilicate hydrates (C-A-S-H). In short,
the additional pozzolanic and/or hydraulic reactions by SCMs tend to reduce porosity, consume
non-structural CH (prone to leaching), and produce additional structural hydrates, all of which
enhance concrete performance.
Infrastructures 2020, 5, 14; doi:10.3390/infrastructures5020014
www.mdpi.com/journal/infrastructures
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Typically, SCMs are used as a cement-replacing material because of their ability to enhance
performance, reduce costs, and reduce environmental impact. During the production of cement clinker,
CaCO3 (or calcium carbonate) is converted into calcium oxide by means of calcination inside a rotary
kiln [2]. The most environmentally detrimental byproduct, CO2 (carbon dioxide), is then emitted.
Equation (1) presents the chemical reaction in a simplified form:
CaCO3 + heat → CaO + CO2
(1)
Cement production is the largest emitter of CO2 [3]. Furthermore, estimated production of the
CO2 is 0.82 tons for each ton of cement produced [4] and amounts to 5% of the world’s anthropogenic
carbon emissions [5]. Construction is still, however, a cost-plus business, and cement replacement
continues to be prevalent because it reduces environmental and financial cost.
Massive concrete elements typically utilize high levels of cement replacement by SCMs to combat
high heats of hydration. For this application, Class F fly ash is most commonly used to replace
approximately 50% of the cement, although slags are also effective when used at higher replacement
levels [6]. Studies have found that the largest contributor to a reduction in the heat of hydration is
the cement replacement level [7]. This effect is characterized by the reduction in heat associated with
decreased hydraulic activity. By virtue of dilution, ternary blends of SCMs have also been proven to
reduce the heat of hydration when replacing large amounts of cement [7–12]. In practice, however,
binary replacements of cement by SCMs are typically used to combat this problem.
2. Background
Generation of heat from hydration of cement and associated volume change in mass concrete
operations have historically been combatted by replacing a large portion of cement by supplementary
cementitious materials. Typically, the procedure is either Class F fly ash or ground granulated blast
furnace slag replacing approximately between 30% and 50% of the cement. Although metakaolin has
been present in concrete literature for decades, little work has been completed to explore its possible
benefits inside ternary cementitious blends.
Binary replacements by either fly ash or slag are effective in mitigating high heat of hydration,
however, this approach is susceptible to material shortages. There is a tangible risk of the coal market
being unable to sustain the current volume of fly ash usage in U.S concrete, particularly in the state
of Georgia. Natural gas produces less emissions and is cheaper as a fuel source, and heightened
regulations have increased the cost of collecting fly ash. Fly ash is an important SCM used in mitigating
deleterious cracking due to the large thermal gradients in mass concrete, and the inability to obtain fly
ash would have repercussions on mass concrete placements across the U.S. It is therefore important to
evaluate alternative SCMs, as well as SCMs in ternary combinations.
Recent research demonstrated the reduced heat liberation of ternary cementitious blends
incorporating metakaolin and slags [8,9]. Studies have also shown increased performance of these
mixtures in mechanical tests [13,14] and improved pore properties [15,16]. However, comprehensive
studies on the behavior of ternary cementitious blends and their long-term performance (or durability)
must be evaluated to determine the efficacy and limits of such usage in concrete mixtures.
3. Research Significance and Objectives
Ternary mixtures including metakaolin have the potential of reducing the heat of hydration
while maintaining mechanical strength, increasing the durability, and improving dimensional stability.
While research has been conducted demonstrating the ability of ternary blends of metakaolin and slag
to reduce the heat of hydration [9,10], comprehensive studies evaluating the mechanical properties,
durability, and dimensional stability of these mixtures have not been conducted. Moreover, studies have
not yet been conducted comparing the performance using various commercially-available metakaolin
and blast furnace slag products. Blast furnace slag is for short referred to as ‘slag’ for the remainder of
Infrastructures 2020, 5, 14
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this study. This evidence would be crucial to the adoption of ternary blends of metakaolin and slag in
ready-mix concrete operations, as product-dependent performance would present a risk in its usage.
The research aims of this paper are two-fold:
•
•
To determine if ternary blends of cementitious materials provide improved performance including
durability and dimensional stability.
To compare the performance of three commercially-available MKs in ternary cementitious blends.
Therefore, the ultimate goals of this study are to explore the efficacy of a ternary metakaolin
blends as an alternative to high volume fly ash, and secondarily to provide recommendations for its
usage in concrete.
4. Materials and Experimental Plan
Fly ash is a versatile SCM in that it is able to improve the fresh properties of concrete, increase
durability, as well as reduce liberated heat in mass concreting [17]. It is for this reason that it is so widely
used. The experimental study conducted in this paper will include a typical drilled shaft concrete
design (mass pour) as a performance benchmark. As will be discussed, this mixture constitutes a 45%
replacement of cement by class F fly ash. To control the dilution effect, ternary SCM combinations
shall also replace a portion of cement equaling 45%. Literature indicates that the heat of hydration
is minimized at a 45% replacement when replacements by metakaolin and slag are 15% and 30% of
the cement content, respectively [9]. Therefore, all combinations of metakaolin and slag in this study
shall be 15% and 30% of the cement content, respectively. Binary mixtures including 30% slag are also
included to serve as additional benchmarks for performance.
4.1. Materials
4.1.1. Metakaolin
Three commercially available metakaolin (MK) products are evaluated. The first (MK1), second
(MK2), third product (MK3) is sourced from Sandersville, Georgia, Aiken, South Carolina, and
Sandersville, Georgia, respectively. All MK products considered in this study are high-reactivity
metakaolins (HRMs) that conform to ASTM C 618 [18]. The consensus within the literature is that
a HRM should contain SiO2 + Al2 O3 + Fe2 O3 ≥ 90% by weight. As all MKs evaluated in this paper
are high-reactivity with an average particle size of 1.3 µm (<1% residue on 45 µm sieve), they will
simply be referred to as MKs. The reactivity of MK entirely depends on the kaolin’s purity, and the
percentage of kaolinite that is dehydroxylated during calcination (amorphous alumina and silica).
However, technical data sheets provided by the product vendors typically contain a breakdown of
oxides by weight and material fineness. Thus, these two parameters are typically cited as predictors of
performance. A combination of physical and chemical characteristics of the MK products selected
in this study are found in Table 1. These properties are taken from products’ material specifications
provided by manufacturers. Pictures of each product are presented in Figure 1, noting that the second
product has a slightly brown coloration. Otherwise, the 3 products are difficult to visually tell apart.
4.1.2. Blast Furnace Slag
Two, grade 120, commercially available slag (SL) products were used in this study. They are
denoted as ‘SLa’ and ‘SLb’. As with metakaolin products, the chemical composition and physical
characteristics are important in understanding slag behavior once inside the concrete and are presented
in Table 1.
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Table 1. Chemical and physical properties of materials.
Property
Composition
Cement
MK1
SiO_2 (%)
19.70
Al_2O_3 (%)
4.70
Fe_2O_3
(%)
3.00
Infrastructures 2020, 5, x FOR PEER REVIEW
CaO (%)
63.30
Chemical
MgO (%)
3.10
Na_2O
0–<0.12.70
LOI(%)
(%)
TiO_2 (%)
0–<0.1
Specific
Surface
(BET), 3.20
SO_3
(%)
387
/kg
SpecificmGravity
LOI C
(%)
3S
Specific Surface (BET), m2 /kg
2
Physical
Bogue
Bogue
C3C
S 2S
C2 S
C3C
A3A
C4 AF
C4AF
3.16
2.70
387
54
15
7
9
54
15
7
MK2
MK3
SLa
SLb
FA
50.75
54–56
51.66
33.33
34.07
45.91
40–42
43.99
13.50
12.73
0.45
<1.4
0.47
0.68
0.47
0.06
<0.1
0.01
41.28
40.41
0.00
<0.1
0.03
5.53
6.56
0.23 0.42<0.05 <1.0 1.89 0.50 0.21 2.80 0.172.87
1.87
<3
1.89
1.89
0.52
0.08 14,200
<0.0520,000 - 11,0002.30 472 * 531
50.77
26.65
3.76
4 of 19
11.30
2.15
1.17
2.53
*
1.20
430
2.60
0.42
14,200
2.50
2.53430
-
-
2.60
<1.0
20,000
-
-
2.50
0.50
11,000
-
-
*
2.80
472
-
-
-
1.05
2.87
531
-
-
-
-
9
Note: * Material data not provided; - Material data not applicable.
Note: * Material data not provided; - Material data not applicable.
Figure 1.
1. Sample
Sample of
of metakaolin
metakaolin products
products (a)
(a) MK1;
MK1; (b)
(b) MK2;
MK2; (c)
(c) MK3.
MK3.
Figure
4.1.3. Fly Ash and Cement
4.1.2. Blast Furnace Slag
The fly ash (FA) is an ASTM C618 [18] Class F FA and is a raw material (<34% retained on the
Two, grade 120, commercially available slag (SL) products were used in this study. They are
0.044 mm sieve). Pertinent physical and chemical properties for the FA is also included in Table 1.
denoted as ‘SLa’ and ‘SLb’. As with metakaolin products, the chemical composition and physical
Finally, a Type I/II Portland cement conforming to ASTM C150 [19] was used for all concrete and
characteristics are important in understanding slag behavior once inside the concrete and are
mortar mixtures. The cement is local to Atlanta, Georgia. Table 1 lists the physical and chemical
presented in Table 1.
characteristics, as well as the Bogue phase composition.
4.1.3.
Ash andand
Cement
4.1.4. Fly
Aggregates
Chemical Admixtures
The
fly ash conforming
(FA) is an ASTM
C618
F FAin
and
is a raw and
material
(<34%
retained
the
Aggregates
to ASTM
C33[18]
[20]Class
were used
all concrete
mortar
mixtures.
The on
coarse
0.044
mm
sieve).
Pertinent
physical
and
chemical
properties
for
the
FA
is
also
included
in
Table
1.
and fine aggregates are sourced from Watkinsville, Georgia and Athens, Georgia, respectively. Neither
Finally,
a Type
I/II Portland
cement The
conforming
to ASTM is
C150
[19] granite
was used
for all
concrete
aggregate
is known
to be reactive.
coarse aggregate
graded
stone,
and
the sizeand
of
mortar
mixtures.
The
cement
is
local
to
Atlanta,
Georgia.
Table
1
lists
the
physical
and
aggregate used is the standard size #57 (NMAS 1” or 2.54 mm). The fine aggregate materialchemical
contains
characteristics,
as well
the Bogue
phase
100%
of particles
that as
passes
the 9.5
mm composition.
(3/8 inch) sieve and less than 3% that passes the 75 µm
(No. 200) sieve. Water used for mixing was potable tap water. Finally, a PCE-based (polycaboxylate
4.1.4. Aggregates and Chemical Admixtures
ether) superplasticizer was used for the mixtures (33% solids).
Aggregates conforming to ASTM C33 [20] were used in all concrete and mortar mixtures. The
4.2. Mixture
Design
coarse
and fine
aggregates are sourced from Watkinsville, Georgia and Athens, Georgia, respectively.
Neither
aggregate
is known
to be reactive.
is graded
granite stone,
and
the size
Concrete
mixture
proportions
are basedThe
on acoarse
drilledaggregate
shaft design
that incorporates
a high
volume
of
of
usedofishydration
the standard
sizeThe
#57mixture
(NMASdesign
1” oris2.54
mm).
The 2.
fine
material
FA aggregate
to reduce heat
and cost.
found
in Table
Theaggregate
total cementitious
3 . The
contains
100%
particles
passes
the 9.5
mm (3/8 inch) sievematerial
and less(w/cm)
than 3%
thatispasses
thethe
75
content for
eachofmixture
is that
422 kg/m
water-to-cementitious
ratio
0.43, and
3
µm
(No.
200) sieve.
Water
mixing
was
potableincorporate
tap water.
Finally,
a PCE-based
coarse
aggregate
fraction
is 753used
kg/mfor
. All
concrete
mixtures
a target
air content
equal
(polycaboxylate
ether)
superplasticizer
was
used
for
the
mixtures
(33%
solids).
to 4%. SCMs replace a percentage of cement by weight. The weight of sand varied by mixture and
4.2. Mixture Design
Concrete mixture proportions are based on a drilled shaft design that incorporates a high
volume of FA to reduce heat of hydration and cost. The mixture design is found in Table 2. The total
cementitious content for each mixture is 422 kg/m3. The water-to-cementitious material (w/cm) ratio
Infrastructures 2020, 5, 14
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was determined according to the absolute volume method as in ACI 211. Saturated surface-dry (SSD)
mixture proportions are listed in Table 2.
Table 2. Saturated surface-dry (SSD) proportions per m3 of mixture.
Mixture
Cement
(kg)
Meta-Kaolin
(kg)
Slag
(kg)
Fly Ash
(kg)
Coarse
Aggregate
(kg)
Fine
Aggregate
(kg)
Water
(kg)
Air (%)
Super-Plasticizer
(mL/kg.cm)
Control
SLa-30
SLb-30
FA-45
MK1-15_SLa-30
MK1-15_SLb-30
MK2-15_SLa-30
MK2-15_SLb-30
MK3-15_SLa-30
MK3-15_SLb-30
422
295
295
232
232
232
232
232
232
232
0
0
0
0
63
63
63
63
63
63
0
126
126
0
126
126
126
126
126
126
0
0
0
190
0
0
0
0
0
0
985
985
985
985
985
985
985
985
985
985
723
713
713
663
702
702
702
702
702
702
182
182
182
182
182
182
182
182
182
182
4
4
4
4
4
4
4
4
4
4
2.2
2.2
2.7
0.5
4.8
4.8
4.6
4.8
4.6
4.6
Mortar specimens were batched and tested according to ASCM C1012 [21] and C1567 [22] for
sulfate reactivity and alkali–silica reactivity, respectively. Mixture proportions differed for these tests
as per the testing standards.
For the sulfate mixtures, cementitious material to sand ratios were 1:2.75 and w/cm ratios were 0.485.
Cement replacements by SCMs were by weight as in the concrete mixtures. Finally, a superplasticizer
was included to control for significant workability difference between mixtures. This deviation from
ASTM C1012 [21] was felt necessary by the authors, as the loss of concrete performance with increasing
w/cm is exaggerated with metakaolin inclusion [23].
ASR specimens were created according to specific batch weights. A 990 g quantity of sand was
mixed with 440 g of total cementitious material. W/cm ratios were 0.43. Workability was maintained
amongst mixtures by inclusion of a superplasticizer.
4.3. Batching and Molding
Concrete mixtures were machine mixed using a portable revolving drum mixer with a 0.35 m3
capacity. Saturated surface dry (SSD) mixture proportions were altered according to the volumetric
method to accommodate the moisture condition of the aggregates upon mixing, and then weighed
using a scale with a 136 kg capacity and 0.05 kg accuracy. Materials were added and mixed per ASTM
C192 [24]. The superplasticizer was added to the mixing water and thoroughly agitated before the
water was added to the mixer. Contents of the mixer were then discharged into a wheelbarrow so that
fresh concrete tests could be performed, and molds were filled. Material from the same batch filled the
specimen molds for all hardened concrete tests excluding sulfate and ASR.
Mortar mixtures were mixed using a portable table-top mixer with a nominal capacity of 4.8 L,
and according to ASTM C305 [25] mixing procedure. The superplasticizer was added separately after
adding water as the paddle rotated. The plastic mixture was then discharged into molds.
4.4. Concrete Mixture Properties Testing and Procedure
4.4.1. Fresh Properties
After batching, the temperature, air content, slump, and unit weight were measured. The tests for
unit weight and air were per ASTM C138 [26] and C231 [27], respectively, while slump was taken per
C143. Temperature was measured with a thermometer per ASTM C 1064 [28].
4.4.2. Mechanical Properties
Specimens were made according to ASTM C192 [24], and were subjected to curing in a lime bath
before testing. Compression cylinders measuring 100 mm × 200 mm were made for 1, 7, and 28-day
strengths. Mixture strengths were taken as the average of three specimen strengths at each testing
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day. The universal testing machine used to break the cylinders had a capacity of 3.5 MN, which used
neoprene caps for restraints. Cylinders were subject to a loading of 2000 N/s, per ASTM C39 [29].
Tensile strength for concrete was measured two ways: split-cylinder, and MOR. The split cylinder
tests were performed on cylinders measuring 100 mm × 200 mm, while the MOR prisms were
150 mm × 150 mm × 550 mm. The testing protocol for each were per ASTM C 496 [30] and C78 [31],
respectively. The same universal testing machine was used for the tensile tests as the compressive tests.
Specimens were loaded at a constant rate of 130 N/s. The mixture tensile strengths were the average of
three individual specimen strengths at the age of 28 days.
The dynamic modulus of elasticity (Ed ) test was performed on cylinders measuring
100 mm × 200 mm at 28 days of age. Testing equipment measures concrete resonant frequency
in the longitudinal direction, which was achieved by the forced resonance method outlined in ASTM
C215 [32].
4.4.3. Durability Tests including Permeability, Sulfate Attack, and ASR
Tests of durability performed on concretes follow the same laboratory mixing and curing protocol
as the specimens in strength testing. Rapid chloride-ion penetrability tests at 28 days of age were used
as an indirect measure of the permeability of each SCM combination. Top sections of concrete cylinders
(100 mm × 50 mm) were cut for testing, as this is the most permeable section. RCPT testing lasted for
six hours per the ASTM C1202 [21]. The average charge passed by two specimens was taken as the
permeability of the mixture.
Protocol outlined in ASTM C1012 [21] was used to test for sulfate resistance of mixtures. Mortar
cubes measuring a side length of 50 mm were batched alongside mortar prisms measuring 25 mm
× 25 mm × 280 mm. Both were stored for 24 h at a temperature of 95 ◦ F. Periodically, the cubes
would be tested for compressive strength until the average compressive strength of any two specimens
exceeded 20 MPa. The mortar prisms were immersed in plastic containers of aqueous solutions of
Na2 SO4 . Each mortar bar was subjected to exposure to 0.75 L of solution, at a concentration of 50 g/L
Na2 SO4 . Expansions of the bars were measured at 7, 14, 21, 28, 56, 91, 105, 126, and 168 days in solution.
The expansion of each mixture was taken as the average of six specimens. At this concentration,
the expansion limit considered to effectively mitigate sulfate attack is 0.1%.
For each ASR mixture, three mortar prisms (same dimensions as sulfate prisms) were batched
and burlap cured at 23 ◦ C for 24 h. At the end of the 24-h curing period, the mortar bars were released
from the molds and immersed in tap water elevated to 80 ◦ C. This temperature was maintained for
24 h. After this period, mortar bars were immersed in an aqueous solution of 40 g/L maintained at
80 ◦ C. Expansion readings were taken at 1, 5, 9, and 14 days after immersion in solution. As with the
sulfate test, the maximum expansion that can be interpreted as mitigating the expansion is 0.1%.
4.4.4. Dimensional Stability Tests including CTE and Drying Shrinkage
The coefficient of thermal expansion (CTE) was measured on 100 mm × 175 mm concrete cylinders.
The testing followed the protocol outlined in AASHTO T336, which subjected the concrete to three
heating and cooling cycles between 10 ◦ C and 50 ◦ C. An LVDT with a sensitivity of 0.001 mm detected
changes in length as a function of temperature. The average strain per unit temperature change of
three specimens was taken as the CTE of any given SCM combination.
Drying shrinkage over a period of nine months was measured for each mixture at an ambient
temperature of 22 ◦ C and a relative humidity of 50%, after an initial 28-day curing period in a
lime-saturated bath. The protocol, which is in accordance with ASTM C157 [33], utilized concrete
prisms of dimension 100 mm × 100 mm × 280 mm to measure the average shrinkage of three specimens
per mixture. Each prism was suspended from the shelf, and rested on two wooden blocks at either end.
Measurements of length change were taken at 32, 25, 42, 56, 84, 140, and 252 days after first batching.
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5.mixture.
Results Each prism was suspended from the shelf, and rested on two wooden blocks at either end.
Measurements of length change were taken at 32, 25, 42, 56, 84, 140, and 252 days after first batching.
5.1. Fresh Properties
5. Results
Table 3 shows the fresh concrete properties for all concrete mixtures. Slumps ranged from
25 mm (1 inch) to 250 mm (10 inches), and air content typically ranged from 2.6% to 5.5%. Placement
5.1. Fresh Properties
temperatures
ranged between 24 ◦ C (75 ◦ F) and 30 ◦ C (86 ◦ F).
Table 3 shows the fresh concrete properties for all concrete mixtures. Slumps ranged from 25
Table 3. Fresh concrete mixture properties.
mm (1 inch) to 250 mm (10 inches), and air content typically ranged from 2.6% to 5.5%. Placement
temperatures ranged between 24 °C (75 °F) and 30 °C (86 °F).
Plasticizer
Mixture
Control
SLa-30
Mixture
SLb-30
FA-45
Control
MK1-15_SLa-30
MK2-15_SLa-30
SLa-30
MK3-15_SLa-30
SLb-30
MK1-15_SLb-30
MK2-15_SLb-30
FA-45
MK3-15_SLb-30
MK1-15_SLa-30
Slump (cm)
7.6
Slump
2.5
2.5
(cm)
15.2
7.6
25.4
4.4
2.5
22.9
2.5
22.9
9.7
15.2
5.1
25.4
MK2-15_SLa-30
4.4
5.2. Mechanical Properties
MK3-15_SLa-30
22.9
5.2.1.
Compressive
Strength
MK1-15_SLb-30
22.9
Air Content
Unit Weight
Dosage
(%)
(kg/m3 )
(mL/kg.cm)
Table 3. Fresh concrete mixture properties.
4.1%
2346
2.15
Air Content
Plasticizer
Dosage
4.3% Unit Weight
2192
4.77
4.56
(%) 3.0%
(kg/m3)2353
(mL/kg.cm)
0.0%
2340
0.50
4.1%4.5%
2346 2253
2.15
4.77
3.9%
2266
2.19
4.3%
2192
4.77
4.5%
2186
2.67
3.0%3.5%
2353 2317
4.56
0.54
3.8%
2301
4.76
0.0%
2340
0.50
5.0%
2321
4.55
Temperature
(◦ C)
23
Temperature
20
28(°C)
30
29 23
23 20
24
29 28
29 30
27
4.5%
2253
4.77
29
3.9%
2266
2.19
23
4.5%
2186
2.67
24
3.5%
2317
0.54
29
Strength evolutions
in Figure 2.
MK2-15_SLb-30
9.7for all mixtures
3.8% are found 2301
4.76
29
Of
the
two
binary
mixtures
including
slag
or
fly
ash,
only
one
mixture
achieved
a
28-day
strength
MK3-15_SLb-30
5.1
5.0%
2321
4.55
27
higher than control. The results from slag binary mixtures are presented to see the effect of replacing
additional
15% of
MK with cement. SLb-30 exhibited a 28-day compressive strength of 64 MPa
5.2. Mechanical
Properties
(9222 psi), an increase of 18%. Mixtures SLa-30 and FA-45 were 2% and 51% weaker in compression
than
the
control, respectively.
5.2.1.
Compressive
Strength The rates of strength gain were similar between the two binary slag
mixtures, the exception of the results being that SLb-30 was stronger than SLa-30 by slightly over
Strength evolutions for all mixtures are found in Figure 2.
9 MPa (1300 psi) at one day of age. This was nearly the same difference in strength at 28-days of age.
(a)
Figure 2. Cont.
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17
88of
(b)
Figure 2.
strength
evolution
for for
(a) non-metakaolin
binary
SCM,SCM,
and (b)
SCM
2. Compressive
Compressive
strength
evolution
(a) non-metakaolin
binary
andternary
(b) ternary
SCM mixtures.
mixtures.
Of the ternary
mixtures,
onlyincluding
one mixture
higher
compressive
strengthathan
the
two binary
mixtures
slaghad
or afly
ash, 28-day
only one
mixture achieved
28-day
control. higher
MK1-15_SLa-30
finished
with afrom
compressive
strength
of are
59 presented
MPa (8570topsi),
10%effect
higher
strength
than control.
The results
slag binary
mixtures
see the
of
than
control.
MK3-15_SLa-30
finished
with
a
compressive
strength
very
near
control,
with
54
MPa
replacing additional 15% of MK with cement. SLb-30 exhibited a 28-day compressive strength of 64
(7770 (9222
psi). psi),
One-day
strengthsofwere
or less
thanand
control
forwere
all ternary
concrete
mixtures
MPa
an increase
18%.similar
Mixtures
SLa-30
FA-45
2% and
51% weaker
in
including SLa.
Their
strengthsThe
ranged
5 MPa (715
7MPa (1010
psi).the
Apart
compression
than
thecompressive
control, respectively.
ratesfrom
of strength
gain psi)
weretosimilar
between
two
from MK1-15_SLa-30,
the 7-day
strength
forresults
concrete
mixtures
including
were lower
than both
binary
slag mixtures, the
exception
of the
being
that SLb-30
wasSLa
stronger
than SLa-30
by
control and
including
SLb.
However,
an age
of nearly
7 days,the
all SLa
concrete
mixtures
slightly
overthose
9 MPa
(1300 psi)
at one
day of after
age. This
was
sameternary
difference
in strength
at
gained
compressive
strength
at
a
higher
rate
than
did
SLb
ternary
mixtures
and
the
control.
28-days of age.
By contrast,
ternary
mixtures
SLb did
suffer lower
strengths,strength
ranging than
between
Of
the ternary
mixtures,
onlyincluding
one mixture
hadnot
a higher
28-day1-day
compressive
the
12 MPa and
14.5 MPa (1730
psi and
2110
psi), thoughstrength
they were
still
lower
than
control.
Moreover,
control.
MK1-15_SLa-30
finished
with
a compressive
of 59
MPa
(8570
psi),
10% higher
than
ternary mixtures
including
SLb exhibited
the highest rate
of strength
gaincontrol,
from 1–7with
days54but
saw
less
control.
MK3-15_SLa-30
finished
with a compressive
strength
very near
MPa
(7770
dramatic
strength
gain after
7 days
of age.
Overall
(excluding
themixtures
28-day strength
for
psi).
One-day
strengths
were
similar
or less
than control
for MK1-15_SLa-30),
all ternary concrete
including
ternary
mixtures
rangedstrengths
from 48 MPa
(6970
psi)5 to
54 MPa
(7769
SLa.
Their
compressive
ranged
from
MPa
(715 psi)
topsi).
7MPa (1010 psi). Apart from MK115_SLa-30, the 7-day strength for concrete mixtures including SLa were lower than both control and
5.2.2. Tensile Strength
those including SLb. However, after an age of 7 days, all SLa ternary concrete mixtures gained
compressive
strength
at aresults
higherofrate
than
didand
SLbflyternary
mixtures
and the
The tensile
strength
binary
slag
ash concrete
mixtures,
ascontrol.
well as ternary concrete
By contrast,
mixtures
including SLb did not suffer lower 1-day strengths, ranging
mixtures
are foundternary
in Figure
3.
between
12 MPa
14.5 MPa
psi and
2110 psi),
though
they were
still SLa-30
lower than
control.a
Binary
slag and
mixtures
were(1730
stronger
in tension
than
control.
Mixture
produced
Moreover,
ternary
mixtures
including
SLblower
exhibited
highest
rate of
strength
from
1–7 days
splitting-tensile
strength
that
was 15%
thanthe
control,
while
SLb-30
wasgain
17%
higher
than
but
saw less
dramatic
strength
after 7mixtures
days of were
age. Overall
(excluding
MK1-15_SLa-30),
the 28control.
MOR
values for
thesesgain
concrete
both higher
than control,
ranging between
day
strength
for ternary
from 48The
MPa
psi) to 54
MPa (7769
psi). reduction in
5.1 and
6.6 MPa
(740 andmixtures
958 psi),ranged
respectively.
fly(6970
ash mixture
yielded
a strength
splitting-tension and MOR of 24% and 23%, respectively. Ternary SCM mixtures typically displayed
5.2.2.
lowerTensile
tensile Strength
strength than control, however, MK1-15_SLa-30 performed similarly to control for both
split-tension
and MOR.
Furthermore,
theslag
exception
of MK2-15_SLb-30
split tension
results,
ternary
The tensile
strength
results of with
binary
and fly
ash concrete mixtures,
as well
as ternary
mixtures
incorporating
MK1
and
MK3
appear
to
have
higher
tensile
strengths
than
do
ternary
mixtures
concrete mixtures are found in Figure 3.
incorporating MK2. Finally, the choice of slag product does not appear to negatively affect the tensile
strength of concrete in ternary mixtures.
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Figure 3. Tensile strength of non-metakaolin binary and ternary SCM mixtures.
Figure 3. Tensile strength of non-metakaolin binary and ternary SCM mixtures.
5.2.3. Dynamic Modulus of Elasticity
Binary slag mixtures were stronger in tension than control. Mixture SLa-30 produced a splitting-
tensile mixtures
strength that
was 15% of
lower
thanSCM
control,
while SLb-30
was 17% higher
than
control.
MOR
Concrete
consisting
binary
mixtures
(non-metakaolin)
and
ternary
SCM
mixtures
values for theses concrete mixtures were both higher than control, ranging between 5.1 and 6.6 MPa
have their modulus values given in Figure 4. Binary slag concrete mixtures displayed higher dynamic
(740 and 958 psi), respectively. The fly ash mixture yielded a strength reduction in splitting-tension
Young’s and
moduli
(E ) than the control, while all other mixtures saw a reduction from control. Increases
MOR ofd 24% and 23%, respectively. Ternary SCM mixtures typically displayed lower tensile
were onstrength
the order
1 GPa
and 0.4
GPa (150 ksi
and 60 similarly
ksi) for toSLa-30
SLb-30,
respectively.
thanof
control,
however,
MK1-15_SLa-30
performed
control and
for both
split-tension
The greatest
reduction
in thewith
Young’s
modulus
was exhibited
bytension
the flyresults,
ash mixture,
a decrease of
and MOR.
Furthermore,
the exception
of MK2-15_SLb-30
split
ternary mixtures
incorporating
MK1 were
and MK3
appear totrends
have higher
strengths
ternary mixtures
28% from
control. There
no obvious
amongtensile
metakaolin
orthan
slagdo
products
for the ternary
incorporating
MK2.
Finally,
the
choice
of
slag
product
does
not
appear
to
negatively
affect
the
tensile
concrete mixtures, and reductions in Ed ranged from 12%-22% with an average reduction
of 5.6 MPa
strength of 2020,
concrete
in PEER
ternary
mixtures.
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5, x FOR
REVIEW
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(811 ksi).
5.2.3. Dynamic Modulus of Elasticity
Concrete mixtures consisting of binary SCM mixtures (non-metakaolin) and ternary SCM
mixtures have their modulus values given in Figure 4. Binary slag concrete mixtures displayed higher
dynamic Young’s moduli (Ed) than the control, while all other mixtures saw a reduction from control.
Increases were on the order of 1 GPa and 0.4 GPa (150 ksi and 60 ksi) for SLa-30 and SLb-30,
respectively. The greatest reduction in the Young’s modulus was exhibited by the fly ash mixture, a
decrease of 28% from control. There were no obvious trends among metakaolin or slag products for
the ternary concrete mixtures, and reductions in Ed ranged from 12%-22% with an average reduction
of 5.6 MPa (811 ksi).
Figure 4. Dynamic Young’s modulus of non-metakaolin, binary and ternary SCM mixtures.
Figure 4. Dynamic Young’s modulus of non-metakaolin, binary and ternary SCM mixtures.
5.3. Durability
5.3.1. RCPT
Figure 5 shows that only one of three binary SCM concrete mixtures were able to reduce
chloride-ion permeability below control. SLa-30 performed similarly to control, while FA-45 nearly
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5.3. Durability
5.3.1. RCPT
Figure 5 shows that only one of three binary SCM concrete mixtures were able to reduce chloride-ion
permeability below control. SLa-30 performed similarly to control, while FA-45 nearly reached the
‘high’ penetrability classification. SLb-30, however, was effective in reducing the total charge passed to
1440 Coulombs (C), earning a ‘low’ penetrability classification. All ternary SCM concrete mixtures fell
below 1000 total coulombs passed. Four mixtures were under 500 C. Penetrability classes and results
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for non-metakaolin binary SCM mixtures and ternary SCM concrete mixtures are shown in Figure 5.
Figure 5. Permeability of non-metakaolin binary and ternary SCM mixtures by RCPT.
Figure 5. Permeability of non-metakaolin binary and ternary SCM mixtures by RCPT.
5.3.2. Sulfate Resistance
5.3.2. Sulfate Resistance
Sulfate test results are presented in Figure 6. Fly ash was the only SCM other than metakaolin
that wasSulfate
able totest
sufficiently
mitigate
mortar
expansion
thewas
entire
testing
In fact,
results are
presented
in Figure
6. Flyfor
ash
the6-month
only SCM
otherperiod.
than metakaolin
expansion
by the mitigate
binary slag
mortars
was more
accelerated
than the
control
mixture.
that wasexperienced
able to sufficiently
mortar
expansion
for the
entire 6-month
testing
period.
In fact,
This
was especially
true forby
thethe
mortar
incorporating
SLa.
This
is attributed
to SLa
both higher
expansion
experienced
binary
slag mortars
was
more
accelerated
thanhaving
the control
mixture.
Al2This
O3 content
and thetrue
lower
Although
the expansion
by the binary
mixtures
are
was especially
forfineness.
the mortar
incorporating
SLa. Thisseen
is attributed
to SLaslag
having
both higher
excessive,
it
has
been
recommended
that
a
slag
be
used
at
50%
or
higher
replacement
level
to
mitigate
Al2O3 content and the lower fineness. Although the expansion seen by the binary slag mixtures are
sulfate
attackit[34].
In fact,
for high Al2 O
replacement
levels level
of above
60%
excessive,
has been
recommended
that
a slag be(14%
usedoratgreater),
50% or higher
replacement
to mitigate
3 contents
aresulfate
recommended
for this
usefor
[35,36].
ternary
mixtures
able to replacement
mitigate the sulfate
expansion,
attack [34].
In fact,
high All
Al2O
3 contents
(14% were
or greater),
levels of
above 60%
andare
typically
resulted in
than
expansion
over 6 mixtures
months. were able to mitigate the sulfate
recommended
forless
this
use0.06%
[35,36].
All ternary
expansion, and typically resulted in less than 0.06% expansion over 6 months.
5.3.3. ASR Resistance
All ternary mortars resulted in expansions that were less than 0.03%. Results are presented in
Figure 7. As with the sulfate tests, binary slag mortars at a replacement level of 30% were not sufficient
Infrastructures 2020, 5, 14
11 of 17
to limit the expansion to below acceptable limits (expansions of 0.11% and 0.12%). The binary fly ash
Infrastructures 2020, 5, x FOR PEER REVIEW
12 of 19
mortar exhibited similar expansion to the ternary mixtures.
Figure
6. 2020,
Expansion
ofof non-metakaolin
binary
and
ternary
mortar
mixtures
in sulfate
sodium
Figure
6. Expansion
non-metakaolin
binary
and
ternary
SCMSCM
mortar
mixtures
in sodium
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5, x FOR PEER
REVIEW
13 of 19
sulfate
solution.
solution.
5.3.3. ASR Resistance
All ternary mortars resulted in expansions that were less than 0.03%. Results are presented in
Figure 7. As with the sulfate tests, binary slag mortars at a replacement level of 30% were not
sufficient to limit the expansion to below acceptable limits (expansions of 0.11% and 0.12%). The
binary fly ash mortar exhibited similar expansion to the ternary mixtures.
Figure 7. Expansion of non-metakaolin binary and ternary SCM mortar mixtures in sodium
Figure 7. Expansion of non-metakaolin binary and ternary SCM mortar mixtures in sodium
hydroxide solution.
hydroxide solution.
5.4. Dimensional Stability
5.4.1. Drying Shrinkage
Figure 8 indicates that the ultimate drying shrinkage of ternary concrete mixtures containing
MK and SL products were predominantly lower than the control, with an exception of MK1-15_SLa30. The 224-day drying shrinkage of the control mixture was 0.048%. One mixture, FA-45 was slightly
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5.4. Dimensional Stability
5.4.1. Drying Shrinkage
Figure 8 indicates that the ultimate drying shrinkage of ternary concrete mixtures containing MK
and SL products were predominantly lower than the control, with an exception of MK1-15_SLa-30.
The 224-day drying shrinkage of the control mixture was 0.048%. One mixture, FA-45 was slightly
larger at 0.052%. The overall drying shrinkage of ternary mixtures decreased with the binary
mixture, SLb, showing the lowest shrinkage until 112 days. For ternary mixtures including MK1,
these values decreased to 0.034% and 0.042% for MK1-15_SLa-30 and MK1-15_SLb-30 mixtures,
respectively. For ternary mixtures including MK2, shrinkage values decreased to 0.037% and 0.034%
for MK2-15_SLa-30 and MK2-15_SLb-30, respectively. Similarly, ternary mixtures containing MK3,
concrete mixtures decreased to 0.037% (in MK3-15_SLa-30) or 0.034% (in MK3-15_SLb-30), which is
Infrastructures 2020, 5, x FOR PEER REVIEW
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about 30% lower than the control.
Figure 8. Drying shrinkage of alternate binary and ternary SCM mixtures.
Figure 8. Drying shrinkage of alternate binary and ternary SCM mixtures.
5.4.2. Coefficient of Thermal Expansion (CTE)
5.4.2. Coefficient of Thermal Expansion (CTE)
CTE results are presented in Figure 9. The binary fly ash concrete exhibited a 2% lower CTE than
control.
SLa-30are
and
SLb-30 varied
widely
frombinary
one another
3% and 7%
higher than
control,
CTE results
presented
in Figure
9. The
fly ashatconcrete
exhibited
a 2%the
lower
CTE than
respectively.
wasvaried
the highest
CTEfrom
seen outside
of the binary
concrete
mixtures.
control.
SLa-30The
andlatter
SLb-30
widely
one another
at 3% metakaolin
and 7% higher
than
the control,
◦C
MK1-15_SLa-30
saw the
CTE inCTE
the seen
ternary
groupofwith
CTE of
9.73 × 10−6concrete
mm/mm/
respectively.
The latter
waslowest
the highest
outside
the abinary
metakaolin
mixtures.
◦ an increase of 1% from control). MK2-15_SLb-30 saw the highest CTE in the
(5.40 × 10−6 in/in/
MK1-15_SLa-30
sawF,the
lowest CTE in the ternary group with a CTE of 9.73 × 10−6 mm/mm/°C (5.40
ternary
group
with
a
CTE
of 10.25 × 10−6 mm/mm/◦ C (5.70 × 10−6 in/in/◦ F, an increase of 7%). As a
× 10−6 in/in/°F, an increase of 1% from control). MK2-15_SLb-30
saw the highest CTE in the ternary
group the ternary SCM mixtures
averaged a CTE of 9.93
× 10−6 mm/mm/◦ C (5.53 × 10−6 in/in/◦ F,
−6
−6
group with a CTE of 10.25 × 10 mm/mm/°C (5.70 × 10 in/in/°F, an increase of 7%). As a group the
an increase of 3%).
ternary SCM mixtures averaged a CTE of 9.93 × 10−6 mm/mm/°C (5.53 × 10−6 in/in/°F, an increase of
3%).
control. SLa-30 and SLb-30 varied widely from one another at 3% and 7% higher than the control,
respectively. The latter was the highest CTE seen outside of the binary metakaolin concrete mixtures.
MK1-15_SLa-30 saw the lowest CTE in the ternary group with a CTE of 9.73 × 10−6 mm/mm/°C (5.40
× 10−6 in/in/°F, an increase of 1% from control). MK2-15_SLb-30 saw the highest CTE in the ternary
group with a CTE of 10.25 × 10−6 mm/mm/°C (5.70 × 10−6 in/in/°F, an increase of 7%). As a group the
ternary
SCM
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14 mixtures averaged a CTE of 9.93 × 10−6 mm/mm/°C (5.53 × 10−6 in/in/°F, an increase of
3%).
13 of 17
Figure 9. CTEs of binary benchmark and ternary SCM mixtures.
6. Summary, Discussion, and Recommendations
6.1. Summary
This study evaluated the performance of ternary replacement mixtures. Specifically, a 45%
replacement of cement with 15% metakaolin and 30% slag was evaluated for improved concrete
performance including durability and dimensional stability. The study was conducted using a wide
range of laboratory tests, and Table 4 provides a summary of binary SCM and ternary SCM performance.
Table 4. Summary of alternate binary and ternary mixture performance compared to control (% change).
Note: The up and down arrows indicate increases and decreases, respectively; arrows on both sides
indicate insignificant change; and Pass (P)/Fail (F).
Performance
Category
Mixture
Properties
Compression
(28-day)
Split-Cylinder
Tension
Mechanical
Modulus or
Rupture
Dynamic
Modulus (Ed )
RCPT
Permeability
Durability
Sulfate
Resistance
ASR Resistance
CTE
Dimensional
Stability
Shrinkage
Binary
Ternary
FA-45
SLa-30
SLb-30
MK1-15
_SLa-30
MK1-15
_SLb-30
MK2-15
_SLa-30
MK2-15
_SLb-30
MK3-15
_SLa-30
MK3-15
_SLb-30
↓
↓
↑
↑
↓
↓
↓
↔
↓
−51%
−2%
18%
10%
−9%
−8%
−10%
0%
−4%
↓
↓
↑
↑
↓
↓
↑
↑
↓
−24%
−15%
17%
1%
−4%
−8%
31%
11%
−4%
↓
↑
↑
↔
↓
↓
↓
↓
↓
−23%
4%
35%
0%
−8%
−21%
−25%
−15%
−5%
↓
↑
↑
↓
↓
↓
↓
↓
↓
−28%
3%
1%
−12%
−22%
−15%
−15%
−13%
−13%
↑
↑
↓
↓
↓
↓
↓
↓
↓
42%
4%
−48%
−74%
−83%
−69%
−85%
−84%
−85%
-
-
-
-
-
-
-
-
-
P
F
F
P
P
P
P
P
P
-
-
-
-
-
-
-
-
-
P
F
F
P
P
P
P
P
P
↓
↑
↑
↑
↑
↑
↑
↑
↑
−2%
3%
7%
1%
4%
4%
7%
4%
5%
↑
↔
↓
↓
↓
↓
↓
↓
↓
10%
0%
−17%
−28%
−10%
−21%
−27%
−28%
−21%
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6.2. Discussion of Results
6.2.1. No Significant Reduction in Mechanical Strength
Overall, mechanical strength of ternary mixtures were equal to or just below control. Only one
mixture, MK1-15_SLa-30, managed to obtain a 28-day compressive strength higher (10%) than control.
For comparison, the average compressive strength increase over control for all binary MK mixtures was
18% (ranged from -9% to 44%). This mixture also had the highest tensile strength of the ternary group,
with a MOR equal to that of the control. Although the ternary mixtures out-performed binary concrete
mixtures incorporating SLa, concrete mixtures incorporating SLb saw higher compressive (18% higher
than control) and tensile strengths (MOR, 35% higher than control) than all ternary mixtures. Moreover,
SLb-30 exhibited the highest tensile strength of all concrete mixtures tested.
The early-age strength properties of the ternary mixtures appear to be primarily dependent on
the slag product used, with the SLb concrete mixtures recording higher 1-day and 7-day strengths.
Ternary mixtures incorporating SLa and SLb exhibit nearly the same strength as the binary SLa and
SLb binary mixtures, respectively. The difference in compressive strength between concrete mixtures
incorporating SLa and SLb continue to be visible up to 7 days (see Figure 2). After this, all ternary
mixtures approach compressive strength of the control.
Both MK and slag react pozzolanically with CH in ternary mixtures, which promotes optimum
CH consumption and higher paste densities. This is evidenced by the durability results presented in
this study. However, this does not necessarily ensure higher mechanical strength, as unreacted SCM
is most likely present due to competing pozzolanic activity [37]. This explanation is supported by
research that showed that as the level of MK inclusion increased, optimum compressive strength was
found by reducing slag contents [14]. Although slag is also a latent hydraulic material, its CaO content
is less than that of OPC, and thus less CH is produced during hydration when slag replaces a portion
of cement. In short, in ternary mixtures incorporating 15% MK and 30% slag, the slight reduction
in compressive strength is a result of less CH for pozzolanic activity, and more unreacted pozzolan.
The increased density of the paste matrix, and additional C–S–H by means of pozzolanic reactions,
compensate for the unreacted material.
6.2.2. Significantly Improved Durability
The most substantial benefits of the ternary mixtures were seen by the tests of durability, which
were most likely the result of high CH consumption. All ternary mixtures indicated very low
permeabilities. Five total mixtures passed less than 500 Coulombs (C), and two ternary mixtures were
less than 400 C. The ternary mixtures including SLb recorded the lowest permeability, and the highest
when combined with MK3 (study low of 419 C). In addition, a sulfate expansion of less than 0.60% was
achieved by only one binary mortar mixture (MK1-20). By contrast, five of six ternary mortars finished
over the 6-month testing period under this value. Similarly, all six ternary mortars met ASR expansion
criteria. This indicates that, although durability performance varies widely within binary slag and
binary MK mortars (see Figures 5–7), ternary mixture durability is consistently high regardless of
product combinations.
6.2.3. Slight Reduced Dimensional Stability
All ternary concrete mixtures exhibited higher CTE values than the control, however, they were
much less those of the binary MK mixtures [38]. As mentioned, increased porosities in FA and slag
concrete mixtures have been correlated with decreases in paste CTEs [38]. This is a geometrical
property. It is only when high CH consumption exists, that low-porosity pastes exhibit decreased
CTEs from control. This is attributed to the high CTE of CH being replaced by lower CTE C–S–H
now being the dominant effect. Figure 5 indicated that ternary concrete mixtures incorporating SLa
have higher penetrability (and by inference, higher porosities) than SLb concrete mixtures on average.
Figure 9 indicated that SLa concrete mixtures exhibit lower CTE values than SLb on average. It is
Infrastructures 2020, 5, 14
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hypothesized that the reduction in porosity lead to higher CTE values in SLb ternary blends. In ternary
blends, the CTE is higher than control but significantly lower than binary MK concrete mixtures, which
would most likely have lower porosities than ternary concrete mixtures. Overall, CTEs of ternary
concrete mixtures were well below the 10 × 10−6 mm/mm/◦ C limit for acceptable performance in
jointed concrete pavements [39] and other mass concrete elements [40].
6.3. Recommendations for Usage
Binary mixtures including MK show dramatic benefits in resistance to chemical attack and
durability [38], however, ternary mixtures including metakaolin (MK) and slag (SL) also see these
benefits. If mechanical strengths need only be similar to a control mixture (pertaining to ordinary
Portland cement), it is recommended that a ternary mixture be used. Ternary mixtures see additional
benefits above binary MK mixtures:
•
•
•
•
Lower coefficient of thermal expansion (CTE)
Lower heat of hydration [9,38]
Increased resistance to chemical attack
Reduced permeability
It should be recognized that the durability of ternary mixtures is consistently high regardless of
metakaolin and slag product combinations, whereas the performance of binary mixtures was product
dependent [38].
7. Conclusions
The performance of ternary blended mixtures including metakaolin (MK) and blast furnace slag
(SL) is reported through a wide range of laboratory tests. Major findings from this study are:
•
•
•
•
•
All concrete mixtures incorporating MK as a replacement of cement require a high dosage of
superplasticizer (≥4 mL/kg of cementitious material, or 6.1 oz./cwt).
Ternary concrete mixtures using MKs and slags (15% MK + 30% slag) tend to perform similarly to
one another and control in both compression and tension at 28 days of age. Early-age strength
characteristics of the ternary mixtures resemble the early-age strength characteristics of the 30%
mixture using the same slag.
Ternary concrete mixtures using MKs and slags exhibit very high resistance to chemical attack
and very low chloride-ion penetrability. All combinations of commercially-available products
performed similarly to one another.
Ternary concrete mixtures using commercially-available metakaolin and slag products result in
increased coefficient of thermal expansion (CTE) values, although much lower than binary MK
CTEs previously studied. Values were near threshold value of 10 × 10−6 mm/mm/◦ C reported to
be deleterious in jointed concrete pavements and other mass concrete elements.
Drying shrinkage was lowered from control by ternary mixtures and was on average lower than
the shrinkage of the binary MK mixtures.
8. Future Work
A time history of the CTEs should be studied if ternary mixtures are to be used in mass concrete
placements. A previous study [9] has reported the reduced heat of hydration in these ternary mixtures.
The relationship between CTE and the extent of temperature-induced cracking should be of future
interest. Finally, varying replacement levels and proportions of metakaolin and slag should be
considered in future work. A microstructural analysis including SEM/EDS on mixtures is strongly
recommended to investigate the observed interactions.
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Author Contributions: The authors confirm contribution to the paper as follows: methodology, M.S.S., M.G.C.,
S.A.D.; experimental work, M.S.S., M.G.C.; data analysis and paper writing, M.S.S., M.G.C., S.A.D. All authors
have read and agreed to the published version of the manuscript.
Funding: The study presented in this paper was conducted by the University of Georgia under the auspices of the
Georgia Department of Transportation (GDOT) Research Projects 16-16 and 16-30 and thus funded by GDOT.
Acknowledgments: The authors extend our sincere appreciation to GDOT staff and engineers that supported this
research. Special thanks to David Jared, Peter Wu, and Gary Wood for their continuous support. The authors
greatly appreciate generous material donations made by BASF, ACT, and Thiele/Burgess Pigment as well as Argos
and Lehigh Hanson. The funding sponsors had no role in the design, analysis, or interpretation of data. The
opinions, findings, and conclusions may not reflect the views of the funding agency or other individuals.
Conflicts of Interest: The authors have no implicit or explicit conflict of interest of any kind in this study.
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The commodity systems of <i>Brassica rapa</i> L. subsp. chinensis and <i>Solanum retroflexum</i> Dun. in Vhembe, Limpopo Province, South Africa
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Introduction rum (S. americanum), S. nigrum and S. scabrum (Edmonds and
Chweya, 1997). S. retroflexum is an annual branching herb that
grows up to 75 cm in height, has alternate, heavily veined leaves
with small hairs on both sides, white flowers with a yellow cen-
tre and green berries that turn dark purple when ripe (Grabandt,
1985; Schippers, 2002). In this study, the smallholder commodity systems of Brassica
rapa L. subsp. chinensis and Solanum retroflexum Dun. are
described and analysed. In South Africa, these two vegetables
are exclusively produced and consumed by African people. Relative to white cabbage (B. oleracea L. var. capitata),
which is arguably the most commonly produced and consumed
leafy vegetable among black people in South Africa, the two
crops studied here are richer in nutrients per unit fresh mass
(Table 1). This makes them potentially suitable elements for
inclusion in food-based approaches aimed at combating hidden
hunger, which is an important type of under-nutrition among
poor rural people in South Africa. B. rapa subsp. chinensis refers to non-heading types of Chi-
nese cabbage (Opeňa et al., 1988), an annual, flowering vegetable
with dark green leaves supported by light green to white petioles
that form a rosette (Hill, 1990). Chinese cabbage has a short grow-
ing season. From sowing to the end of the vegetative stage takes
about six weeks for early maturing cultivars and 11 weeks for
late maturing cultivars (Rubatzky andYamaguchi, 1997; Hong-
Fu, 1988). Depending on the cultivar, the plants reach a height of
15 cm to 30 cm at the end of the
vegetative stage. The progenitor
form of Chinese cabbage, Brassica
campestris, is believed to have
evolved in the Mediterranean from
where it was introduced to China
more than 2000 years ago and dif-
ferentiated into the various sub-
species (Opeňa et al., 1988). The
crop probably found its way from
Asia into Africa as a result of trade
between these two continents. l
Calcium, iron and B
Brassica oleracea L
Solanum nigrum (adap
Scientific name
Brassica. oleracea L. var. Brassica rapa L. subsp. ch TABLE 1
Calcium, iron and Beta-carotene content of 100 g fresh edible portion of
Brassica oleracea L. var. capitata, Brassica rapa L. subsp. chinensis and
Solanum nigrum (adapted from Opeňa et al., 1988; Edmonds & Chweya, 1997)
Scientific name
Common Eng-
lish name
Calcium
Iron
Beta-carotene
equivalent
(g)
(mg)
(µg)
Brassica. oleracea L. var. Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line) Abstract Using farmer surveys the smallholder commodity systems of Brassica rapa L. subsp. chinensis and Solanum retroflexum
Dun. in Vhembe District, Limpopo Province, South Africa were described and analysed. Production, transaction and con-
sumption of the two vegetables were deeply embedded in the food, trade and farming systems of local people. The cultivation
systems, which appeared effective, were developed by borrowing elements from the systems of other crops to which new
knowledge specific to B. chinensis and S. retroflexum were added. Several elements of the production systems that could
benefit from scientific enquiry were identified. These included genetic improvement and the optimisation of planting density
and nutrient supply. Keywords: Smallholder commodity systems, filière, African leafy vegetables; Chinese cabbage, nightshade The commodity systems of Brassica rapa L. subsp. chinensis and
Solanum retroflexum Dun. in Vhembe, Limpopo Province, South Africa# W van Averbeke*, TE Tshikalange and KA Juma
Centre for Organic and Smallholder Agriculture, Department of Crop Sciences, Tshwane University of Technology,
Private Bag X680, Pretoria 0001, South Africa W van Averbeke*, TE Tshikalange and KA Juma
Centre for Organic and Smallholder Agriculture, Department of Crop Sciences, Tshwane University of Technolog
Private Bag X680, Pretoria 0001, South Africa #
Revised version. Originally presented at the International Sympo-
sium on the Nutritional Value and Water Use of Indigenous Crops
for Improved Livelihoods held on 19 and 20 September 2006 at the
University of Pretoria in Pretoria, South Africa +2712 382 5777; fax: +2712 382 5869; #
Revised version. Originally presented at the International Sympo-
sium on the Nutritional Value and Water Use of Indigenous Crops
for Improved Livelihoods held on 19 and 20 September 2006 at the
University of Pretoria in Pretoria, South Africa
* To whom all correspondence should be addressed.
+2712 382 5777; fax: +2712 382 5869;
e-mail: vanaverbekew@tut.ac.za * To whom all correspondence should be addressed. +2712 382 5777; fax: +2712 382 58
e-mail: vanaverbekew@tut.ac.za Introduction capitata
White cabbage
55
0.8
280
Brassica rapa L. subsp. chinensis
Non-heading
Chinese cabbage
102
2.6
2305
Solanum nigrum L. Black night-
shade
266
2.6
6650 e-mail: vanaverbekew@tut.ac.za Consumption holder commodity chains or systems. sible participants were requested to demonstrate their practices. This enabled the collection of quantitative data on inter alia fer-
tiliser application rates and plant spacing, using a portable scale
and a measuring tape to make the measurements. Purposive
sampling (Strydom, 2005), which is a non-probability sampling
method, was used to compose the sample of participants. This
involved the identification of farmers who actively produced the
crops under consideration, using the resident extension officers
and other farmers as sources of referral. Forty irrigation farm-
ers participated in the B. chinensis commodity system survey,
namely seven from Tshiombo (22o48’S; 30o30’30”E), four from
Murara (22o53’S; 30o30’30”E), two from Palmaryville (22o59’S;
30o26’E), 16 from Khumbe (23o03’S; 30o21’E), five from Rab-
ali (22o53’S; 30o07’E) and six from Rammbuda (22o59’30”S;
30o25’30”E). In total 50 irrigation farmers participated in the
S. retroflexum commodity system survey, namely 30 at Dzindi
(30°23’S; 23°01’E), 9 at Rabali and 11 at Khumbe. sible participants were requested to demonstrate their practices. This enabled the collection of quantitative data on inter alia fer-
tiliser application rates and plant spacing, using a portable scale
and a measuring tape to make the measurements. Purposive
sampling (Strydom, 2005), which is a non-probability sampling
method, was used to compose the sample of participants. This
involved the identification of farmers who actively produced the
crops under consideration, using the resident extension officers
and other farmers as sources of referral. Forty irrigation farm-
ers participated in the B. chinensis commodity system survey,
namely seven from Tshiombo (22o48’S; 30o30’30”E), four from
Murara (22o53’S; 30o30’30”E), two from Palmaryville (22o59’S;
30o26’E), 16 from Khumbe (23o03’S; 30o21’E), five from Rab-
ali (22o53’S; 30o07’E) and six from Rammbuda (22o59’30”S;
30o25’30”E). In total 50 irrigation farmers participated in the
S. retroflexum commodity system survey, namely 30 at Dzindi
(30°23’S; 23°01’E), 9 at Rabali and 11 at Khumbe. In the triple-A framework actors refer to the people or agen-
cies involved in smallholder commodity chains, activities to
what they do and artefacts to what they use in the conduct of
their activities. These three elements constitute the core of the
indigenous knowledge system that is applied in smallholder
commodity chains. Indigenous knowledge resides within the
actors. Through experimentation actors develop, adopt or adapt
material and social technology to suit their circumstances. Tech-
nology can be called an artefact because it is a human creation. Materials and methods Using the Triple-A framework as a guide, empirical data were
collected by means of farmer surveys at selected sites in the
Vhembe District. Vhembe is the most northern district of the
Limpopo Province and borders Zimbabwe. This District is
regarded as the origin of cultivation of B. rapa subsp. chinen-
sis and S. retroflexum in South Africa. Vhembe forms part of
the summer rainfall region and since both crops are grown dur-
ing winter they are produced under irrigation. For this reason
the surveys were conducted on smallholder irrigation schemes
where the two crops are being produced. All of these smallholder
projects were canal irrigation schemes with plot sizes that ranged
between 0.6 ha and 1.3 ha. Face-to-face interviews guided by a
checklist of issues were used to collect the data and where pos- Consumption Usually artefacts are material objects, but for the purpose of
the study of smallholder commodity chains the concept can be
expanded to include both tangible and intangible creations of
people. These can include, for example, different landraces of a
particular crop, equipment, materials and techniques used in the
cultivation, harvesting or processing of the crop and the social
arrangements that characterise transactions. The data were analysed qualitatively. This consisted of writ-
ing up each interview in full, followed by analysing the informa-
tion in these texts in accordance with the pre-determined themes
contained in the checklist. Analysis of the different farmer
practices paid particular attention to the degree of diversity or
variability. When a particular practice showed limited vari-
ability among farmers, this was interpreted as an indication of
consensus among participants that this particular way of doing
things consistently produced the best results. Conversely, when
a practice was subject to wide diversity, this was interpreted as
evidence of uncertainty among farmers of what worked best. Where information was of a quantitative nature, the data were
converted to a standardised format. This enabled the determi-
nation of measures of their central tendency and spread using
the Descriptive Statistics routine of the Data Analysis routine
contained in the Tools routine of MS Office Excel version 2003. The main focus of the analysis of the two commodity sys-
tems was on the cultivation of the two vegetables. Analysis of
the technical content of the existing cultivation system of a
crop is important when seeking to contribute to its development
through agronomic research. Existing systems contain elements
of best-practice, which farmers have discovered and refined
through observation and experimentation over many years. Figure 2
The Triple-A framework for the
analysis of rural people’s knowledge
related to food commodities
(Van Averbeke and Khosa, 2004) Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line) TABLE 1 TABLE 1
Calcium, iron and Beta-carotene content of 100 g fresh edible portion of
Brassica oleracea L. var. capitata, Brassica rapa L. subsp. chinensis and
Solanum nigrum (adapted from Opeňa et al., 1988; Edmonds & Chweya, 1997) Solanum
retroflexu
Dun. forms part of the S. nigrum com-
plex of species and is indigenous
to South Africa (Grabandt, 1985; Edmonds and Chweya, 1997). Other species in the Solanum nigrum complex that are com-
monly found in Africa include S. gracile, S. villosum, S. nodiflo-
Solanum nigrum L. A commodity system or chain, called filière in the French
language, involves many activities, including production, col-
lection, up-stream storage, transformation, down-stream stor-
age, redistribution and consumption. The filière approach, illus-
trated in Fig. 1, is used as a framework to investigate the way in
which particular agricultural commodities are produced, stored,
transformed, transacted and consumed in a locality or region
(Leplaideur, 1994; Moustier et al., 1997). Van Averbeke and Khosa (2004) developed the Triple-A
framework, illustrated in Fig. 2, to guide the study of small- 349 Production
Collection
Up-stream
storage
Down-stream
storage
Consumption
Transformation
Redistribution
Production
Transformation
Consumption
Actors
Activities
Artifacts
Collection & Storage
Storage & Redistribution
Figure 1
Analytical framework
used in filière studies
(after Leplaideur, 1994)
Figure 2
The Triple-A framework for the
analysis of rural people’s knowledge
related to food commodities
(Van Averbeke and Khosa, 2004) Figure 1
Analytical framework
used in filière studies
(after Leplaideur, 1994) Down-stream
storage
Consumption Up-stream
storage Figure 2
The Triple-A framework for the
analysis of rural people’s knowledge
related to food commodities
(Van Averbeke and Khosa, 2004) Actors
Activities
Artifacts Figure 1
Analytical framework
used in filière studies
(after Leplaideur, 1994) Origin, diversity and reproduction Farmers mostly used chemical
fertilisers super-phosphate (10.5% P), limestone ammonium
nitrate (LAN 28% N), or urea (46% N), or the fertiliser mixtures
2:3:4 (30) and 2:3:2 (22) to supply nutrients to the crop, but some
applied organic fertilisers, mostly poultry manure. Irrespective
of the type of fertiliser used, farmers employed a similar nutri-
ent supply strategy, which consisted of the application of organic
manure or a chemical fertiliser mixture at planting, followed by
one or more topdressings with a nitrogenous fertiliser, most often
LAN. Farmers employed a diversity of methods to apply fertilis-
ers, including broadcast, band and spot application. The rates at
which N, P and K were applied also varied widely. Application
rates of N ranged from 134 kg N·ha-1 to 545 kg N·ha-1 with a mean
of 229 kg N·ha-1 and a median of 209 kg N·ha-1. Application rates
of P ranged from 44 kg N·ha-1 to 277 kg P·ha-1 with a mean of 128
kg P·ha-1 and a median of 119 kg P·ha-1. Application rates of K
ranged from 35 kg K·ha-1 to 207 kg K·ha-1 with a mean of 104 kg
K·ha-1 and a median of 91 kg K·ha-1. On all the schemes included
in the study, water was applied by means of short furrow irriga-
tion (De Lange, 1994). Farmers pointed out that for optimum
production the crop needed two or three irrigation per week,
but in many instances the frequency of irrigation was limited
to once per week because of the institutional arrangements gov-
erning access to water limited farmers to this particular irriga-
tion frequency(Letsoalo and Van Averbeke, 2006). Crop protec-
tion was by chemical means. Respondents listed Bagrada bugs
(Bagrada hilaris), cutworms (Agrotis segetum), cabbage aphids
(Brevicoryne brassicae), spider mites (Tetranchus spp.), small
red ants, birds and locusts as the main pests of Chinese cabbage. Commonly used chemicals for the control of insect pests were
Metasystox (oxydemeton-methyl), Tamaron (methamidophos)
and Cymbush (cypermethrin). Weeds were controlled by hand
hoeing or by pulling out the weeds. During the growing season
2 to 8 weed control operations were performed.l i
Before S. retroflexum was taken into cultivation, people in
Vhembe harvested the plant from the wild for use as a vegetable. Respondents reported that in the wild, the plant was typically
found under large trees in mountain forests. Birds were identi-
fied as the most likely distributors of S. Origin, diversity and reproduction retroflexum in the wild,
because they consumed the berries and probably excreted the
seeds whilst resting on trees. The harvesting of S. nigrum spe-
cies from the wild for use as a leafy vegetable is not limited
to the Vhembe District. Similar use of S. scabrum has been
reported in the KwaZulu-Natal and Eastern Cape Provinces of
South Africa (Juma, 2006). However, cultivation of S. nigrum
species in South Africa is at this stage restricted to the Vhembe
District, where reportedly it commenced during the 1960s at
Dzindi, the centre of indigenous knowledge of this crop (Juma,
2006). Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line) Origin, diversity and reproduction Participants in the survey identified 11 different landraces of
B. chinensis, all of which had been given local names. The Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line) 350 landraces dabadaba and lidzhainthi were by far the most com-
monly grown, followed by tshikete and mutshaina wa u navha. The other seven landraces were produced by a few farmers only. Participants named Zimbabwe as the origin of 10 of the 11 lan-
draces that were identified. They said that petty traders from
Zimbabwe, who marketed bambara groundnuts in Vhembe, had
been distributing the seed of the different landraces of Chinese
cabbage. Dabadaba was the only exception. Some participants
claimed that this landrace was transferred from the wild by local
people, whilst others believed that it also entered Vhembe from
Zimbabwe. Participants identified the village of Maraxwe, near
the Tshiombo and Rammbuda Irrigation Schemes, as the cen-
tre of indigenous knowledge of Chinese cabbage in Vhembe. Indications are that cultivation of this crop commenced during
the 1940s. Once farmers had acquired seed of a particular lan-
drace they sustained its reproduction. Utilisation of the different
landraces was spread among farmers through seed exchanges. Efforts by farmers to improve the crop were rare and limited
to selecting seed from plants that produced exceptionally large
numbers of leaves, which was done by three of the 40 partici-
pants. The others left their entire stand to mature and dry on
the land and then collected the dry plants for threshing and seed
collection. Threshed seed was stored in different types of con-
tainers, including glass bottles, plastic containers, paper, plastic,
woven polypropylene bags, pieces of cloth and dzikhali, which
are traditional clay pots that are covered with a clay lid. Seeds
stored in dzikhali were reported to maintain their viability the
longest, up to three years, whilst seed stored in other containers
only lasted up to two years. The extent to which this is true was
not verified. which was then covered with a thin layer of about 5 to 7 mm soil. Watering cans or perforated buckets were used to irrigate the
soil of the seedbed, and this was done every second day or more
frequently. Origin, diversity and reproduction Seedlings typically emerged 2 to 7 d after sowing
and were transplanted 3 to 6 weeks after sowing, when they had
reached the 3rd to 6th leaf stage. When the seedlings were ready
for transplanting, the seedbed was first watered thoroughly and
then the transplants were pulled out from the seed bed by hand
or dug out using a flat stick. Before being planted to the crop, the
irrigation plot was ploughed, disked and ridged using mechani-
cal means and then watered. Planting of seedlings was done by
placing the roots of the transplants in shallow planting holes of
about 3 cm deep, made by means of a round stick, followed by
covering the roots with soil. The final planting density typically
ranged between 4 and 8 plants·m-2. Most respondents planted
Chinese cabbage during April and May. They pointed out that
earlier planting had the advantage of superior market conditions,
but the disadvantage that it increased the incidence of pests. All
participants applied fertilisers to increase the growth and yield
of the Chinese cabbage plants. Farmers mostly used chemical
fertilisers super-phosphate (10.5% P), limestone ammonium
nitrate (LAN 28% N), or urea (46% N), or the fertiliser mixtures
2:3:4 (30) and 2:3:2 (22) to supply nutrients to the crop, but some
applied organic fertilisers, mostly poultry manure. Irrespective
of the type of fertiliser used, farmers employed a similar nutri-
ent supply strategy, which consisted of the application of organic
manure or a chemical fertiliser mixture at planting, followed by
one or more topdressings with a nitrogenous fertiliser, most often
LAN. Farmers employed a diversity of methods to apply fertilis-
ers, including broadcast, band and spot application. The rates at
which N, P and K were applied also varied widely. Application
rates of N ranged from 134 kg N·ha-1 to 545 kg N·ha-1 with a mean
of 229 kg N·ha-1 and a median of 209 kg N·ha-1. Application rates
of P ranged from 44 kg N·ha-1 to 277 kg P·ha-1 with a mean of 128
kg P·ha-1 and a median of 119 kg P·ha-1. Application rates of K
ranged from 35 kg K·ha-1 to 207 kg K·ha-1 with a mean of 104 kg
K·ha-1 and a median of 91 kg K·ha-1. On all the schemes included
in the study, water was applied by means of short furrow irriga-
tion (De Lange, 1994). Origin, diversity and reproduction Farmers pointed out that for optimum
production the crop needed two or three irrigation per week,
but in many instances the frequency of irrigation was limited
to once per week because of the institutional arrangements gov-
erning access to water limited farmers to this particular irriga-
tion frequency(Letsoalo and Van Averbeke, 2006). Crop protec-
tion was by chemical means. Respondents listed Bagrada bugs
(Bagrada hilaris), cutworms (Agrotis segetum), cabbage aphids
(Brevicoryne brassicae), spider mites (Tetranchus spp.), small
red ants, birds and locusts as the main pests of Chinese cabbage. Commonly used chemicals for the control of insect pests were
Metasystox (oxydemeton-methyl), Tamaron (methamidophos)
and Cymbush (cypermethrin). Weeds were controlled by hand
hoeing or by pulling out the weeds. During the growing season
2 to 8 weed control operations were performed. S. retroflexum was grown from seed and reproduction was
entirely maintained by local farmers. All farmers followed which was then covered with a thin layer of about 5 to 7 mm soil. Watering cans or perforated buckets were used to irrigate the
soil of the seedbed, and this was done every second day or more
frequently. Seedlings typically emerged 2 to 7 d after sowing
and were transplanted 3 to 6 weeks after sowing, when they had
reached the 3rd to 6th leaf stage. When the seedlings were ready
for transplanting, the seedbed was first watered thoroughly and
then the transplants were pulled out from the seed bed by hand
or dug out using a flat stick. Before being planted to the crop, the
irrigation plot was ploughed, disked and ridged using mechani-
cal means and then watered. Planting of seedlings was done by
placing the roots of the transplants in shallow planting holes of
about 3 cm deep, made by means of a round stick, followed by
covering the roots with soil. The final planting density typically
ranged between 4 and 8 plants·m-2. Most respondents planted
Chinese cabbage during April and May. They pointed out that
earlier planting had the advantage of superior market conditions,
but the disadvantage that it increased the incidence of pests. All
participants applied fertilisers to increase the growth and yield
of the Chinese cabbage plants. Cultivation practices Fresh
Chinese cabbage leaves, to which cut-up tomatoes are added,
are boiled until soft, squeezed by hand into small balls of about
2 to 4 cm in diameter, pressed down on a zinc roof sheet to yield
a patty shape, and left to sun-dry. The dry patties are stored in
plastic containers and consumed or sold during summer, when
fresh B. chinensis is not available. Another preservation method
involves the storing of blanched leaves without adding spices in
a container in a freezer. Stored in this way the vegetable is said
to retain its colour and taste for up to a year. Both fresh and proc-
essed leaves are used to prepare a relish to accompany maize
porridge. There are two main ways of preparing the relish. One
way is to stew Chinese cabbage leaves in a little water to which
salt, tomato and cooking oil were added to improve the taste. The other involves the addition of peanut meal, resulting in a
relish called dovhi. The flowers of the dabadaba landrace and
the leaves attached to its peduncle are also used as a medicine to
treat high blood pressure.li S. retroflexum is harvested for the first time about four to
eight weeks after transplanting. This involves the cutting off the
top branches of the plant, whilst leaving two or three branches at
the base of plant. The majority of farmers commence harvesting
when the branches of the plants have spread sufficiently to cover
the ridges separating the irrigation furrows. They harvest the crop
for the second time when the shoots have re-grown sufficiently,
which usually occurs about 2 to 3 weeks after the first harvest. Harvesting ends when the crop starts to produce narrow, thin
leaves, because these are no longer marketable. Fruit formation
is also used as an indicator that it is time to stop the harvesting of
shoots, because fruit formation is said to adversely affect the qual-
ity of the leaves, turning them sour and leathery. No evidence of
processing of leaves was found. As with Chinese cabbage, petty
traders controll the S. retroflexum market, but since 2005 the
crop has also been on offer on the shelves of local stores that form
part of a major national supermarket chain, being supplied daily
and directly by selected farmers who owned trucks and special-
ised in the production of this crop. Cultivation practices Application rates ranged from 22
kg N·ha-1 to 547 kg N·ha-1, with a mean of 208 kg N·ha-1 and a
median of 185 kg N·ha-1. Phosphorus application rates used by
S. retroflexum cultivators ranged from 6 kg P·ha-1 to 295 kg P ha-1,
with a mean of 51 kg P·ha-1 and a median of 42 kg P·ha-1. The
application rates of potassium ranged from 4 kg K·ha-1 to 392 kg
K·ha-1, with a mean of 47 kg K·ha-1 and a median of 34 kg K·ha-1. In all three schemes farmers were institutionally restricted to
a single irrigation per week. Generally, respondents identified
lack of water for irrigation as a constraint in the cultivation of S. retroflexum, suggesting that irrigation frequencies higher than
once per week are needed for optimum growth of the crop. H
t
k ti
i
d Typically, the 5th leaf has a length of about 25 cm and a width
of about 15 cm. Farmers regarded the first four leaves to be too
small to be marketable and many farmers pulled the first four
leaves off the plant and discarded them when harvesting the 5th
leaf, because they believed that this stimulated growth. About
one week after harvesting the 5th leaf, subsequent leaves were
harvested. The number of marketable leaves produced by Chi-
nese cabbage depends on the landrace and the time of plant-
ing. The dabadaba landrace typically produces between 10
and 16 leaves, of which 6 to 12 leaves are large enough to be
marketable. Harvesting the leaves of a plant continues until the
peduncle has elongated and the first flowers open. Marketing of
the crop is mainly done by petty traders who visit the irrigation
schemes to purchase vegetables for sale on the streets of local
towns. Small quantities are also sold by farmers to people in the
villages surrounding the Schemes. Since 2005, supermarkets in
the towns of Vhembe retail B. chinensis but none of the farm-
ers covered by the survey used this particular channel to market
the crop. About one in 10 farmers processes Chinese cabbage
to avoid losses when part of the produce failed to find a market,
which affected the June and July plantings in particular. Cultivation practices The seed of B. chinensis is 1.5 to 2 mm in size and fairly dense,
making it possible to practise direct seeding, which was done by
33% of participants. When using direct seeding farmers opened
a shallow planting furrow of about 2 to 3 cm deep using a hand
hoe, sprinkled the seed in the furrow, covered the seed with about
1 to 2 cm of soil, and then irrigated the soil. Once the plants had
emerged and had 3 to 5 true leaves, they were thinned out to
achieve the desired stand. Often the plants that were pulled out
during thinning were used to plant additional land to Chinese
cabbage. Farmers who planted their plots using transplants pro-
duced these in specially prepared seed beds. These consisted of
small areas in which the soil was worked to a fine tilth using a
garden fork or a hand hoe. After incorporating fertilisers into the
soil of the seedbed farmers used a stick or finger to open shallow
(about 10 mm deep) and narrow (about 15 to 20 mm wide) furrows
spaced 3 to 5 cm apart. In these furrows they sprinkled the seed, S. retroflexum was grown from seed and reproduction was
entirely maintained by local farmers. All farmers followed
the same procedure to harvest the seed. The ripe fruit of the
crop was collected, soaked in a container filled with water and
then squeezed by hand whilst still in the water to separate the
seed from the rest of the fruit. Decanting the supernatant and
refilling the bucket with fresh water was sustained until the
water remained clear. After the final decant, the seed which is
denser than water was transferred onto plastic sheets or dis-
carded polypropylene grain bags to dry. Once dry, the seed was
stored in dry pieces of cloth or in sealed containers made from 351 glass or plastic. Farmers pointed out that all of these storage
methods ensured that the seed remained viable for at least two
years. Seed selection, being one of the ways to increase pro-
duction, was not given much attention by farmers. Only two of
the 30 respondents at Dzindi selected specific plants for seed. One collected large fruit from plants with broad leaves, whilst
the other set aside a group of plants specifically for seed pro-
duction and did not harvest the shoots of these plants. Cultivation practices Being
small (0.5 to 1.5 mm), the seed of S. retroflexum is not well
suited for direct seeding, explaining why all respondents made
use of transplants. These were produced in exactly the same
way as described for B. chinensis. The duration of germination
and emergence varied widely, ranging between five and 28 d. According to Schippers (2002), the duration of germination of
S. nigrum species is determined by the degree to which sug-
ars and germination inhibitors present in the fruit have been
removed from the seed. Transplanting of the seedlings was
done 3 to 4 weeks after emergence. Farmers considered colour
and degree of development of the seedlings when deciding on
when to transplant. Generally, seedlings were considered ready
for transplanting when their colour had turned from pale-green
to deep green and when they had developed about 5 to 6 true
leaves. To remove the transplants from the seedbed the seed-
lings were carefully uprooted. Soil attached to the roots of the
seedlings was washed off. Farmers claimed that this enhanced
root development of the seedlings. The seedlings were placed
in holes of about 3 to 5 cm deep, which were drilled in the soil
using a stick or forefinger. A single seedling was placed in each
hole and then the soil around the roots was pressed down to
ensure good contact between roots and soil. Whilst the major-
ity of farmers practiced single row planting, some planted in
double rows, which reportedly was done to suppress weed com-
petition. The spacing between the plants varied widely among
producers. Inter-row spacing ranged between 0.32 m to 0.90 m
with a mean of 0.75 m and intra-row spacing from 0.12 to 0.60 m
with a mean of 0.29 m. Planting density varied widely, ranging
between 1.9 plants·m-2 and 26.0 plants·m-2, with a mean of 6.3
plants·m-2. The majority of respondents (55%) used a planting
density ranging between 3 and 5 plants·m-2. Farmers employing
planting densities in excess of 9 plants·m-2 (19%) all achieved
these by using a double-row or tram-line planting pattern. The
majority of farmers (98%) used chemical fertilisers, but 36%
also applied organic fertilisers. Only one respondent applied
organic fertilisers only. The nutrient supply strategy used by S. retroflexum producers was the same as that described for Chi-
nese cabbage and the methods of applying fertilisers displayed
the same type of diversity. Cultivation practices This development is a clear
indication that the S. retroflexum commodity system is expand-
ing in Vhembe. In the study area, leaves and young shoots of
S. retroflexum are cooked and used as a relish. These plant parts
are first separated from the main stems and then boiled in water. Sunflower oil, tomatoes and salt are added to enhance flavour. During cooking the first boiling water is discarded to reduce
bitterness. Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line) References DE LANGE M (1994) Small Scale Irrigation in South Africa. Water
Research Commission, Rietfontein, Pretoria. 29 pp. EDMONDS JM and CHWEYA JA (1997) Black nightshades: Solanum
nigrum L. and related species: promoting the conservation and use
of underutilised and neglected crops. IPGRI, Rome. [Online]. Avail- able
from:
http://www.bioversityinternational.org/publications/
pufile.asp?_pub=337 (Accessed on22/03/07). GRABANDT K (1985) Weeds of Crops and Gardens in South Africa. Ciba-Geigy (Pty) Ltd, Johannesburg. 134 pp. HILL DE (1990) Chinese cabbage and pak choi trials 1988-1989. Bul-
letin 879. The Connecticut Agricultural Experiment Station, New
Haven. 11 pp. There were indications that agronomic research could bring
about improvements to the existing systems. Specific elements of
the production systems that could benefit from scientific enquiry
were identified. These elements included genetic improvement
of the crops, the effect of planting date on rate of development
and yield for use in market planning and determining the water
requirements of the two crops for optimum production. Using
variability as an indicator of farmer uncertainty about what
constituted best practice, nutrient supply was identified for both
crops as one of the practices that needed research attention. The
wide variability in nutrient application rates used by producers
of both crops suggests that a significant proportion of farm-
ers may be applying either too little or too much fertilisers for
optimum production. Determining optimum planting density in
S. retroflexum is another issue for research from which farmers
are likely to benefit. HONG-FU Y (1988) The effect of nitrogen fertilizer application on the
yield of Chinese cabbage. Asian Vegetable Research and Develop-
ment Center Report [Online]. Available from: http://www.arc-avrdc.i org/pdf_files/Yanghongfu(6-N).pdf. (Accessed on 11/03/05) JUMA KA (2006) Response of Solanum retroflexum Dun. to nitrogen,
phosphorus and potassium in pots. M. Tech. (Agric.) Dissertation,
Department of Crop Sciences, Tshwane University of Technology,
Pretoria. 138 pp. LEPLAIDEUR A (1994) Rencontre de la petite production marchande
et du commerce informel des vivres en PVD: méthode d’analyse des
rapports sociauxs. In: Benz H, Lançon F, Leplaideur A, Moustier P
and Pujo L (eds.) Méthodes d’analyse des rapports sociaux dans
les échanges vivriers en Afrique et en Asie du Sud. Documents de
travail du CIRAD-CA No 5-94. Centre de coopération internation-
ale en recherche agronomique pour le developpement, Montpellier. 7-19. LETSOALO SS and VAN AVERBEKE W (2006) Water management
on a smallholder canal irrigation scheme in South Africa. Harvest, marketing, processing and use The 5th true leaf of Chinese cabbage was the first that was con-
sidered suitable for harvest and consumption. This particular
leaf was harvested when the plants had reached the 8-leaf stage. 352 authors accept full liability for any opinions, findings, conclu-
sions or recommendations contained in this article. Conclusions The description of the commodity systems of B. rapa subsp. chinensis and S. retroflexum in Vhembe showed that production,
transaction and consumption of the two vegetables are embed-
ded in the food, trade and farming systems of local people. For both crops farmers had developed cultivation systems that
appeared to be effective. They developed these systems by bor-
rowing elements from the systems they used for the production
of other crops to which they had added new knowledge specific
to the crops concerned. This new knowledge had been acquired
by means of on-farm experimentation and farmer-to-farmer
knowledge exchanges and applied specifically to the collection
of seed and the method of harvesting the leaves of the crops. References In: Perret
S, Farolfi S and Hassan R (eds.) Water Governance for Sustainable
Development: Approaches and Lessons from Developing Countries. Earthscan, London. 93-110. The local market for the two crops showed signs of expan-
sion, but this did not prevent production from exceeding demand,
particularly in the case of Chinese cabbage. Marketing of the
two crops is primarily in the hands of petty traders who retail
the crops in the streets of local towns. The high rate of migration
of rural people to South Africa’s metropolitan areas during the
past two decades suggests the possibility of important but dis-
tant metropolitan markets for the two crops, but these still need
to be explored.l MOUSTIER P, BERTON S and SECK PA (1997) Filières maraîchères
en Afrique: guide pratique d’analyse. Rapport FAO/CGP/RAF/244
version provisoire. CIRAD, Montpellier. 105 pp. Ň OPEŇA RT, KUO CG and YOON JY (1988) Breeding and seed pro-
duction of Chinese cabbage in the tropics and subtropics. Technical
Bulletin No 17. Shanshua, Taiwan: Asian Vegetable Research and
Development Center (AVRDC). 92 pp. The local way of preparing S. retroflexum involves the dis-
carding of the first boiling water, a practice known to lessen the
nutrient content of vegetables (Schippers, 2002). In the East-
ern Cape, S. scabrum is boiled in combination with other leafy
vegetables collected from the wild, including Sonchus asper,
Chenopodium album and Amaranthus thunbergii. This reduces
the bitter taste of the relish and obviates the need to discard the
first boiling water (Siwundla, 2006). Similar approaches could
be introduced in Vhembe to ensure that the nutrients contained
in S. retroflexum are retained when the vegetable is prepared for
consumption. RUBATZKY VE and YAMAGUCHI M (1997) World Vegetables: Prin-
ciples and Nutritive Values. (2nd edn.) Chapman and Hall, New York. 843 pp. SCHIPPERS RR (2002) African Indigenous Vegetables: An Overview
of the Cultivated Species. Revised edition. [CD-ROM]. Natural
Resources Institute/ACP-EU Technical Center for Agricultural and
Rural Cooperation, Chatham. 252 pp. p
pp
STRYDOM H (2005) Sampling and sampling methods. In: De Vos AS,
Strydom H, Fouché CB and Delport CSL (eds.) Research at Grass
Roots (3rd edn.) Van Schaik, Pretoria. 192-204. Strydom H, Fouché CB and Delport CSL (eds.) Research at Grass
Roots (3rd edn.) Van Schaik, Pretoria. 192-204. (
)
SIWUNDLA N (2006) Personal communication from Ms Nontsikelelo
Siwundla who grew up on a farm near Debe Nek in the Eastern
Cape. 27 August. Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line) Acknowledgement VAN AVERBEKE W and KHOSA TB (2004) The Triple-A framework
for the analysis of smallholder food commodity chains. In: Proc. 3rd Int. Conf. Entrepreneurship – Sustainable Globalization, 3-4
November, Pretoria. [CD-ROM]. Tshwane University of Technol-
ogy, Pretoria, South Africa. 292-299. This article is based on work done in terms of a research project
that is being supported financially by the Tshwane University
of Technology, the South African Water Research Commission
(WRC Project No. K5/1464//4 and WRC Project No. K5/1579//4)
and the National Research Foundation (GUN2069585) but the Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line) Available on website http://www.wrc.org.za
ISSN 0378-4738 = Water SA Vol. 33 No. 3 (Special Edition) 2007
ISSN 1816-7950 = Water SA (on-line)
353 353 354
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Correction: Necrotrophism Is a Quorum-Sensing-Regulated Lifestyle in Bacillus thuringiensis
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PLOS pathogens
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Correction: necrotrophism Is a
quorum-sensing-regulated lifestyle in Bacillus
thuringiensis
Thomas Dubois, Karoline Faegri, Sébastien Gélis-Jeanvoine, Stéphane
Perchat, Christelle Lemy, Christophe Buisson, Christina Nielsen-Leroux,
Michel Gohar, Philippe Jacques, Nalini Rama Rao, et al.
To cite this version: Thomas Dubois, Karoline Faegri, Sébastien Gélis-Jeanvoine, Stéphane
Perchat, Christelle Lemy, Christophe Buisson, Christina Nielsen-Leroux,
Michel Gohar, Philippe Jacques, Nalini Rama Rao, et al. To cite this version: Thomas Dubois, Karoline Faegri, Sébastien Gélis-Jeanvoine, Stéphane Perchat, Christelle Lemy, et
al.. Correction: necrotrophism Is a quorum-sensing-regulated lifestyle in Bacillus thuringiensis. PLoS
Pathogens, 2016, 12 (11), pp.e1006049. 10.1371/journal.ppat.1006049. hal-01604527 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-01604527
https://hal.science/hal-01604527v1
Submitted on 27 May 2020 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License OPEN ACCESS Citation: Dubois T, Faegri K, Ge´lis-Jeanvoine S,
Perchat S, Lemy C, Buisson C, et al. (2016)
Correction: Necrotrophism Is a Quorum-Sensing-
Regulated Lifestyle in Bacillus thuringiensis. PLoS
Pathog 12(11): e1006049. doi:10.1371/journal. ppat.1006049 The conclusion that lipopeptide kurstakin is necessary for the survival of the wild type Bt
strain 407 Cry- in the insect cadavers is therefore incorrect. The conclusions of this publication that remain valid are as follows: 1. During infection of an insect host, the quorum sensor NprR is active after death of the
insect and allows Bt to survive in the cadavers as vegetative cells. CORRECTION
Correction: Necrotrophism Is a Quorum-
Sensing-Regulated Lifestyle in Bacillus
thuringiensis a1111 OPEN ACCESS
Citation: Dubois T, Faegri K, Ge´lis-Jeanvoine S,
Perchat S, Lemy C, Buisson C, et al. (2016)
Correction: Necrotrophism Is a Quorum-Sensing-
Regulated Lifestyle in Bacillus thuringiensis. PLoS
Pathog 12(11): e1006049. doi:10.1371/journal. ppat.1006049 CORRECTION
Correction: Necrotrophism Is a Quorum-
Sensing-Regulated Lifestyle in Bacillus
thuringiensis a11111 Thomas Dubois, Karoline Faegri, Se´bastien Ge´lis-Jeanvoine, Ste´phane Perchat,
Christelle Lemy, Christophe Buisson, Christina Nielsen-LeRoux, Michel Gohar,
Philippe Jacques, Nalini Ramarao, Leyla Slamti, Anne-Brit Kolstø, Didier Lereclus Through the analysis of the microarrays of the Bacillus thuringiensis (Bt) ΔkrsABC mutant
strain, the authors have come to understand that the experiments presented in the original
article on the role of the kurstakin resulted from a mistake in the mutant strain krsABC. An
analysis of the krsABC mutant strain revealed that the disruption of the krsABC by a spc gene,
conferring resistance to spectinomycin, was introduced in the Bacillus cereus strain
ATCC14579 instead of the Bt strain 407 Cry-. The B. cereus strain ATCC14579 is closely
related to the Bt strain 407 Cry- and is currently used in the authors’ laboratories for experi-
ments focusing on B. cereus. A major difference between these two strains is the disruption of
the nprR gene by a transposon in the B. cereus strain ATCC14579. As a result, this strain has
naturally a NprR- phenotype and should therefore be unable to survive in the insect cadavers
like the Bt mutant strain 407 ΔnprR ΔnprX [1]. Moreover, it was previously shown that the B. cereus strain ATCC14579 did not produce biofilm in LB peptone medium [2] and did not
swarm on EPS agar, a low-nutrient medium [3]. The error in the experiments described in Figure 5B might therefore be due to the lack of a
functional NprR regulator in the B. cereus strain ATCC14579 instead of the disruption of the
krsABC genes in the Bt strain 407 Cry-. In order to check this hypothesis, the authors
attempted to disrupt the krsABC genes in the Bt strain 407 Cry-. Several unsuccessful experi-
ments suggested that it was impossible to disrupt these three genes by using their methodol-
ogy. Thus, the authors decided to disrupt the krsC gene coding for a major synthetase of the
NPRS system. The deletion of this gene abolishes the production of kurstakin [4]. To investi-
gate the role of the kurstakin during the late stage of infection, the authors monitored the
growth of the wild-type and ΔkrsC Bt 407 Cry- strains in insect larvae (Figure 1). The results
showed that the deletion of the krsC gene and the subsequent lack of kurstakin did not affect
the survival of the krsC mutant strain for at least 3 days in the insect cadaver. Supporting Information pp
g
S1 File. Marked-up PDF detailing changes. (PDF)
S2 File. Clean Word version of revised article. (DOC)
S3 File. Zip file containing renumbered Figures. (ZIP) S1 File. Marked-up PDF detailing changes. S1 File. Marked-up PDF detailing changes. (PDF) S1 File. Marked-up PDF detailing changes. (PDF) S2 File. Clean Word version of revised article. (DOC) S3 File. Zip file containing renumbered Figures. (ZIP) S3 File. Zip file containing renumbered Figures. (ZIP) 3. Constitutive expression of the krs operon involved in kurstakin production restored the
survival of a nprR deficient mutant strain in the insect cadaver. 3. Constitutive expression of the krs operon involved in kurstakin production restored the
survival of a nprR deficient mutant strain in the insect cadaver. 4. Necrotrophism is essential for the Bt infectious cycle, contributing to spore spreading. 4. Necrotrophism is essential for the Bt infectious cycle, contributing to spore spreading. To properly correct the original article, the authors have made substantial changes to the
following sections: Author Summary, Results, Discussion, Materials and Methods, Figures,
and References. Additional changes include updating of the affiliations of the authors listed on the original
article to acknowledge where the work for this correction was performed. Ste´phane Perchat,
Christelle Lemy, Christophe Buisson, Christina Nielsen-LeRoux, Michel Gohar, Nalini
Ramarao, and Didier Lereclus are now affiliated with Micalis Institute, INRA, AgroParisTech,
Universite´ Paris-Saclay, 78350 Jouy-en-Josas, France. The present address of Thomas Dubois
is: Unite´ Mate´riaux et Transformations, CNRS, INRA, Universite´ de Lille, Villeneuve d’Ascq,
France. His mail address is: Thomas.Dubois@lille.inra.fr. Further changes include the addition of Se´bastien Ge´lis-Jeanvoine and Leyla Slamti to the
author list of this correction. Se´bastien Ge´lis-Jeanvoine is listed as the third author and his
affiliation is Micalis Institute, INRA, AgroParisTech, Universite´ Paris-Saclay, 78350 Jouy-en-
Josas, France. His mail address is: sebastien@gelis.ch. The contributions of this author are as
follows: conceived and designed the experiments, performed the experiments and analyzed the
data. SGJ declares no competing interests. SGJ received funding from the French “Ministère
de l’Enseignement Supe´rieur et de la Recherche”. Leyla Slamti is listed as the eleventh author and her affiliation is Micalis Institute,
INRA, AgroParisTech, Universite´ Paris-Saclay, 78350 Jouy-en-Josas. Her mail address is:
Leyla.Slamti@jouy.inra.fr. The contributions of this author are as follows: conceived and
designed the experiments, and analyzed the data. LS declares no competing interests. LS
received funding from INRA. All changes to the original article are detailed in a marked-up PDF included as S1 File. A
clean Word document version of the revised article is included as S2 File. The renumbered
Figures, including the corrected Fig 5, are included as S3 File. PLOS Pathogens | DOI:10.1371/journal.ppat.1006049
November 29, 2016 Published: November 29, 2016 2. Transcriptomic analysis revealed that NprR regulates at least 41 genes, including many
encoding degradative enzymes or proteins involved in the synthesis of a lipopeptide named
kurstakin. Copyright: © 2016 Dubois et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. 1 / 3 PLOS Pathogens | DOI:10.1371/journal.ppat.1006049
November 29, 2016 PLOS Pathogens | DOI:10.1371/journal.ppat.1006049
November 29, 2016 3.
Hsueh YH, Somers EB, Lereclus D, Ghelardi E, Wong AC. 2007. Biosurfactant production and surface
translocation are regulated by PlcR in Bacillus cereus ATCC 14579 under low-nutrient conditions. Appl
Environ Microbiol. 73:7225–7231 doi: 10.1128/AEM.00690-07 PMID: 17921286 4.
Ge´lis-Jeanvoine S, Canette A, Gohar M, Caradec T, Lemy C, et al. (2016) Genetic and functional analy-
ses of krs, a locus encoding kurstakin, a lipopeptide produced by Bacillus thuringiensis. Res Microbiol.
doi: 10.1016/j.resmic.2016.06.002 PMID: 27353188 3.
Hsueh YH, Somers EB, Lereclus D, Ghelardi E, Wong AC. 2007. Biosurfactant production and surface
translocation are regulated by PlcR in Bacillus cereus ATCC 14579 under low-nutrient conditions. Appl
Environ Microbiol. 73:7225–7231 doi: 10.1128/AEM.00690-07 PMID: 17921286
4.
Ge´lis-Jeanvoine S, Canette A, Gohar M, Caradec T, Lemy C, et al. (2016) Genetic and functional analy-
ses of krs, a locus encoding kurstakin, a lipopeptide produced by Bacillus thuringiensis. Res Microbiol.
doi: 10.1016/j.resmic.2016.06.002 PMID: 27353188 References 1. Dubois T, Faegri K, Perchat S, Lemy C, Buisson C, Nielsen-LeRoux C, et al. (2012) Necrotrophism Is a
Quorum-Sensing-Regulated Lifestyle in Bacillus thuringiensis. PLoS Pathog 8(4): e1002629. doi: 10. 1371/journal.ppat.1002629 PMID: 22511867
2. Auger S, Krin E, Aymerich S, Gohar M. 2006. Autoinducer 2 affects biofilm formation by Bacillus cereus. Appl Environ Microbiol. 72:937–941 doi: 10.1128/AEM.72.1.937-941.2006 PMID: 16391139 1. Dubois T, Faegri K, Perchat S, Lemy C, Buisson C, Nielsen-LeRoux C, et al. (2012) Necrotrophism Is a
Quorum-Sensing-Regulated Lifestyle in Bacillus thuringiensis. PLoS Pathog 8(4): e1002629. doi: 10. 1371/journal.ppat.1002629 PMID: 22511867 1. Dubois T, Faegri K, Perchat S, Lemy C, Buisson C, Nielsen-LeRoux C, et al. (2012) Necrotrophism Is a
Quorum-Sensing-Regulated Lifestyle in Bacillus thuringiensis. PLoS Pathog 8(4): e1002629. doi: 10. 1371/journal.ppat.1002629 PMID: 22511867 2. Auger S, Krin E, Aymerich S, Gohar M. 2006. Autoinducer 2 affects biofilm formation by Bacillus cereus. Appl Environ Microbiol. 72:937–941 doi: 10.1128/AEM.72.1.937-941.2006 PMID: 16391139 2. Auger S, Krin E, Aymerich S, Gohar M. 2006. Autoinducer 2 affects biofilm formation by Bacillus cereus. Appl Environ Microbiol. 72:937–941 doi: 10.1128/AEM.72.1.937-941.2006 PMID: 16391139 2 / 3 PLOS Pathogens | DOI:10.1371/journal.ppat.1006049
November 29, 2016 3 / 3
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en
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Enabling Access to Astronomical Databases through the Grid: a Case Study
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Electronic workshops in computing
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cc-by
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Enabling Access to Astronomical Databases through the
Grid: a Case Study
S. Pastore (1), A. Volpato (1), A. Baruffolo (1), L. Benacchio (1),
G. Taffoni (2), R. Smareglia (2), C. Vuerli (2), R. Crevatin (2)
(1) INAF – Osservatorio Astronomico di Padova, (2) INAF – Osservatorio Astronomico di Trieste
Abstract
In recent years great efforts have been spent in the astronomical community to allow a global and seamless electronic
access to distributed astronomical data repositories, and to enable scientific analysis on them. A system capable of
providing these services over distributed databases and computer resources is called a Virtual Observatory (VO). VOs
are still in the study phase, with many projects around the world now delivering their first prototype implementations.
In the meanwhile grid technologies have started to emerge and consolidate and are now expected to play a
fundamental role in the development of Astrophysical Virtual Observatories. We report here about our activities aimed
at integrating in the grid environment a system, developed in Padova, specifically designed for accessing very large
astronomical catalogues. We evaluated several possible solutions, including the use of a tool for accessing databases
developed by the European Data Grid (EDG) project, but finally we decided to adopt a web services based
architecture, retaining the security infrastructure provided by the EDG software.
We plan to evolve towards an implementation fully compliant with the latest Open Grid Service Architecture
specification, but without loosing compatibility with the grid middleware adopted in our project. This work is being
conducted in the framework of Grid.it, a project, funded by the Italian Ministry for Education, University and Research,
aimed at studying a grid infrastructure for scientific research in Italy and developing specific software tools and
protype applications that run on it.
This catalogue access system will eventually become one of the first building blocks of the Italian Virtual Observatory,
currently under development in the framework of a closely-related project, named DRACO. To this end, starting from
the design phase of our system, and where applicable, we adopted the standards set forth by the International Virtual
Observatory Alliance (IVOA).
The framework
The Astronomical Observatory of Padova (OAPd) Catalog group is involved in the Grid.it
project, a multidisciplinary research project, funded by the Italian Ministry for Education,
University and Research, aiming at “Enabling platforms for high-performance computational
grids oriented to scalable virtual organizations”. The Grid.it project is organized around fifteen
Work Packages (WPs) focused on implementing a grid infrastructure on a national scale (based
upon the GARR scientific network), creating a grid-specific set of software tools and on
developing some demonstrators within several applicative fields, ranging from Computational
Chemistry to Earth Observation.
WP10 (Grid Applications for Astrophysics) of this project collects the various groups whose
main goal is exploring the use of grid technologies for the development of astrophysical
applications. Within this work package the main goal of the OAPd group is to study the
portability to the Grid of an existing system for the consultation of large astronomical
catalogues, currently serving on the net the second Guide Start Catalog (GSC-II).
In the same framework, OAPd closely collaborates with the Technology Group at the
Astronomical Observatory of Trieste (OAT), which is dealing with the similar problem of
integrating in the Grid the archive of observational data from the Italian Galileo National
Telescope (TNG).
The research field is constituted by Grid technologies: the set of hardware, protocols and
software packages that enable coordination and sharing of highly distributed computational
and storage resources (fig.1). Such environment supports, efficiently and in a secure and
controlled way, resource sharing and integration in a scalable Virtual Organization (VO)
context. VOs (sets of individuals or organizations that need to share resources to solve a given
complex problem) have a strong dynamic structure, form, lasting and composition.
The testbed for grid applications is the Italian INFN Production Grid for Scientific Applications
(http://grid-it.cnaf.infn.it).
Applications
Programming
High level
Low level
Networks
Fig. 1: layers in the Grid.it infrastructure
INFN-Grid middleware release 2.0.0 is derived from LCG (LHC Computing Grid) distribution,
provided by the grid deployment project for High Physics applications related to the Large
Hadron Collider. LCG itself is a stable version of the middleware released by EDG (European
Data Grid) project.
At present time, the production grid supports 18 sites and 13 Virtual Organization.
Our Case Study
Goal of the project is to integrate into the grid a system for accessing large astronomical
catalogues. The existing system (fig.2) allows querying collections of catalogues by means of a
web interface. The catalogue data and metadata are managed by an ORDBMS Object-relational
database Management System (Informix Dynamic Server) enhanced by the PosAstro
DataBlade, a module specifically developed for handling spatial information for astronomical
objects that provides support for astronomical data types and an R-Tree based index to
optimize query execution. The server side is implemented by a pool of java servlets; the use of
CORBA technology allows interaction with legacy software.
www
clients
Catalogues
Catalogue
Server
Informix
Database
Server
PosAstro
Data
Blade
Gateways
Internet
Not-www
clients
Fig.2: existing GSC2 Access System
Design-time considerations
We decided to implement our prototype following the web services paradigm because:
• this is one of the most stable and widely used architectures for building distributed
applications;
• the Grid reference architecture (Open Grid Services Architecture, OGSA) is based in turn on a
web services extension;
• although the Grid middleware of INFN production Grid doesn’t support services at present
time, they will likely be included by the end of 2004;
• currently it is under discussion within the Global Grid Forum (GGF) how OGSA will evolve in
the near future, but since it will be most likely based on web services technology, our choice
will not prevent us from following the evolution of architectural standards;
• we want to be compliant with International Virtual Observatory Alliance (IVOA) standards:
IVOA recommends the adoption of web services and XML for implementing data source access;
• web services can be easily used as building blocks of more complex applications;
• it is straightforward to develop user interfaces (e.g. by the means of web browser and JSP
technology);
• they can easily be integrated into existing Grid Portals.
System architecture
The system is composed by two web services: a Metadata Access service and a Query service
(Fig. 3). The interaction between a client and the services is carried out by SOAP messages
over https. Currently, the services can be accessed either interactively or in batch mode.
Interactive access is performed through a JSP page that can be reached by a web browser.
Batch access is carried out requesting the execution of a command line client application by
submitting a Job Description Language (JDL) file from a machine with the User Interface Grid
software installed. In both cases, the user must have a valid User Certificate installed on his
machine.
?wsdl
?info
?wsdl
SQL
ADQL
INFO SERVICE
(InfoService)
QUERY SERVICE
(QueryService)
Web Services
Fig. 3 : current system architecture
WSDL
XML
WSDL
VOTable
The services
They are implemented in Java and both communicate via JDBC with the DBMS.
• Metadata Access Service: retrieves metadata information about catalogues hosted by the
system by connecting with a ‘lightweight’ database running on the same machine as the
service container. This service answers to two possible requests: to the standard web services
request ?wsdl with the WSDL file describing the service itself, and to the info request with an
XML file containing the catalogue metadata in an IVOA compliant format.
• Query Service: this service answers to queries expressed in SQL or ADQL with a VOtable
containing the result set. Currently, for test purposes, queries are performed on a MySQL
database containing a subset of the data hosted by the full system. It answers also to the
standard web services request ?wsdl returning the WSDL file describing the service itself.
Security
Access to services is controlled following Grid Security Infrastructure (GSI) standard, based on
the usage of X509 certificates both for Grid users and for Grid resources. We adopted the
implementation provided by EDG Security: this package contains a modified version of Apache
Tomcat (web application server) and Axis Engine (service container) along with the libraries
needed to interact with User Certificates and the Grid middleware devoted to management of
Virtual Organization membership. The EDG Securiry components are the Trust Manager and
the Authorization Framework.
Security = Authentication + Authorization
The authentication of grid clients is performed by the Trust Manager on X.509 certificates
basis.
The Trust Manager is a pure Java-based component for validation of X.509 certificate paths
used in SSL/TLS connections to secure web services. It is integrated at server side in the
Tomcat servlet container, substitutes and extends the default SSLServerSocketFactory.
The authorization is performed by the Authorization Framework, which makes the mapping
from a grid client to an access role through the extraction of the subject Distinguished Name
from the client certificate.
The Authorization Framework consists of the Authorization Manager and a wrapper to integrate
authorization functionality into the web services engine.
In the request flow in front of the actual SOAP endpoint is put an AXIS handler that extracts
the client certificate from the SOAP request, passes the subject DN and any optional
interrogation parameters to the Authorization Manager, and stores the returned result in the
MessageContext, which can then be retrieved by the protected service (Fig. 4).
https://gridit.pd.astro.it/AstroServices.jsp
SOAP request
Authentication
Trust Manager
Grid Client
grid-proxy-init + JDL job
GSI-style (X.509)
certificate
Attribute (role)
Axis Authorization
Handler
Authorization
Manager
Subject DN
Security
Policies
Authorization
Web services
(QueryService, InfoService)
XML output format
Fig. 4 : interaction with EDG Security components
Deployment
Both services are installed on a computational node (Worker Node) connected to the
Production Grid; they are deployed within Apache Tomcat web application server equipped
with Axis, and secured by EDG security (Fig. 5).
NETWORK ENVIRONMENT
Catalogue
Server
[Web browser]
with GSI-style certificate
Web Services
Service provider
[Grid User]
through UI
Grid certificate
SOAP
Service requestor
GSI
Security
WSDL
[Secure grid/web services container]
UDDI
Service
broker
UDDI
[Grid Information Service]
GRID ENVIRONMENT
Fig. 5. : system deployment and interaction with environment
Work in progress
In the current Grid architecture Information Services (discovery and monitoring of resources)
are structured hierarchically. They encompass semantic and interaction models for
computational (CE) and storage (SE) Grid resources. The corresponding models for data
sources and services accessing them have not been defined yet.
In close collaboration with CNAF the architecture of the Italian Production Grid is being
extended in order to deal with this limitation. In this way it will be possible to publish and
discover our data sources and services, achieving a true integration with the Grid
infrastructure (Fig. 6).
This process is being carried out in such a way that the description of data sources and
services provided by the extended Grid Information Services will be allowed to be IVOA
compliant whenever needed.
The task of extending the Italian Grid middleware is being carried out at CNAF, while the
Information Provider software for the newly defined grid resources is being developed at the
Astronomical Observatory of Padova.
LOCAL_Engine
CATALOG AND
SERVICE
USER INTERFACE
GENERIC
USER_INTERFACE
LDAP SERVER
TOP_MSD_GIIS
LOCAL_MSD_GRIS
GRAM_CLIENT
COMPUTING ELEMENT
GRAM SERVER
LOCAL RESOURCE_rdbms
MANAGER
WORKER NODE
METADATA SOURCE ENGINE
Fig. 6 : integration with the Grid Information Services
Further developments
The next step will exploit the true integration of the newly defined resources into the Grid to
provide additional functionalities; it will then be possible for an application:
• to save the output of a query on a Grid Storage Element either specified by the user or
automatically chosen by the Resource Broker
• to replicate the output file and to register the copies (notifying its presence to the Grid) in
the most convenient locations for further processing
Bibliography
Albrecht, M, et al. 1996, "Astronomical Server URL'', http://vizier.u-strasbg.fr/doc/asu.html
Baruffolo, A. & Benacchio, L. 1998a, in ASP Conf. Ser., Vol. 145, Astronomical Data Analysis
Software and Systems VII, ed. R. Albrecht, R. N. Hook, & H. A. Bushouse (San Francisco:
ASP), 382
Baruffolo, A. & Benacchio, L. 1998b, SPIE Proc., 3349, 274
Baruffolo, A., Benacchio, L. & Benfante, L. 1999, in ASP Conf. Ser., Vol. 172, Astronomical
Data Analysis Software and Systems VIII, ed. David M. Mehringer, Raymond L. Plante, &
Douglas A. Roberts (San Francisco: ASP), 237
Benfante, L., Volpato, A., Baruffolo, A. & Benacchio, L. 2001, in ASP Conf. Ser., Vol. 238, The
OaPd System for Web Access to Large Astronomical Catalogues, ed. F. R. Harnden Jr., F. A.
Primini, and H. E. Payne
Documentation for EDG Security, http://edg-wp2.web.cern.ch/edg-wp2/security/edg-javasecurity.html
Documentation for OGSA/DAI release 3, http://www.ogsadai.org.uk/docs/R3/index.php
Documentation for release 2.1.7 of EDG-Wp2 Spitfire, http://edg-wp2.web.cern.ch/edgwp2/spitfire/index.html
The International Virtual Observatory Alliance, http://www.ivoa.net
GRID.IT: An Italian National Research Council Project on Grid Computing Funded under the
National Programme "Fondo per gli Investimenti della Ricerca di Base (FIRB) (2002-2005)",
http://www.grid.it
The INFN Production Grid for Scientific Applications, http://grid-it.cnaf.infn.it
Foster I., Kesselman C., Tuecke S. The Anatomy of the Grid: Enabling Scalable Virtual
Organizations, 2001
P.Quinn, P.Benvenuti, P.Diamond, F.Genova, A.Lawrence, Y.Mellier, 2003 , “The Astrophy-sical
Virtual Observatory (AVO): a Progress Report”, Proc. SPIE 4846, 58.
IVOA Architecture Overview 0.2, http://www.ivoa.net/forum/architecture/0012.htm
Resource Metadata for the Virtual Observatory, IVOA Proposed Recommendation, 23/03/2004,
http://www.ivoa.net/Documents/PR/ ResMetaData/RM-20040323.html
IVOA Identifiers, IVOA Proposed Recommendation, 31/10/2003,
http://www.ivoa.net/Documents/PR/ Identifiers/Identifiers-20031031.html
The IVOA Data Modelling Working group, http://www.ivoa.net/forum/dm/
P.Quinn, P.Benvenuti, P.Diamond, F.Genova, A.Lawrence, Y.Mellier, 2003 , “The Astrophy-sical
Virtual Observatory (AVO): a Progress Report”, Proc. SPIE 4846, 58.
Roll, J. 1996, in ASP Conf. Ser., Vol. 101, Astronomical Data Analysis Software and Systems V,
ed. G. H. Jacoby & J. Barnes (San Francisco: ASP), 536
Space Telescope Science Institute, (STScI), Osservatorio Astronomico di Torino, 2001, “The
Guide Star Catalog”, Version 2.2 (GSC2.2) (2001), VizieR On-line Data Catalog: I/271
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Cross-cultural adaptation and psychometric properties of the Italian version of the Body Perception Questionnaire
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PLOS ONE RESEARCH ARTICLE OPEN ACCESS Citation: Cerritelli F, Galli M, Consorti G,
D’Alessandro G, Kolacz J, Porges SW (2021)
Cross-cultural adaptation and psychometric
properties of the Italian version of the Body
Perception Questionnaire. PLoS ONE 16(5):
e0251838. https://doi.org/10.1371/journal. pone.0251838 Background/Objective The purpose of this study was to cross-culturally adapt the Body Perception Questionnaire
Short Form (BPQ-SF) into Italian and to assess its psychometric properties in a sample of
Italian subjects. Editor: Antonio Palazo´n-Bru, Universidad Miguel
Hernandez de Elche, SPAIN Received: December 30, 2019
Accepted: May 5, 2021
Published: May 27, 2021 Received: December 30, 2019
Accepted: May 5, 2021
Published: May 27, 2021 Cross-cultural adaptation and psychometric
properties of the Italian version of the Body
Perception Questionnaire Francesco CerritelliID1☯, Matteo Galli1,2☯, Giacomo ConsortiID1,3*,
Giandomenico D’AlessandroID1, Jacek Kolacz4,5, Stephen W. Porges5,6 1 Clinical-based Human Research Department, Foundation COME Collaboration, Pescara, Italy,
2 Research Department, SOMA, Istituto Osteopatia Milano, Milan, Italy, 3 Education Department of
Osteopathy, Istituto Superiore di Osteopatia, Milan, Italy, 4 Socioneural Physiology Laboratory, Kinsey
Institute, Indiana University, Bloomington, Indiana, United States of America, 5 Traumatic Stress Research
Consortium, Kinsey Institute, Indiana University, Bloomington, Indiana, United States of America,
6 Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United
States of America ☯These authors contributed equally to this work. * giacomo.consorti@gmail.com * giacomo.consorti@gmail.com Methods A forward-backward method was used for translation. 493 adults were recruited for psycho-
metric analysis. Structural validity was assessed with confirmatory factor analysis and a
hypothesis testing approach. Internal consistency was assessed by Cronbach’s alpha and
McDonald’s omega. Measurement invariance analysis was applied with an age-matched
American sample. Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pone.0251838 PLOS ONE PLOS ONE Introduction The central nervous system is continuously updating the status of bodily states and visceral
organs. The subjective experience of the ongoing bottom-up flow from the body may be clus-
tered into a construct called “body awareness” (i.e. body perception) [1]. Research in the field
of functional neuroanatomy, neurophysiology, and psychiatry has progressively uncovered the
physiological and neural processes related to the subjective body experiences related to body
awareness [2–5]. Interoception, the sense of the physiological condition of the body, is a neural
process through which information from organs and tissues is transmitted to the brain, form-
ing a neural pathway through which body awareness emerges. Incoming afferent information
informs the functional regulation of tissues and organs mainly through the activity of auto-
nomic nervous system (ANS) [1]. Consistent with an evolutionary perspective, interoception
and ANS activity are crucial for preserving body homeostasis. Interoceptive and ANS central
neural networks have been maintained and elaborated over the course of the evolutionary
encephalization process, reaching higher-order cortical areas (e.g., anterior insula) where sub-
jective or mental body awareness emerges. Mental awareness of body homeostasis improves
homeostatic preservation controlling emotional behaviour and social communication [6]. Body awareness, also called body perception, is defined as the ability to recognize internal
body cues [7] including changes of target organs innervated by the ANS (i.e., autonomic reac-
tivity) [1]. Body perception has been found to be useful in the management of chronic diseases
such as chronic low back pain [8,9], congestive heart failure [10], chronic renal failure [11,12],
and irritable bowel syndrome [13–16]. Body awareness is also important for physical stability
and wellbeing [8,10–12]. Several research disciplines, including psychiatry and somatic-oriented therapies, have
shown interest in the body perception construct. Specifically, there is an interest in how indices
of subjective body experience can complement laboratory-based measures [16]. Moreover, in
many clinical settings patient subjective reports (e.g., pain and other subjective symptoms) are
important sources of information that patients and clinicians can use to evaluate therapy prog-
ress and health status. Therefore, efforts have been made to create self-reported questionnaires
to investigate body perception and autonomic reactivity, but few have shown strong psycho-
metric properties with a theoretical coherence with the organization of peripheral neural path-
ways [1]. PLOS ONE PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ Conclusions Funding: The authors received no specific funding
for this work. Funding: The authors received no specific funding
for this work. Our results support the Italian version of the BPQ as having consistent psychometric proper-
ties in comparison with other languages. Competing interests: The authors have declared
that no competing interests exist. Results Copyright: © 2021 Cerritelli et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. The single-factor structure fit the awareness subscale (RMSEA = .036, CFI = .983, TLI =
.982). Autonomic reactivity (ANSR) was well-described by supra- and sub-diaphragmatic
subscales (RMSEA = .041, CFI = .984, TLI = .982). All subscales were positively correlated
(r range: .50-.56) and had good internal consistency (McDonald’s Omega range: .86-.92,
Cronbach’s alpha range: .88-.91). Measurement invariance analysis for the Awareness
model showed significant results (p<0.001) in each step (weak, strong and strict) whereas
the ANSR showed significant results (p<0.001) only for the strong and strict steps. Data Availability Statement: All relevant data are
within the paper and its Supporting information
files. 1 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 Participants Four hundred and ninety three adults were recruited to complete the questionnaire during
clinical visits with professional osteopaths. Therefore, the current sample might not be consid-
ered a regular community sample, but rather an osteopathic care sample. A comprehensive
description of participants’ characteristics is reported in Table 1. The target sample size was
calculated taking into account at least 10 participants for each item of the questionnaire [20]. Data collection forms were designed at the Foundation COME Collaboration international
coordinating center in Pescara, Italy. Participants completed the approximately 10-minute
questionnaire online through the Google Forms platform, in the presence of the osteopath in
their private practice. There was no financial incentive for completion. Subjects reported socio-demographic and clinical characteristics, gender, age, height,
weight, education level, work, annual income, medication usage, physical activity, smoking
habits, pathologies. Questions concerning the medication use, physical activity and smoking
habits allowed only dichotomous answers (yes/no) without quantitative specification, apart
from the physical activity question (if 2/week). They also completed the Italian translation of
the BPQ-SF (BPQ-I). Introduction The Body Perception Questionnaire (BPQ) [17] is a self-reported questionnaire developed
to assess the subjective experiences of the function and reactivity of target organs and struc-
tures that are innervated by the ANS. Its development has followed the theoretical division of
the ANS described by the polyvagal theory [18]. The polyvagal theory is an evolutionary
neurophysiological framework that divides the vagal circuits within the parasympathetic ner-
vous system into a ventral vagal complex (VVC) and a dorsal vagal complex (DVC). VVC reg-
ulates the striated muscles of the face, head, and visceral organs above the diaphragm through
efferent nerves that originate from the nucleus ambiguous in the brainstem; the physiological
status of the VVC targeted organs is represented through sensory pathways that terminate in
the nucleus of the solitary tract (NTS) in the brainstem. DVC efferent neurons originating in PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 2 / 15 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ the dorsal nucleus of the vagus regulate the organs below the diaphragm while the physiologi-
cal status of these organs is represented in NTS through afferent vagal fibers. The original BPQ was composed of 122 items, assessing body awareness, autonomic ner-
vous system reactivity, cognitive-emotional-somatic stress response, body and cognitive stress
response styles, and health history. Since its introduction, the BPQ has been frequently used in
clinical research and translated into several languages [1,19]. However, recently a shorter ver-
sion of the questionnaire was developed and validated, focusing primarily on two subscales:
(1) Awareness (26 items); (2) Autonomic Nervous System Reactivity (ANSR) (20 items) [1]. The purpose of this study was to cross culturally adapt the BPQ into Italian to assess its The purpose of this study was to cross-culturally adapt the BPQ into Italian, to assess its
psychometrics characteristics in a sample of Italian subjects, and to examine associations
between the subscales of BPQ and the sample characteristics. Materials and methods This psychometric study consisted of a cross-cultural adaptation and factor analysis of the
Body Perception Questionnaire (BPQ). The study protocol was approved by the Internal
Review Board of the Foundation Centre for Osteopathic Medicine Collaboration (COME IRB
n.01/2019). All subjects gave their written consent and all procedures followed the Declaration
of Helsinki. The Body Perception Questionnaire (BPQ) The Body Perception Questionnaire Short Form (BPQ-SF) is a self-report measure of the body
awareness and experiences of autonomic reactivity [1,17]. It has demonstrated strong psycho-
metric properties and a consistent factor structure across multiple languages [1,19]. It is com-
posed of two domains: body awareness (26 items) and autonomic nervous system reactivity
(ANSR; 20 items). The body awareness domain measures sensitivity to internal bodily func-
tions (e.g. “During most situations I am aware of my mouth being dry.”). The Autonomic Ner-
vous System Reactivity (ANSR) domain is composed of a supradiaphragmatic reactivity
subscale, which measures the typical experience of body reactions above the diaphragm (e.g. “During most situations I am aware of sweat in my armpits”), and a subdiaphragmatic reactiv-
ity subscale, which measures of gastrointestinal functions below the diaphragm (e.g. “During
most situations I am constipated”). There is an item—“I feel like vomiting”—that is included 3 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ Table 1. Sample characteristics. Characteristics
Values
Gender (%)
F:
292 (59.23)
M:
201 (40.77)
Age (SD)
34.71 (14)
BMI (SD)
23.46 (3.86)
Education level (%)
High school diploma:
247 (50.10)
University degree:
200 (40.57)
Other:
46 (9.33)
Smoker (%)
yes:
126 (25.56)
no:
367 (74.44)
Medications usage (%)
yes:
119 (24.14)
no:
374 (75.86)
Psychiatric disorder (%)
yes:
4 (0.81)
no:
489 (99.19)
Physical activity 2/week (%)
yes:
289 (58.62)
no:
204 (41.38)
Other Diseases (%)
yes:
146 (29.61)
no:
347 (70.39)
https://doi.org/10.1371/journal.pone.0251838.t001 https://doi.org/10.1371/journal.pone.0251838.t001 in both the supradiaphragmatic reactivity and the subdiaphragmatic reactivity domains. Responses measure frequency of sensations, assessed on a 5-point Likert-type scale (“Never” to
“Always”). in both the supradiaphragmatic reactivity and the subdiaphragmatic reactivity domains. in both the supradiaphragmatic reactivity and the subdiaphragmatic reactivity domains. Responses measure frequency of sensations, assessed on a 5-point Likert-type scale (“Never” to
“Always”). p
p
g
y
p
g
y
Responses measure frequency of sensations, assessed on a 5-point Likert-type scale (“Never” to
“Always”). Data preparation Confirmatory Factor Analysis (CFA) was performed on dichotomized items (0 = never,
1 = occasionally or more often) to maintain acceptable response cell sizes and replicate meth-
ods used with the BPQ in other languages [21]. Psychometric assessment The Consensus-based Standards for the selection of health Measurement Instruments (COS-
MIN) initiative [22] and the International Society for Quality of Life Research (ISOQOL) [23]
were used as methodological guidelines. Validity refers to the degree to which a patient-
reported instrument measures the construct(s) it purports to measure [23]. Two subdomains
of validity were assessed in this study: structural validity, referred as the degree to which the
scores of an instrument are an adequate reflection of the dimensionality of the construct to be
measured, and construct validity/hypotheses testing, that is the degree to which the scores of
an Health Related Patient-Reported Outcome instrument (HR-PRO) are consistent with
hypotheses (for instance with regard to internal relationships, relationships to scores of other
instruments, or differences between relevant groups) based on the assumption that the instru-
ment validly measures the construct to be measured [1]. Exploratory factor analysis was com-
puted on full-score items to assess the number of adequate factors, which was too elevated in
previous studies and constrained Cabrera et al. to adopt dichotomization. Factor structure was
assessed for convergence with previously reported dimensionality in English- and Spanish-lan-
guage samples [1] using confirmatory factor analysis. The hypotheses were that the age was normally distributed with respect to the Awareness
subscale values and that age was negatively correlated with ANSR subscale value [24,25]. The
hypothesis regarding physical activity was that it was positively correlated with Awareness and
ANSR subscales values [26,27]. Furthermore, we hypothesized that Smoking habits [28], BMI
[25], and educational level [29] are associated with the Awareness Subscale values. Cross-cultural adaptation The cross-cultural adaptation followed a previously used method for the adaptation of the
same questionnaire in another language [1]. First, two native Italian speakers fluent in English
independently translated the BPQ. One translator was an Italian professional with a medical
background fluent in English. The other was a professional English-Italian translator with
20-year translation experience and no medical background. A common forward translated
version was agreed upon by the two translators. Second, the provisional BPQ Italian version
was independently back-translated by two English native speakers who were fluent in Italian. Third, all the translations and the provisional BPQ were discussed by an expert committee
including the translators, a linguistic expert, two osteopaths, and one epidemiologist. The
committee discussed the content by comparing semantic, idiomatic, experiential, and concep-
tual equivalence; the goal was to develop the pre-final Italian BPQ (BPQ-I) to be understand-
able to a reading level of a typical 18 years old. Fourth, the BPQ-I was pilot-tested with 20
healthy subjects (62% female; mean age 36.4 ± 6.6 years). After BPQ-I completion, subjects
were asked to report any items with unclear meaning. All reported comprehension problems
were discussed by three authors (FC, GC, GdA) and used to inform modifications of the
BPQ-I. 4 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ Statistics Data were analyzed using different measures in relation to the type of data (continuous, ordi-
nal, categorical and dichotomous). Mean, median, mode, point estimates, range, standard
deviation and 95% confidence intervals were used. Data analysis was conducted using R ver-
sion 3.5.1 (R Core Team 2017) and Rstudio Version 1.1.463 (RStudio, Inc 2009–2018). Hypothesis tests were conducted using a critical alpha value of 0.05. PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 Factor Analysis and Measurement Invariance Analysis (MIA) Confirmatory factor analysis was conducted using the R package “lavaan” [30]. Goodness of fit
to the data was evaluated using root mean squared error of approximation (RMSEA), the
Tucker-Lewis Index (TLI), and the Comparative Fit Index (CFI) [31–34]. We interpreted good
fit to be evidenced by an RMSEA value near .06 or lower as well as CFI and TLI values near .95
or greater, as recommended by Hu and Bentler [35]. We used variance-covariance matrices,
which dimensions corresponded the same as the items included per each model (Awareness
model = 26x26; ANSR model = 20x20). Weighted Least Square Mean and Variance (WLSMV)
was used as estimator according to Barendse et al. [36] that suggested using models with dis-
crete responses [37]. Correlations between factors were not constrained, an analysis decision
that can reproduce correlated or uncorrelated factor structures. Based on results from prior
factor analysis on BPQ in other languages, CFA was performed to examine the fit of the (1)
one-factor solution for the Body Awareness domain; (2) a two-factor solution for the PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 5 / 15 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ Autonomic Reactivity domain with supra-diaphragmatic and sub-diaphragmatic domains,
uncorrelated each other. Based on the findings of Cabrera et al. [1] the item “I feel like vomit-
ing” was included in both ASNR Supra and Sub-diaphragmatic subscale. Furthermore, we used an age-matched American sample to assess measurement invariance
of the factor structure between Italian and American responses. The American sample was
recruited online and its collection and descriptive statistics are described in Cabrera et al. [1]
study. To conduct the analysis, we used the measurement Invariance function of “semTools” R
package [38], which performs multiple group analyses with increasing restrictions on parame-
ters, from configural to strict invariance using the Chi-squared difference test, RMSEA, and
CFI. Statistical significance of the Chi-squared difference test indicates that exact fit of the
model has to be rejected. However, when sample size is large, small differences between
observed and model-implied parameters can result in rejection of the model. To avoid hypoth-
esis testing over-sensitivity due to high power, we also used the RMSEA, where values smaller
than .05 indicate close fit, and values smaller than .08 are considered satisfactory. CFI values
over .95 indicate also a reasonably good fit. Internal consistency Internal consistency is defined as the degree to which the items measure the same construct,
based on their interrelatedness [22]. The Cronbach’s alpha [40] and McDonald’s omega were
calculated using the R “psych” package [41]. McDonald’s omega was selected because it
showed to be a stronger index in case of categorical items and variable factor loadings as with
BPQ-I items [42]. Internal consistency was computed for each subscale separately. Association of BPQ with demographic and clinical variables Subscale scores were calculated and examined for association of demographic and clinical vari-
ables. Associations of BPQ scores with age and BMI were calculated using Kendall and Pear-
son’s correlation coefficients. Categorical demographic variables were compared using Welch
two sample t-tests. In linear regressions we set each one with the respective subscales of the BPQ (Awareness,
ANSR Supra and Sub-diaphragmatic scores) as the dependent variables and the demographic
and clinical characteristics of the sample as independent variables (age, gender, physical activ-
ity and medication use), selecting the appropriate model using the stepwise methods. ANOVA
was used to evaluate associations of the BPQ subscales with education. Factor Analysis and Measurement Invariance Analysis (MIA) CFI changes of .02 and RMSEA of .03 are most
appropriate for tests of weak invariance with large group sizes, and variations of -.01 for ΔCFI
and .01 for ΔRMSEA are appropriate for strong invariance tests. Partial invariance is evi-
denced if the majority of items on the factor are invariant [39]. Floor and ceiling effects Floor and ceiling effects were considered to be present if 15% of the patients reported the
lowest (0) or highest (46 possible BPQ score. The effect was considered also for the BPQ sub-
scales separately [43]. Internal consistency Results of McDonald’s Omega were calculated for the Body Awareness subscale (0.92; CI: 0.90,
0.95), Supradiaphragmatic Reactivity (0.88; CI: 0.84, 0.90) and Subdiaphragmatic Reactivity
(0.86; CI: 0.83, 0.89). Cronbach’s Alpha results were also calculated for the Body Awareness
subscale (0.91; CI: 0.90, 0.92), Supradiaphragmatic Reactivity (0.88; CI: 0.86, 0.90) and Sub-
diaphragmatic Reactivity (0.78; CI: 0.75, 0.81). Descriptive statistics The BPQ-SF was scored by adding the dichotomized responses (0 = never, 1 = occasionally or
more often) in accordance to the factor structure described above. Descriptive statistics for the
resulting scores are in Table 4. The sample mean score for the Awareness subscale was 19.3
(±6.05), for the supradiaphragmatic subscale of the ANSR was 6.3 (±4.41) and for the sub-
diaphragmatic subscale of the ANSR was 3.71 (±1.96). Confirmatory Factor Analysis (CFA) and Measurement Invariance
Analysis (MIA) Confirmatory factor analysis showed that the single-factor structure fit the awareness subscale
well (RMSEA = 0.036, CFI = 0.983, TLI = 0.982). Autonomic reactivity was well-described by 6 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ supra- and sub-diaphragmatic subscales (RMSEA = 0.041, CFI = 0.984, TLI = 0.982; Table 2). Supra- and sub-diaphragmatic reactivity were positively correlated (r = 0.56) and were respec-
tively related to Awareness (r = 0.56, r = 0.50). All these correlations showed statistical signifi-
cance (p< 0.001). To examine the possibility of other potential well-fitting factor structures, a
post hoc exploratory factor analysis was performed on the raw (non-dichotomized items). The
results did not reveal any novel well-fitting factor structure beyond that tested by the CFA (see
supporting information). Measurement invariance analysis showed that Chi-Squared difference test for Awareness
model results significant in each step (weak, strong and strict) with p-values <0.001. Consider-
ing the RMSEA, values were 0.075 for the configural and weak invariance and 0.085 for the
strong and strict ones. The CFI values were 0.85 for the configural and 0.84 for the weak
invariance, 0.79 for the strong and 0.78 for the strict ones. Analyzing the ANSR model, the “weak” step of Measurement Invariance was not significant
(p = 0.55), whereas all the other steps (strong and strict invariances) showed significant values
(p-value < 0.001). The RMSEA models produced values of 0.067 for the configural, 0.065 for
the weak invariance, 0.069 for the strong and 0.071 for the strict one. The CFI values were 0.90
for the configural and for the weak invariance, .88 for the strong and for the strict ones. Table 3 reports results from Measurement Invariance Analysis. PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 PLOS ONE PLOS ONE Table 2. Confirmatory Factor Analysis (CFA) response per items. Associations with demographic variables Correlations between BPQ-SF subscales with Age and BMI were calculated using Pearson and
Kendall correlation coefficients (Table 5). Results showed negative correlations between age
and BPQ-SF awareness and sub-diaphragmatic reactivity. A linear regression model showed that males had lower awareness values compared to
females (β = -1.28, CI: -2.39, -0.31; p = 0.02) and there was a significant negative association
with age (β = -0.06, CI: -0.09, -0.02; p = 0.002; S2 Table in S1 File). ANSR supradiaphragmatic
reactivity showed a negative association with age (β = -0.03, CI: -0.06, -0.004; p = 0.02), lower
scores in males (β = -1.05, CI: -1.81, -0.29; p = 0.007) and lower scores for those who were
physical active (β = -1.66, CI:-2.43, -0.89; p<0.001). A positive association was found with
medication use (β = 0.97, CI:0.12, 1.82; p = 0.03; S3 Table in S1 File). The ANSR subdiaphrag-
matic reactivity linear regression model showed a negative association with age (β = -0.02, CI:
-0.03, -0.005; p = 0.004), lower scores among males (β = -0.6, CI: -0.93, -0.26; p = 0.0005) and
lower scores in those who were physical active (β = -0.44, CI: -0.79, -0.1; p = 0.01; S4 Table in
S1 File). 7 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ PLOS ONE Table 2. (Continued)
BPQ Items
Estimate
Standard Error
z Value
P
“I have indigestion”
2.400
0.456
5.265
0.000
“After eating I have digestive problems”
2.094
0.407
5.148
0.000
“I have diarrhea”
1.880
0.377
4.985
0.000
https://doi.org/10.1371/journal.pone.0251838.t002
Table 3. Measurement invariance analysis per awareness and ANSR model. Steps
Awareness Model
ANSR Model
CFI
RMSEA
P(>|χ2|)
CFI
RMSEA
P(>|χ2|)
Configural
0.85
0.075
-
0.90
0.067
-
Weak
0.84
0.075
0.0001
0.90
0.065
0.55
Strong
0.79
0.085
0.0001
0.88
0.069
0.0001
Strict
0.78
0.085
0.0001
0.88
0.071
0.0001
Table shows the results of the Measurement Invariance Analysis for Awareness and ANSR models. The rows are the steps of testing invariance in order to increase
constrains (from Configural to Strict). The columns show the values of Comparative Fit Index (CFI), Root Mean Squared Error of Approximation (RMSEA) and of P-
value related to Chi square tests (P(>|χ2|)). Table 2. (Continued)
BPQ Items
Estimate
Standard Error
z Value
P
“I have indigestion”
2.400
0.456
5.265
0.000
“After eating I have digestive problems”
2.094
0.407
5.148
0.000
“I have diarrhea”
1.880
0.377
4.985
0.000
https://doi.org/10.1371/journal.pone.0251838.t002 Table 3. Measurement invariance analysis per awareness and ANSR model. Steps
Awareness Model
ANSR Model
CFI
RMSEA
P(>|χ2|)
CFI
RMSEA
P(>|χ2|)
Configural
0.85
0.075
-
0.90
0.067
-
Weak
0.84
0.075
0.0001
0.90
0.065
0.55
Strong
0.79
0.085
0.0001
0.88
0.069
0.0001
Strict
0.78
0.085
0.0001
0.88
0.071
0.0001
Table shows the results of the Measurement Invariance Analysis for Awareness and ANSR models. The rows are the steps of testing invariance in order to increase
constrains (from Configural to Strict). The columns show the values of Comparative Fit Index (CFI), Root Mean Squared Error of Approximation (RMSEA) and of P-
value related to Chi square tests (P(>|χ2|)). Table 3. Measurement invariance analysis per awareness and ANSR model. Steps
Awareness Model
ANSR Model
CFI
RMSEA
P(>|χ2|)
CFI
RMSEA
P(>|χ2|)
Configural
0.85
0.075
-
0.90
0.067
-
Weak
0.84
0.075
0.0001
0.90
0.065
0.55
Strong
0.79
0.085
0.0001
0.88
0.069
0.0001
Strict
0.78
0.085
0.0001
0.88
0.071
0.0001 Table 3. Measurement invariance analysis per awareness and ANSR model. Table shows the results of the Measurement Invariance Analysis for Awareness and ANSR models. The rows are the steps of testing invariance in order to increase
constrains (from Configural to Strict). PLOS ONE The columns show the values of Comparative Fit Index (CFI), Root Mean Squared Error of Approximation (RMSEA) and of P-
value related to Chi square tests (P(>|χ2|)). PLOS ONE BPQ Items
Estimate
Standard Error
z Value
P
Awareness
“Swallowing frequently”
1.000
“An urge to cough to clear my throat”
1.026
0.110
9.345
0.000
“My mouth being dry”
1.107
0.125
8.829
0.000
“How fast I am breathing”
1.196
0.125
9.589
0.000
“Watering or tearing of my eyes”
1.190
0.122
9.763
0.000
“Noises associated with my digestion”
0.820
0.100
8.211
0.000
“A swelling of my body or parts of my body”
0.814
0.113
7.218
0.000
“An urge to defecate”
0.933
0.121
7.724
0.000
“Muscle tension in my arms and legs”
0.988
0.127
7.806
0.000
“A bloated feeling because of water retention”
1.032
0.129
8.006
0.000
“Muscle tension in my face”
1.400
0.146
9.584
0.000
“Goose bumps”
1.116
0.120
9.331
0.000
“Stomach and gut pains”
0.894
0.129
6.934
0.000
“Stomach distension or bloatedness”
1.011
0.127
7.988
0.000
“Palms sweating”
1.466
0.167
8.791
0.000
“Sweat on my forehead”
1.538
0.164
9.359
0.000
“Tremor in my lips”
1.655
0.183
9.048
0.000
“Sweat in my armpits”
0.947
0.113
8.374
0.000
“The temperature of my face (especially my ears)”
1.247
0.143
8.706
0.000
“Grinding my teeth”
1.182
0.152
7.771
0.000
“General jitteriness”
0.766
0.108
7.101
0.000
“The hair on the back of my neck standing up”
1.293
0.146
8.838
0.000
“Difficulty in focusing”
0.736
0.104
7.066
0.000
“An urge to swallow”
1.515
0.141
10.736
0.000
“How hard my heart is beating”
1.095
0.131
8.384
0.000
“Feeling constipated”
1.139
0134
8.488
0.000
ANSR Supradiaphragmatic
“I have difficulty coordinating breathing and eating”
1.000
“When I am eating, I have difficulty talking”
0.938
0.074
12.602
0.000
“My heart often beats irregularly”
0.909
0.080
11.371
0.000
“When I eat, food feels dry and sticks to my mouth and throat”
0.995
0.073
13.692
0.000
“I feel shortness of breath”
0.975
0.081
12.095
0.000
“I have difficulty coordinating breathing with talking”
1.049
0.068
15.435
0.000
“When I eat, I have difficulty coordinating swallowing, chewing, and/or sucking with breathing”
1.012
0.063
16.160
0.000
“I have a persistent cough that interferes with my talking and eating”
0.879
0.072
12.131
0.000
“I gag from the saliva in my mouth”
1.061
0.071
15.012
0.000
“I have chest pains”
0.966
0.076
12.753
0.000
“I gag when I eat”
0.997
0.072
13.807
0.000
“When I talk, I often feel I should cough or swallow the saliva in my mouth”
1.071
0.080
13.336
0.000
“When I breathe, I feel like I cannot get enough oxygen”
1.077
0.077
13.908
0.000
“I have difficulty controlling my eyes”
0.848
0.077
11.017
0.000
“I feel like vomiting”
0.684
0.092
7.466
0.000
ASNR Subdiaphragmatic
“I feel like vomiting”
1.000
0.000
“I have ’sour’ stomach”
1.963
0.392
5.013
0.000
“I am constipated”
2 097
0 407
5 151
0 000 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 8 / 15 Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ Discussion The aims of the present study were to adapt the BPQ into Italian language, to assess its psycho-
metric characteristics in a sample of Italian subjects, and examine the associations between the
subscales of BPQ and the sample characteristics. The confirmatory factor analysis showed
comparable results to the English, Spanish, and Chinese versions previously described in the
literature [1,19], with subscales reflecting body awareness, supradiaphragmatic autonomic
reactivity, and subdiaphragmatic autonomic reactivity. All subscales also demonstrated strong
internal consistency. A post hoc exploratory factor analysis did not suggest an alternative factor structure differ-
ent from that tested in this confirmatory factor analysis and previous studies. In the initial
BPQ psychometric study [1], factor analysis on the full item distributions (5 ordered categories
using polychoric correlations) required the estimation of an excess number of parameters with
initial results suggesting that the full response item loadings were resulting in overfitting of the
data and large influence of random noise. The solution employed by those authors was to cre-
ate binary cut offs that would be less sensitive to noise and overfitting the data, which pro-
duced reliable, interpretable factor solutions that could be replicated across samples. However,
this left unresolved questions about whether the factor structure could be replicated with the
full item distributions. In this study, the post-hoc EFA conducted on the full-item distributions
did not reveal a better fitting factor structure and thus supported the factor structure that has
been previously described. The results of the current analysis demonstrated partial measurement invariance between
the two BPQ subscales of the English and the Italian version. In order to understand the possi-
ble reasons for this partial invariance, methodological and cultural factors need to be consid-
ered. It has been argued that MIA is influenced by the sample and model size. Putnick and
Bornstein [39] affirmed that in large samples (N> 100) the chi-squared test increases its power
to reject the null hypothesis. In the case of the present study, therefore, the total sample was
1009 (Italian = 493, U.S.A. = 516), supporting the assertion that statistical power was very high
and capable of identifying small, possibly insubstantial differences. Another important factor
that influences the MIA is model size. According to Putnick and Bornstein [39], smaller mod-
els (e.g. composed by 4 factors with 2 indicators) are more likely to show more sensitive CFI
and RMSEA indices than larger models (e.g. Floor and ceiling effects Extreme floor or ceiling effects were not observed in our sample according to the 15% crite-
rion. The lowest score (0) was presented in 2 subjects of our sample (0.41%), whereas the high-
est score (46) was reported in 26 subjects (5.27%). Table 4. Descriptive statistics of BPQ-SF score. Mean
Median
SD
Skew
Kurtosis
Min
Max
BPQ-SF Body Awareness
19.3
21.0
6.05
-0.90
0.30
0.0
26.0
BPQ-SF Supradiaphragmatic Reactivity
6.3
6.0
4.41
0.42
-0.82
0.0
15.0
BPQ-SF Subdiaphragmatic Reactivity
3.7
4.0
1.96
-0.497
-0.98
0.0
6.0
https://doi.org/10.1371/journal.pone.0251838.t004
Table 5. Pearson and Kendall’s correlation indices. Pearson
Kendall
Age and BPQ-SF Awareness
-0.0113
-0.079
Age and BPQ-SF ANSR
Supra: -0.037
Supra: -0.078()
Sub: -0.10()
Sub: -0.09()
BMI and Awareness
0.014
-0.004
BMI and ANSR
Supra: -0.002
Supra: -0.029
Sub: -0.025
Sub: -0.062
() p-value <0.05;
() p-value<0.01;
() p-value<0.001. Finally, an ANOVA model did not show association between education levels and the Awareness subscale score (F =
1.48; p = 0.22). https://doi.org/10.1371/journal.pone.0251838.t005
PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021
9 / 15 Table 4. Descriptive statistics of BPQ-SF score. Mean
Median
SD
Skew
Kurtosis
Min
Max
BPQ-SF Body Awareness
19.3
21.0
6.05
-0.90
0.30
0.0
26.0
BPQ-SF Supradiaphragmatic Reactivity
6.3
6.0
4.41
0.42
-0.82
0.0
15.0
BPQ-SF Subdiaphragmatic Reactivity
3.7
4.0
1.96
-0.497
-0.98
0.0
6.0
https://doi.org/10.1371/journal.pone.0251838.t004 Table 4. Descriptive statistics of BPQ-SF score. Table 4. Descriptive statistics of BPQ-SF score. Table 5. Pearson and Kendall’s correlation indices. Pearson
Kendall
Age and BPQ-SF Awareness
-0.0113
-0.079
Age and BPQ-SF ANSR
Supra: -0.037
Supra: -0.078()
Sub: -0.10()
Sub: -0.09()
BMI and Awareness
0.014
-0.004
BMI and ANSR
Supra: -0.002
Supra: -0.029
Sub: -0.025
Sub: -0.062
() p-value <0.05;
() p-value<0.01;
() p-value<0.001. Finally, an ANOVA model did not show association between education levels and the Awareness subscale score (F =
1.48; p = 0.22). https://doi.org/10.1371/journal.pone.0251838.t005 Table 5. Pearson and Kendall’s correlation indices. 9 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 Discussion 4 factors with 6 indicators or larger). Considering
the model size of the current research (Awareness = 26 items; ANSR = 20 items), it is evident
that the MIA is characterized by a large model. As a consequence, the CFI and RMSEA indices
might be influenced by this methodological element and therefore the results need to be con-
sidered in relation to the model size. It is worth noting that comparing two samples from different countries might lead to addi-
tional bias. Indeed, another factor to explain the partial invariance should be sought in the cul-
tural differences present in the two populations. Differences possibly present also in the
reading and understanding of the BPQ-SF items, despite the fact that the translation from
English to Italian followed the WHO international guidelines [44]. For these reasons, we argue
that the results of the MIA likely partially reflect the cross-cultural adaptation of the Italian ver-
sion of the BPQ-SF. Moreover, since the study did not include convergent or discriminant
validity testing the study can only be used to inform understanding of the dimensionality of
the Italian BPQ-SF. Negative associations were found between ANSR subscale and age, physical activity, and
male gender. Similarly, a negative association between age and male gender and the awareness
subscale was observed. Positive associations were found between medication use and ANSR
supradiaphragmatic subscale (S3 Table in S1 File). Our findings are in accord with Cabrera 10 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ et al. [1] and with several previous works [24,45] which found a decrease of interoception and
cardiac autonomic regulation by the ventral vagal complex [25,46,47] in elderly people. Physi-
cal activity seems to have no influence on the Awareness subscale, which is not consistent with
other studies using different instruments of body awareness [26,27]. This difference might
depend on the instrument used for the measurement. In fact, Multidimensional Assessment of
Interoceptive Awareness is a questionnaire that measures interoception using a distinct frame-
work from the BPQ. Some authors describe interoception as encompassing three distinct
dimensions (accuracy, sensibility, and awareness) [48,49]. According to these authors, the
BPQ Body Awareness subscale measures interoceptive sensibility. The different facets of the
same construct measured could justify the observed difference between our result and other
studies [26,49]. Discussion Since some of our findings differ from the prior literature relating to physical
activity, further investigations are needed to examine relations between physical activity and
Awareness and ANSR. However, one potential hypothesis to explain the absence of link
between physical activity and body awareness might be based on reflecting a ‘body numbness’,
that is a feeling of harmless sensation, which has been shown to be associated with those who
exercise as their primary mode to regulate bodily state [29]. Smoking was not associated with differences in any BPQ subscales. Our results are not con-
sistent with the hypothesis proposed by Naqvi and Bechara [28]: the interpretation framework
between the awareness of the interoception and smoking takes into account that the insula—
which can be affected by nicotine making the interoceptive information available to conscious
awareness. Since the role of the insula in processes related to conscious interoception is estab-
lished [50,51], the observed correlation did not converge with prior evidence and theory. In general, our results showed a significant difference on ANSR supradiaphragmatic score
between participants who are using medication compared to participants who are not. This
finding is in line with previous studies [52] showing interoceptive alteration following medica-
tion usage. All the subscale scores were higher in women, compared to men. This finding is
consistent with Cabrera et al. [1] suggesting robustness to cultural and language differences of
the BPQ [46,53]. The results of the Welch two sample t-test between gender showed a signifi-
cant difference among Male and Female groups in all BPQ subscales, consistent with those of
Antelmi et al. study [46]. PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 Project administration: Francesco Cerritelli. Resources: Francesco Cerritelli. Supervision: Francesco Cerritelli, Jacek Kolacz, Stephen W. Porges. Writing – original draft: Francesco Cerritelli, Matteo Galli, Giacomo Consorti, Giandome-
nico D’Alessandro. Writing – review & editing: Francesco Cerritelli, Matteo Galli, Giacomo Consorti, Giandome-
nico D’Alessandro, Jacek Kolacz, Stephen W. Porges. Limitations and recommendations for future studies The present study includes some limitations. The psychometric evaluation of the questionnaire
did not encompass the assessment of convergent and divergent validity. Therefore, it is not
possible to affirm that the BPQ-I actually measures the intended constructs (i.e. body aware-
ness and autonomic reactivity). Although the body awareness construct has been studied in
previous studies [49], the autonomic reactivity construct still needs to be tested with sensor-
based measures. Further studies are needed to better define those constructs and their proper-
ties. Participants were recruited from a pool of clients seeking osteopathic care. Therefore, the
current sample is not a regular community sample, but rather an osteopathic care sample,
where a significant percentage of subjects reported a health-related condition. It is possible
that participants in this sample may have higher autonomic reactivity or lower awareness as
part of their reason for seeking care. Further studies need to be conducted with more general
samples to establish better normative data and replicate the psychometric features of the scale. Furthermore, the participants in the sample were highly educated (40% with a university
degree). A previous study underlined how education level might impact the body awareness of
subjects with a direct correlation [54]. However, the sample in the study was specific and PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 11 / 15 PLOS ONE Cross-cultural adaptation and psychometric properties of the Italian version of the BPQ therefore the results might be difficult to generalize. In order to understand the relationship
between education level and body awareness further studies are needed. Conclusions Our results support the Italian version of the BPQ as having consistent psychometric proper-
ties in comparison with other languages. Applying the BPQ-I might help to identify the status
of individual circuits that contribute to dysfunction and the development of novel interven-
tions that can target autonomic or interoceptive dysfunction [1]. PLOS ONE | https://doi.org/10.1371/journal.pone.0251838
May 27, 2021 Author Contributions Conceptualization: Francesco Cerritelli, Giacomo Consorti, Giandomenico D’Alessandro,
Jacek Kolacz, Stephen W. Porges. Conceptualization: Francesco Cerritelli, Giacomo Consorti, Giandomenico D’Alessandro,
Jacek Kolacz, Stephen W. Porges. Data curation: Francesco Cerritelli, Matteo Galli, Jacek Kolacz, Stephen W. Porges. Formal analysis: Francesco Cerritelli, Matteo Galli, Giacomo Consorti. Investigation: Francesco Cerritelli, Giacomo Consorti, Giandomenico D’Alessandro. Methodology: Francesco Cerritelli, Giacomo Consorti, Giandomenico D’Alessandro, Jacek
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T I T E LT H E M A
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FACHAUFSATZ
Bei diesem Beitrag handelt es sich um einen wissenschaftlich
begutachteten und freigegebenen Fachaufsatz („reviewed paper“).
doi.org/10.37544/1436–4980–2024–03–38
Industrie 5.0: Sprachsteuerung als nutzerzentriertes Human-Machine-Interface (HMI)
Methodik zum effizienten
Einsatz von Sprachsteuerung
M. Norda, J.-E. Appell, S.C. Lange, A. Hahn
Sinkende Losgrößen, kürzere Produktlebenszyklen und die
Hyper-Individualisierung von Produkten erschweren die wirtschaftliche Automatisierung von Produktionsprozessen, wodurch nutzerzentrierte und damit effiziente Human-MachineInterfaces wie Sprachsteuerung an Bedeutung gewinnen. Die
Einflussfaktoren auf deren Effizienz in der Produktion sind vielfältig und komplex, weshalb in diesem Beitrag eine Methodik
zur systematischen Identifikation von Anwendungsszenarien
für den effizienten Einsatz von Sprachsteuerung vorgestellt
wird.
Methodology for the efficient
use of voice control
Decreasing batch sizes, shorter product-life-cycles and hyperindividualization of products make it difficult to automate
production processes economically, which is why user-centric
and therefore efficient human-machine interfaces such as
voice control are becoming increasingly important. The factors
influencing their efficiency in production are diverse and complex, thus this article presents a methodology for the systematic identification of application scenarios for the efficient use
of voice control.
STICHWÖRTER
Industrie 5.0, Mensch und Technik, Arbeitsorganisation
1 Einleitung
Die Anforderungen des globalen Marktes verändern sich hin
zu immer individuelleren Produkten mit immer kürzerer Lebensdauer. Gleichzeitig beschleunigt die Entwicklungsgeschwindigkeit
von neuen Technologien diesen Trend. Sinkende Losgrößen,
kürzere Produktlebenszyklen und eine Hyper-Individualisierung
von Produkten erschweren die wirtschaftliche Automatisierung
von Produktionsprozessen. Die Flexibilität, mit der sich Produktionssysteme an die Anforderungen globaler Kunden anpassen
können, wird in Zukunft ein entscheidender Wettbewerbsfaktor
sein. [1–3]
Industrie 5.0 greift die ursprünglichen Industrie 4.0-Ansätze
zu Digitalisierung und KI-Technologien zur Steigerung der Effizienz und Flexibilität der Produktion auf und schafft einen ganzheitlichen Ansatz, der neben der Technologie im Rahmen eines
nutzerzentrierten Ansatzes (engl.: human-centric approach) den
Menschen mit einschließt. [1] Dabei werden die Intelligenz und
Auffassungsgabe des Menschen mit all‘ seinen Sinnen in seiner
neuen Funktion als Supervisor mit der Effizienz, künstlichen
Intelligenz und Präzision von Maschinen kombiniert. Ziel ist es,
Produktionsabläufen mit hohen Anforderungen an die Flexibilität,
für die eine (vollständige) Automatisierung unwirtschaftlich ist,
mit reduzierten Maschinenbedienzeiten und dadurch höherer
Produktivität durch nutzerzentrierte Human-Machine-Interfaces
(HMI) zu begegnen. [4, 5]
Sprache bietet als natürlichste Form der Kommunikation das
Potenzial, komplexe Menüstrukturen mit direkten Befehlen zu
durchbrechen, Laufwege zu reduzieren und eine intuitive Mehr-
66
maschinenbedienung zu ermöglichen. [6, 7] Technisch sind
Sprachsteuerungen, nicht zuletzt aufgrund der jüngsten Entwicklungen im Bereich künstliche Intelligenz (KI), hinsichtlich ihrer
Robustheit auf einem für die Produktion nutzbaren Niveau.
2 Stand der Forschung und Motivation
Sprachbefehle sind im Auto, in Mobiltelefonen sowie im
Smart-Home-Bereich bereits als Standardschnittstelle etabliert.
[6, 8, 9] Obwohl alle diese Sprachsteuerungen auf dem Prinzip
der automatischen Spracherkennung (engl.: automatic speech
recognition) (ASR) basieren, unterscheiden sich die Beweggründe zum Einsatz dieser. [10] Die Vorteile, wie freie Hände während der Interaktion, der Fokus auf eine Haupttätigkeit oder das
Durchbrechen komplexer Menüstrukturen auf kleinen Bildschirmen helfen auch in der Produktion, jedoch ist der treibende
Faktor für die Implementierung einer Sprachsteuerung in der
Produktion eine potenzielle Effizienzsteigerung des Produktionsablaufs. [11, 12]
Gayathri et al. verknüpften 2022 ein Sprachsteuerungsmodul
(Elechouse V3) über einen Arduino-Microcontroller mit einer
dreiachsigen Miniatur-CNC-Fräsmaschine, um zum einen die
technische Funktion der Verknüpfung von Sprachsteuerung und
CNC-Steuerung nachzuweisen und zum anderen die Vorteile einer Maschinenbedienung mit freien Händen zu untersuchen. [13]
Schulte et al. implementierten 2021 eine SpracherkennungsAPI (Vosk/Alphacepei) in einen manuellen Montagearbeitsplatz,
um die Betriebsdatenerfassung als nicht wertschöpfende Tätigkeit
https://doi.org/10.37544/1436-4980-2024-03-38, am 14.07.2024, 02:22:22
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WT WERKSTATTSTECHNIK BD. 114 (2024) NR. 3
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zu parallelisieren und damit die Effizienz von Montageprozessen
zu steigern. [11]
Gross et al. wiesen bereits 2020 mihilfe einer ConsumerSprachsteuerung (Amazon Echo Dot) nach, dass die grundsätzliche Steuerung eines Arduino-Roboters per Sprache einfach möglich ist. Gleichzeitig postulierten sie, dass weniger das konkrete
Spracherkennungssystem, sondern mehr klare Gestaltungsregeln
von Sprachbefehlen für die Interaktion zwischen Mensch und
Maschine einen Einfluss auf die Gebrauchstauglichkeit (engl.
Usability) des HMI und damit die Effizienz der Interaktion haben. [12]
Trotz des technischen Reifegrads von Sprachsteuerung bleibt
die flächendeckende Integration von Sprachsteuerung in der Produktion bisher aus. Neben der robusten Spracherkennungstechnologie sowie Adaptionsmöglichkeit an moderne industrielle
speicherprogrammierbare Steuerungen (SPS) bedarf es Methoden zur gebrauchstauglichen und damit effizienten Implementierung von Sprachsteuerung in der Produktion, um das Potenzial
sichtbar zu machen und einen Market-Pull zu generieren.
3 Einflussfaktoren auf die Effizienz von
Sprachsteuerung als industrielles HMI
Die Effizienz wird nach DIN EN ISO 9241–11 neben der
Effektivität und Zufriedenstellung des Bedieners als Bestandteil
der Gebrauchstauglichkeit von Mensch-Maschine-Systemen über
das Verhältnis zwischen eingesetzten Ressourcen (Zeit, menschlicher Aufwand, Geld und Materialien) und den erreichten Ergebnissen definiert. Wesentliche Ressource für die Messung der
Effizienz von HMIs ist die Zeit für die Ausführung einer Aufgabe,
inklusive Korrektur etwaiger Eingabefehler. [14]
Dabei hängt die Effizienz von HMIs zum einen von der Leistungsfähigkeit der Maschinenbediener und zum anderen von der
Leistungsfähigkeit der jeweiligen HMI-Modalität ab. Die Leistungsfähigkeit der Maschinenbediener setzt sich aus vielen individuellen und zum Teil tagesformabhängigen Faktoren zusammen.
Neben eher konstanten Faktoren, wie dem Ausbildungsgrad, speziellem Prozess- und Maschinenwissen sowie motorischen und
visuellen Fähigkeiten, haben tagesindividuelle Faktoren, wie die
Motivation und physische sowie kognitive Verfassung eines Maschinenbedieners, einen wesentlichen Einfluss auf die Interaktionsgeschwindigkeit und damit auf die Effizienz eines HMI. Da
diese Faktoren, vor allem in Zeiten des Fachkräftemangels, immer
schwerer beeinflussbar werden und gleichzeitig zu großen Teilen
HMI-unabhängig sind, liegt der Fokus in diesem Beitrag auf den
technischen Einflussfaktoren unter der Voraussetzung gleichbleibender menschlicher Einflussfaktoren im Betrachtungszeitraum.
Die technischen Einflussfaktoren auf die Effizienz von Sprachsteuerung in der Produktion im Verhältnis zu konventionellen
HMI, wie Knöpfen, Hebeln, Tastatur, Maus und Touchscreen sind
vielfältig und komplex. Sie reichen von der Komplexität der Bedienungsaufgabe (Einschalten einer Prozesskammerbeleuchtung
vs. Setzen eines neuen Werkstücknullpunkts) über das Befehlsdesign (Auswahl und Anordnung von Hotwords, Parametern und
Attributen im Sprachbefehlssatz) und die Befehlskomplexität
(Menüebenen und Anzahl an Interaktionen im konventionellen
visuellen HMI) bis hin zur Bedienungsart (Automatikbetrieb,
Teilautomatikbetrieb, Handbetrieb) der Maschine. Gleichzeitig
spielen der Produktionsablauf mit seinen potenziellen Laufwegen,
die Anzahl der zu bedienenden Maschinen sowie die Auswahl der
WT WERKSTATTSTECHNIK BD. 114 (2024) NR. 3
Bild. Methodik zur Abschätzung des Effizienzpotenzials von Sprachsteuerung in der Produktion. Grafik: Fraunhofer IDMT
https://doi.org/10.37544/1436-4980-2024-03-38, am 14.07.2024, 02:22:22
Open Access –
- https://elibrary.vdi-verlag.de/agb
67
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Tabelle 1. Zeitäquivalente für Menüebenen [10]
Menüebenen
Zeitäquivalent
0
1,38
1
0,82
3
0,40
5
0,35
Tabelle 2. Zeitäquivalente für die Anzahl an Interaktionen [10]
Interaktionen
Zeitäquivalent
1
1,38
3
0,79
5
0,48
6
0,39
7
0,33
10
0,34
Audioschnittstelle (Headset, Mikrofon oder Mikrofon-Array)
und deren Positionierung in der Produktionsumgebung eine
wichtige Rolle. Nicht alle Einflussfaktoren haben in jedem Produktionsablauf den gleichen Einfluss auf die Effizienz der Kollaboration zwischen Mensch und Maschine, weshalb eine Quantifizierung von Einflussfaktoren sinnvoll ist.
4 Methodik zur Identifikation
von Anwendungsszenarien
für effiziente Sprachsteuerung
Im Bild wird eine Methodik zur systematischen Abschätzung
des Effizienzpotenzials von Sprachsteuerung in der Produktion
auf Basis der drei übergeordneten Einflussfaktoren „Anzahl der
zu bedienenden Maschinen“, „Befehlskomplexität in einem konventionellen HMI auf Basis von Menüebenen und Interaktionen“
sowie „Laufwegen im Produktionsprozess“ dargestellt. Die Beschränkung auf die drei Einflussfaktoren basiert auf der Abwägung zwischen der Komplexität der Methodik und der Präzision
der Ergebnisse. Die detaillierteste Methodik, die alle Einflussfaktoren für die Abschätzung des Effizienzpotenzials umfasst, wird
in der Praxis nicht angewendet. Mit dieser allgemeingültigen
produktionsprozessunabhängigen Methodik kann bereits vor der
Implementierung einer Sprachsteuerung die Effizienzsteigerung
im Vergleich zu einem konventionellen HMI abgeschätzt werden.
Im Schritt #1 wird die Anzahl an Maschinen identifiziert, die
ein Bediener im Rahmen eines Arbeitstages bedient, und anschließend die genutzten Befehle pro Maschine entlang des Produktionsablaufs annotiert. Dies kann händisch durch ein Begleiten des
Maschinenbedieners durch eine weitere Person (engl. Schadowing) oder aber automatisiert durch eine maschinenseitige
Protokollierung geschehen. [15] Die Anzahl der Maschinen
skaliert potenziell reduzierte Eingabezeiten in komplexen Menüstrukturen als Folge direkter Sprachbefehle oder die Vermeidung
von Laufwegen durch Sprachbefehle.
Im Folgenden wird im Schritt #2 die Komplexität jedes annotierten Befehls auf Menüebenen und die Anzahl der Interaktionen
68
im Menü des konventionellen grafischen HMI heruntergebrochen. Die Detaillierung über die Anzahl der Interaktionen ist
notwendig, da auch auf einer Menüebene mehrere Interaktionen
stattfinden können, wenn zum Beispiel gescrollt oder ein Eingabefeld ausgefüllt werden muss. Die Anzahl der Interaktionen ist
also nur eine feinere Messgröße als die Anzahl der Menüebenen
für die Komplexität des Graphical User Interface (GUI). [10]
Nun werden im Schritt #3 die Eingabezeiten für jeden annotierten Befehl mit der konventionellen HMI-Modalität gemessen.
Dieser Schritt ist schon schwieriger, da der Beginn der Interaktion mit der Maschine in einem konventionellen Maschinenprotokoll nicht automatisch erfasst wird, sondern lediglich der Zeitpunkt der letztendlichen Ausführung des Maschinenbefehls. Hier
ist es spätestens notwendig, dass eine weitere Person mit einer
Stoppuhr die Interaktionszeiten pro Befehl, im Besonderen aber
den Start der Interaktion, erfasst.
Jetzt werden im Schritt #4 die zugehörigen Laufwege (wenn
vorhanden) pro Maschinenbefehl in Metern gemessen. Bewegt
sich der Maschinenbediener während des Arbeitstages im Rahmen des Produktionsablaufs nicht zwischen mehreren Maschinen, so entfällt dieser Schritt. Läuft der Maschinenbediener zur
Maschine und gibt mehrere Befehle nacheinander ein, so wird
nur der erste Befehl mit einem Laufweg versehen. Nachdem die
Länge der Laufwege ermittelt wurde, muss diese in die Laufzeit
umgerechnet werden. Hierfür werden die tatsächlichen Laufzeiten der Maschinenbediener pro Laufweg per Stoppuhr erfasst.
Die zweite Möglichkeit ist die Messung der durchschnittlichen
Laufgeschwindigkeit von Bedienern im eigenen Unternehmen
und das anschließende Dividieren der einzelnen Laufwege durch
die durchschnittliche Laufgeschwindigkeit. Die dritte Möglichkeit
ist die Nutzung des Methods-Time Measurement Universal Analysis System (MTM-UAS) der MTM Association e.V., laut der
Mitarbeitende im Durchschnitt 25 Time-Measurement-Units
(TMU), also 0,9 s benötigen, um einen Meter Laufweg zurückzulegen. Dies entspricht einer Laufgeschwindigkeit von 1,11 m/s.
[16–18] Die dritte Methode, also die Verwendung eines empirisch ermittelten Durchschnitts, ist für die Abschätzung des Effizienzpotenzials von Sprachsteuerung in dieser Methode für die
Genauigkeit ausreichend.
Im folgenden Schritt #5 werden die Interaktionszeiten des
konventionellen HMI für jeden Befehl, entsprechend seiner
Menüebene, beziehungsweise der Anzahl an Interaktionen mit
den Zeit-Äquivalenten für einen entsprechenden Sprachbefehl
multipliziert, um die Interaktionszeit für eine Sprachsteuerung zu
erhalten. Sprachbefehle erlauben die direkte Adressierung von
Maschinenbefehlen, die konventionell nur zeitintensiv über
mehrere Menüebenen und Interaktionen erreichbar sind. In
Tabelle 1 und Tabelle 2 werden exemplarisch Zeitäquivalente
für die Einsparung von Menüebenen und Interaktionen durch
Sprachsteuerung im Vergleich zu einer Touchscreensteuerung
gezeigt. Diese wurden in einer Probandenstudie, bei der ein stateof-the-art (SOTA) GUI mit einer Sprachsteuerung verglichen
wurde, empirisch ermittelt. Zeitäquivalente größer eins zeigen
längere Eingabezeiten und Zeitäquivalente unter eins kürzere
Eingabezeiten durch Sprachsteuerung an. [10]
Nachfolgend werden im Schritt #6 die durch eine Sprachsteuerung vermeidbaren Laufwege identifiziert. Im Kontext der
Effizienz von HMIs lassen sich die Laufwege vier Kategorien zuordnen. Zu den „unvermeidbaren“ Laufwegen zählen Wartungs-,
Bedienungs- und Handhabungstätigkeiten, die sich nicht über die
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WT WERKSTATTSTECHNIK BD. 114 (2024) NR. 3
T I T E LT H E M A
Arbeitsorganisation optimieren lassen und/oder unabhängig von
der HMI-Modalität sind. Laufwege, die sich durch eine „optimierte Arbeitsorganisation“ vermeiden lassen, sind beispielsweise
Laufwege in der Produktionshalle, um benötigte Werkzeuge und
Materialien zur Störungsbeseitigung zu beschaffen, die auch bereits vorkonfektioniert am Arbeitsplatz zur Verfügung stehen
könnten. Durch ein „optimiertes HMI-Konzept (ohne Sprachsteuerung)“, wie einen zentralen Leitstand, zentralen Bedienpunkte oder mobile Endgeräte können ebenfalls Laufwege in der
Produktion eingespart werden. Für die Methodik sind nur Laufwege der letzten Kategorie, die „durch Sprachsteuerung vermeidbar“ sind, relevant. Mithilfe einer Sprachsteuerung können Bediener beispielsweise über ein Mikrofon-Array mit freien Händen
einen Roboter einrichten, ohne Laufwege zwischen dem Endeffektor und dem HMI zurücklegen zu müssen. Gleichzeitig können sie Laufwege vermeiden, indem sie über ein Headset ortsunabhängig den Status mehrerer Maschinen abfragen, neue Halbzeuge per Automated Guide Vehicle (AGV) ordern oder nächste
Prozessschritte in eigensicheren Maschinen starten. Die Kategorisierung der verschiedenen Arten von Laufwegen in der Produktion wurde in einer Industrieuntersuchung mit mehreren deutschen Unternehmen entwickelt. [16]
Im letzten Schritt #7 werden über alle Maschinen des Bedieners die Eingabezeiten sowie die zugehörigen Laufwegzeiten des
konventionellen HMIs aufsummiert und durch die Eingabezeiten
und zugehörigen Laufwegzeiten einer potenziellen Sprachsteuerung dividiert. Zuletzt wird der Quotient in Prozent umgerechnet. Negative Prozentwerte zeigen eine verschlechterte Effizienz
und positive Prozentwerte eine gesteigerte Effizienz der Interaktion durch den Einsatz einer Sprachsteuerung an.
5 Fazit und Ausblick
FACHAUF SA T Z
Produktionsabläufe und zugehöriger konventioneller HMIs. Dies
ist besonders im Bereich der GUIs von Produktionsmaschinen
und Laufwegen, die durch eine optimierte Arbeitsorganisation
oder ein optimiertes HMI-Konzept vermieden werden können,
der Fall.
FÖRDERHINWEIS
Diese Arbeit wurde im Rahmen des Projekts „Voice-Controlled
Production“ (VCP) am Fraunhofer-Institut für Digitale Medientechnologie IDMT, Institutsteil Oldenburg für Hör-, Sprach- und
Audiotechnologie HSA, in Kooperation mit der Hochschule
Emden/Leer durchgeführt. Das Fraunhofer IDMT in Oldenburg
wird im Rahmen des Programms „Vorab“ durch das Niedersächsische Ministerium für Wissenschaft und Kultur und durch
die Volkswagen Stiftung für seine Weiterentwicklung gefördert
(Aktenzeichen 11 – 76251–2005/2021 (ZN3812)).
DANKSAGUNG
Vielen Dank an unsere Kollegen vom Fraunhofer IDMT in Oldenburg, Jens Adrian und Matthias Stennes, für das stets kritische Feedback und die Unterstützung bei der Aufbereitung der
Forschungsergebnisse sowie Entwicklung der vorgestellten
Methodik. Ebenfalls einen herzlichen Dank an Lorenz Arnold,
Geschäftsführer der Firma MGA-Ingenieurdienstleistungen
GmbH aus Würzburg, der das Projekt „Voice-Controlled Pro-
Die entwickelte Methodik senkt für produzierende Unternehmen die Hürde für die Implementierung neuartiger, nutzerzentrierter HMIs, wie zum Beispiel einer Sprachsteuerung, da bereits
im Vorhinein eine potenzielle Effizienzsteigerung abgeschätzt
wird. Die systematische Analyse des Produktionsablaufs entlang
der Methodik wird ohne den Eingriff in bestehende Hard- oder
Software, wie es bei der Alternative, der tatsächlichen Integration
einer Sprachsteuerung als weitere HMI-Modalität an der Maschine und dem anschließenden Vergleich von Eingabezeiten und
Laufwegen der Fall wäre, durchgeführt. Mit überschaubarem Aufwand wird so zum Teil aus bestehenden Daten das produktionsablaufspezifische Potenzial zur Effizienzsteigerung durch eine
Sprachsteuerung abgeschätzt.
Der tatsächliche Vergleich der realen Bedienzeiten einer
Sprachsteuerung mit einem konventionellen HMI desselben Produktionsablaufs, Bedieners, Maschinen, Befehlen und Laufwegen
wird immer die präziseren Messwerte hervorbringen als die Abschätzung des Effizienzpotenzials mit Hilfe empirisch ermittelter
Zeitäquivalente und berechneten Laufzeiten über TMUs. Der
Aufwand zur Integration einer Sprachsteuerung ist aber gleichzeitig auch immer höher als die Identifikation der effizientesten
HMI-Modalität mit der Methodik.
Neben der Abschätzung des Effizienzpotenzials einer Sprachsteuerung führt die systematische Auseinandersetzung mit HMIs
von Produktionsmaschinen auch zu Synergieeffekten bei der
Identifizierung verborgener Optimierungspotenziale vorhandener
WT WERKSTATTSTECHNIK BD. 114 (2024) NR. 3
–
duction“ von Anfang an als Industrie-Gutachter begleitet und
uns nie die Nähe zur industriellen Praxis verlieren lassen hat.
L i tera tu r
[1] Breque, M.; Nul, L. de; Petridis, A.: Industry 5.0. Towards a sustainable,
human-centric and resilient European industry. Luxembourg: Publications Office of the European Union 2021
[2] Khan, M.; Haleem, A.; Javaid, M.: Changes and improvements in Industry 5.0: A strategic approach to overcome the challenges of Industry 4.0. Green Technologies and Sustainability 1 (2023) 2, S. 100020
[3] Müller, R.; Vette, M.; Geenen, A.: Potentiale der Mensch-Roboter-Kooperation in der Flugzeugproduktion*/Potential of the human-robotcooperation in aircraft assembly. wt Werkstattstechnik online 105
(2015) 09, S. 614–618
[4] Leng, J.; Sha, W.; Wang, B. et al.: Industry 5.0: Prospect and retrospect.
Journal of Manufacturing Systems 65 (2022), S. 279–295
[5] Mertes, J.; Lindenschmitt, D.; Amirrezai, M. et al.: Evaluation of 5G-capable framework for highly mobile, scalable human-machine interfaces in cyber-physical production systems. Journal of Manufacturing
Systems 64 (2022), S. 578–593
[6] Günther, B.: Künstliche Intelligenz in der Automobilindustrie: Von den
ersten Visionen bis zu selbst denkenden Autos. In: Aichele, C.; Herrmann, J. (Hrsg.): Betriebswirtschaftliche KI-Anwendungen. Digitale Geschäftsmodelle auf Basis Künstlicher Intelligenz. Wiesbaden: Springer
Vieweg 2022, S. 243–268
[7] Ghofrani, J.; Reichelt, D.: Using Voice Assistants as HMI for Robots in
Smart Production Systems. ZEUS Workshop, Hochschule für Technik
und Wirtschaft, Bayreuth, 2019
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T I T E LT H E M A
–
FACHAUFSATZ
[8] Kahle, T.; Meißner, D.: All about voice. Freiburg, München, Stuttgart:
Haufe Group Januar 2020
[9] Geisler, S.: Von Fahrinformation über Fahrassistenz zum autonomen
Fahren. In: Reuter, C. (Hrsg.): Sicherheitskritische Mensch-ComputerInteraktion. Interaktive Technologien und Soziale Medien im Krisenund Sicherheitsmanagement. Wiesbaden, Heidelberg: Springer Vieweg 2021, S. 383–403
[10] Norda, M.; Engel, C.; Rennies, J. et al.: Evaluating the Efficiency of Voice Control as Human Machine Interface in Production. IEEE Transactions on Automation Science and Engineering (2023), S. 1–12
[11] Schulte, D.; Sudhoff, M.; Kuhlenkötter, B.: Spracherkennung in der manuellen Montage/Speech recognition in manual assembly. wt Werkstattstechnik online 111 (2021) 09, S. 579–582
[12] Gross, E.; Finkbeiner, S.; Siegert, J. et al.: Sprachsteuerung für die
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[13] N, G.; M, S.; R, S. et al.: Design of Voice Controlled Multifunctional
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[14] DIN Deutsches Institut für Normung e.V. / DIN-Normenausschuss
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siersystem. Zugriff am 03.01.2024
[18] Syska, A.: Produktionsmanagement. Das A – Z wichtiger Methoden
und Konzepte für die Produktion von heute. Wiesbaden: Gabler 2006
M a r v in
N ord a ,
M .
En g .
Foto: Anika Bödecker, Fraunhofer IDMT
Fraunhofer-Institut
für Digitale Medientechnologie IDMT
Institutsteil Hör-, Sprach- und Audiotechnologie HSA
Marie-Curie-Str. 2, 26129 Oldenburg
Tel. +49 441 2172-426
marvin.norda@idmt.fraunhofer.de
www.idmt.fraunhofer.de/hsa
D r.
re r.
n a t .
Je ns - E . A p pe l l
Fraunhofer-Institut
für Digitale Medientechnologie IDMT
Institutsteil Hör-, Sprach- und Audiotechnologie HSA
Marie-Curie-Str. 2, 26129 Oldenburg
P ro f. D r. - I n g .
L a nge
Sve n
C a r s ten
Hochschule Emden/Leer
Fachbereicht Technik, Abteilung Maschinenbau
Constantiaplatz 4, 26723 Emden
P rof.
D r. - I n g . A xe l
H a h n
Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR)
Institut Systems Engineering für zukünftige Mobilität
Carl-von-Ossietzky-Universität Oldenburg
Escherweg 2, 26121 Oldenburg
LIZENZ
Dieser Fachaufsatz steht unter der Lizenz Creative Commons
Namensnennung 4.0 International (CC BY 4.0)
70
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WT WERKSTATTSTECHNIK BD. 114 (2024) NR. 3
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https://openalex.org/W2416876620
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https://europepmc.org/articles/pmc4896969?pdf=render
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English
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Design of a high-mobility multi-terrain robot based on eccentric paddle mechanism
|
Robotics and biomimetics
| 2,016
|
cc-by
| 8,405
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© 2016 The Author(s). This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. Abstract Gaining high mobility on versatile terrains is a crucial target for designing a mobile robot toward tasks such as search
and rescue, scientific exploration, and environment monitoring. Inspired by dextrous limb motion of animals, a novel
form of locomotion has been established in our previous study, by proposing an eccentric paddle mechanism (ePad-
dle) for integrating paddling motion into a traditional wheeled mechanism. In this paper, prototypes of an ePaddle
mechanism and an ePaddle-based quadruped robot are presented. Several locomotion modes, including wheeled
rolling, legged crawling, legged race-walking, rotational paddling, oscillating paddling, and paddle-aided rolling, are
experimentally verified on testbeds with fabricated prototypes. Experimental results confirm that paddle’s motion is
useful in all the locomotion modes. Keywords: Eccentric paddle mechanism, ePaddle, Multi-terrain locomotion Design of a high‑mobility multi‑terrain
robot based on eccentric paddle mechanism Yi Sun1, Yang Yang1,2, Shugen Ma1* and Huayan Pu3 Sun et al. Robot. Biomim. (2016) 3:8
DOI 10.1186/s40638-016-0041-3 Open Access Background separated legs and wheels that can behave as a legged
robot and a wheeled robot cooperatively and simulta-
neously. For instance, Chariot-II constructed at Tohoku
University (Japan) has two big active wheels at the both
sides of the body and four legs with three joints at the
both ends of the body [9]. ALDURO proposed by Hiller
et al. [10] has wheels on the back legs but no wheels on
the front legs. Wheeleg [11] has two front legs, each with
three-DOF prismatic joints, and two independently actu-
ated back wheels. As learned from realistic search and rescue activities at
disaster sites, the mobility of the mobile robot is of the
greatest importance [1]. To guarantee its mobility, the
locomotion mechanism of the robot should be able to
adapt to diverse terrestrial, aquatic, and amphibious ter-
rains. Robots based on single locomotive forms lack such
crucial multi-terrain adaptivity which prevents them
from being practically used in realistic search and rescue
activities. Robots in the second group have kinematically syn-
thesized locomotion mechanisms which are multi-func-
tional. For example, Hong et al. proposed a mechanism
consisting of two rimless wheels with individually actu-
ated spokes in Intelligent Mobility Platform with Active
Spoke System (IMPASS) to travel on uneven surfaces
like tracks and step over obstacles like legged vehicles
while retaining the simplicity of wheels [12]. Perpendic-
ularly Oriented Planetary LEgged Robot (PEOPLER-II)
proposed by Okada et al. [13] uses pairs of legs jointed
at a wheel rim so that the leg can fold in walking and
unfold in rolling. Steffan et al. presented the idea of cel-
lular locomotion mechanism in [14], where the proposed
mechanism generates rectilinear locomotion exclusively
through linear actuation of the legs. In [15], the authors
discussed a rimless wheel with radially expanding legs, Recently, hybrid locomotion mechanisms have been
proposed toward multi-terrain mobility for mobile robot. Most of them are designated for terrestrial-task-oriented
robots, which consist of the following two major groups. The first group includes those robots that are composites
by basic motion units such as wheels and legs or those
units that act together to provide locomotion. Most of
them are articulated-wheeled robots which have wheels
placed at the end of the legs, including Shrimp [2], Octo-
pus [3], ATHLETE [4], Hylos [5], Roller-Walker [6],
AZIMUT [7] and Robot IMR-Type I [8]. *Correspondence: shugen.ma@ieee.org
1 Department of Robotics, Ristumeikan University, 1‑1‑1 Noji Higashi,
Kusatsu, Shiga 525‑8577, Japan
Full list of author information is available at the end of the article Concept of the eccentric paddle mechanism b Schematic drawing of the ePaddle
mechanism b
Sun Gear
Paddle-shaft
L
L2
Rs
RH
1
R
Wheel-rim-hinge
Paddle
Planetary Gear
Carrier Paddle
Wheel-rim-hing
Wheel
Paddle-shaft
Sun Gear
Planetary Gear
Carrier
a Concept of the eccentric paddle mechanism Legged locomotion modes, such as running, climbing,
and paddling, bring remarkable multi-terrain adaptivity
to animals. However, wheeled motion is superior to leg-
ged one in speed and energetic efficiency. The best way
to acquire multi-terrain adaptivity, speed, and energetic
efficiency for an mobile robot is finding a method to inte-
grate legged motion into wheeled locomotion. However, limited by their locomotion ability, above
amphibious robots still cannot be applied for search and
rescue tasks after tsunami, where multiple gaits on ter-
restrial, aquatic, and amphibious terrains are required.f Based on this idea, concept of the eccentric paddle
mechanism (ePaddle), as shown in Fig. 1, has been pro-
posed firstly in [30]. The ePaddle mechanism consists of a
wheeled shell, a set of rigid paddles, a paddle-shaft, pad-
dle-hinges, and wheel-rim-hinges. We start our effort to develop an amphibious robot that
possesses high mobility and high energetic efficiency in
complex amphibious environment by proposing a novel
locomotion mechanism: eccentric paddle mechanism
(ePaddle) [29]. The concept of the ePaddle is shown in
Fig. 1. By actively locating the paddle-shaft inside the
wheeled shell via independent actuators, motion pat-
terns of the ePaddle can be alternated. Five locomotion
gaits (as shown in Fig. 2) have been proposed in our pre-
vious work, three of which are terrestrial gaits, namely
the wheeled rolling gait [30], the legged walking gait [31,
32], and the legged-wheeled hybrid gait [33, 34]; and two
of which are aquatic gaits, named the rotational paddling A wheeled shell of the ePaddle module is actuated by a
motor to rotate around the wheel axis, and a set of pad-
dles are mounted on and can passively rotate around a
paddle-shaft inside the wheel. Wheel-rim-hinges placed
on the wheel’s rim hold the paddles and allow the paddles
to passively slide through them. Location of the paddle-
shaft with respect to the wheel axis is actively positioned
by two motors via a planetary gear train. By tuning paddles’ motion, versatility in locomotion
modes is brought to the ePaddle mechanism. Figure 2
demonstrates several examples of paddle-aided motions
that are feasible for an ePaddle-based robot. Paddle
Wheel-rim-hing
Wheel
Paddle-shaft
Sun Gear
Planetary Gear
Carrier
b
a
Sun Gear
Paddle-shaft
L
L2
Rs
RH
1
R
Wheel-rim-hinge
Paddle
Planetary Gear
Carrier
Fig. 1 Concept of the eccentric paddle mechanism. a Major com-
ponents in an ePaddle module. Background Others have *Correspondence: shugen.ma@ieee.org
1 Department of Robotics, Ristumeikan University, 1‑1‑1 Noji Higashi,
Kusatsu, Shiga 525‑8577, Japan
Full list of author information is available at the end of the article Sun et al. Robot. Biomim. (2016) 3:8 Page 2 of 11 gait [35] and the oscillating paddling gait [36, 37]. The
ability to generate thrusts for underwater propulsion has
been observed as well [36, 37]. intending to travel over obstacles by expanding the wheel
instead of avoiding obstacles. A bipedal robot that com-
bines the rolling, walking, and climbing locomotion
was proposed by Shores et al. [16]. Lin et al. proposed a
wheel-leg hybrid robot that can change the morphology
of full-circle wheels into half-circle legs using a trans-
formation mechanism [17, 18]. To change locomotion
mode, robots in this category usually need performing
shape alternating procedures. Based on our preliminary analysis or experiments on
locomotion modes of an ePaddle mechanism, interesting
findings relative to how paddle’s motion could improve
environmental adaptability have been noticed. In this
paper, the effects of paddle’s motion on multi-terrain
locomotion are focused on. Prototypes of the ePaddle
module and an ePaddle-based quadruped robot are fabri-
cated for experimental verification. Experimental results
show that paddle-aided motion is useful for generating
vectored thrusts in aquatic environment, for improving
soil reaction forces on soft sandy terrain, and for enhanc-
ing obstacle-negotiating capability on rough terrains. Several amphibious robots are based on wheels [19]
and tracks [20]. Some robots are inspired from natural
creatures, such as robot turtle by Low et al. [21], crab-like
robot by Wang et al. [22], lobster by Ayers et al. [23], and
snake-like robot AmphiBot I and II by Crespi et al. [24,
25]. We also have developed an amphibious snake-like
robot [26]. Other robots with novel hybrid mechanisms
have been reported as well. For instance, an autonomous
amphibious vehicle which can travel on aquatic and ter-
restrial terrains by using four driven paddle wheels was
presented by Frejek et al. [27]. Dubbed Whegs™ IV [28],
which is based on Whegs™, has six wheel legs and is
capable of walking in a tripod legged gait and swimming
underwater. Kinematics of the ePaddle mechanism The wheeled shell, as shown in Fig. 3c, is constructed
from two annulus frames, eight shell pieces, and eight
wheel-rim-hinges. The shells are fixed between the Kinematics of the ePaddle mechanism describes kin-
ematic relationship between the lug’s motion and joint’s
motion. As shown in Fig. 4a, a coordinate system named
wheel coordinates is defined in the way that the origins of
the coordinates locate at the wheel center, and the x-axis
is in the horizontal direction. Posture of the ePaddle, or
in other word, positions and orientations of ePaddle’s
components with respect to the wheel coordinates, is a
Paddle-shaft
Lug
Wheel
b
c
Wheel Rim
Wheel-rim-hing
Paddle
Paddle-shaft
Bearing
Gear
Copouling
Motor
Carrier
Sun Gear
Planetary Gear
Motors
Absolute Encoders
Fig. 3 Prototype design of the ePaddle module. a Front view and b
rear view of an assembled prototype module. c Section view of the
CAD drawing of the module a
P ft
b
Motors
Absolute Encoders Table 1 Specifications of the ePaddle prototype module
Item
Description
Paddle
Dimensions
Length, L: 96.5 mm; width: 63 mm; thickness: 2 mm
Moving range
RS = LA + LB = 40 mm, where LA = LB
Material
Aluminum alloy (A5052)
Weight
36 g (eight lugs with eight paddle-hinges)
Wheel shell
Dimensions
Outer radius, RA: 56.5 mm; width: 113 mm;
Material
Aluminum alloy (A5052)
Wheel-rim-hinges
Dimensions
Pitch circle radius, RH: 50 mm
Materials
Aluminum alloy (A5052)
Assembled module
Weight
3.7 kg (with three motors) Table 1 Specifications of the ePaddle prototype module
Item
Description
Paddle
Dimensions
Length, L: 96.5 mm; width: 63 mm; thickness: 2 mm
Moving range
RS = LA + LB = 40 mm, where LA = LB
Material
Aluminum alloy (A5052)
Weight
36 g (eight lugs with eight paddle-hinges)
Wheel shell
Dimensions
Outer radius, RA: 56.5 mm; width: 113 mm;
Material
Aluminum alloy (A5052)
Wheel-rim-hinges
Dimensions
Pitch circle radius, RH: 50 mm
Materials
Aluminum alloy (A5052)
Assembled module
Weight
3.7 kg (with three motors) b a a
b
c
Wheel Rim
Wheel-rim-hing
Paddle
Paddle-shaft
Bearing
Gear
Copouling
Motor
Carrier
Sun Gear
Planetary Gear c
Bearin Fig. 3 Prototype design of the ePaddle module. a Front view and b
rear view of an assembled prototype module. c Section view of the
CAD drawing of the module Fig. 3 Prototype design of the ePaddle module. a Front view and b
rear view of an assembled prototype module. Design of the ePaddle‑based prototype robot
Prototype ePaddle moduleh Specifications of the ePaddle module are listed in Table 1. Design of the ePaddle‑based prototype robot
Prototype ePaddle moduleh The fabricated ePaddle prototype module is shown in
Fig. 3a. Key components, such as the wheel-rim-hinge,
the paddle-hinge, and the transmission chains of the pro-
totype module, are shown in Fig. 3b, c. Planetary Gear As shown in Fig. 3c, the wheel rim, carrier, and sun
gear are separately driven by three DC brushed motors
[Maxon RE25, integrated with a GP gearbox (72:1)]
via gears. The angular positions of the three joints are b a a Fig. 1 Concept of the eccentric paddle mechanism. a Major com-
ponents in an ePaddle module. b Schematic drawing of the ePaddle
mechanism Fig. 1 Concept of the eccentric paddle mechanism. a Major com-
ponents in an ePaddle module. b Schematic drawing of the ePaddle
mechanism Sun et al. Robot. Biomim. (2016) 3:8 Page 3 of 11 d
n
a
L
er
o
h
S
cita
u
q
A
er
o
h
S
d
n
a
L
Man-Constructed Terrains
Natural Terrains
Wheeled
Gait
Wheel-Leg-Integrated
Gait
Wheel-Leg-Integrated
Gait
Paddling Gait
Legged Gait
Legged Gait
Wheeled Gait
Fig. 2 Multi-terrain locomotion modes. An ePaddle-based robot is capable of performing versatile gaits in complex environments [30] cita
u
q
A d
n
a
L Wheel-Leg-Integrated
Gait Wheel-Leg-Integrated
Gait collected by three absolute encoders (RE22, RLS; Slove-
nia). The wheel rim is rotated by the first motor through
a pair of flat gears. The position of the paddle-shaft is
determined by the angular position of the carrier and sun
gear of planetary gear mechanism.hi frames by stainless steel pins and bolts to form the
wheel surface. The wheel-rim-hinges, which freely rotate
around their central axis, are supported between the
frames by the bearings. The paddle slides through a hole
inserted in the wheel-rim-hinge.i For dust-proofing, the clearances between the paddle
and the wheel-rim-hinge and between the wheel-rim-
hinge and the shell are filled with woolen felt sheets. The
outer surface of the wheel is polished for future adhesion
of rubber tire.i The stainless steel paddle-shaft is fixed to the disk
integrated with the planetary gear by pins and bolts. As
shown in Fig. 3c, the paddles are made from rectangular
rigid aluminum plates, and each paddle is hung on the
paddle-shaft by a paddle-hinge. Ball bearings are assem-
bled in the paddle-hinge, ensuring smooth passive rota-
tion of the paddle around the paddle-shaft.h Specifications of the ePaddle module are listed in Table 1. Wheeled rolling mode A wheeled rolling motion can be performed by making the
outer surfaces of the shells in contact with ground and roll-
ing as wheels. The paddle-shaft is located at a proper posi-
tion to pretend the paddles punching with the ground. Kinematics of the ePaddle mechanism c Section view of the
CAD drawing of the module Sun et al. Robot. Biomim. (2016) 3:8 Page 4 of 11 On-board PC
Controllers
Ground
Front-module
Rear-module
Fig. 5 Prototype of an ePaddle-based quadruped robot. Four ePad-
dle modules are mounted on the robot body where a network of
custom-designed real-time controllers and an onboard computer
are installed. The robot can be powered by either a power tether or a
onboard battery Paddle 5
Paddle 6
Paddle 7
b
a
Fig. 4 Kinematics of the ePaddle module. a Coordinates definitions. b Definitions of the joint angles (only one of the paddle is shown for
better clarity) b a Fig. 4 Kinematics of the ePaddle module. a Coordinates definitions. b Definitions of the joint angles (only one of the paddle is shown for
better clarity) Fig. 5 Prototype of an ePaddle-based quadruped robot. Four ePad-
dle modules are mounted on the robot body where a network of
custom-designed real-time controllers and an onboard computer
are installed. The robot can be powered by either a power tether or a
onboard battery determined by angular positions of the wheel joint, the
base joint, and the arm joint, respectively, denoted by
three joint parameters, θ0, θ1, and θ2. For example, as shown in Fig. 4b, inclination angle and
tip position of paddle-1 can be, respectively, expressed by The real-time motion controller, as shown in Fig. 6a,
based on a dsPIC33-FJ128MC804 microcontroller
(Microchip, USA) is custom-designed in a highly recon-
figurable way to enable easy reconfiguration of the con-
troller network without major modifications in hardware. The schematic drawings of the motion controller and the
controller network are shown in Fig. 6a, b, respectively. Figure 6c shows an assembled controller network for an
ePaddle module. (1)
θPi = atan 2(yHi −yS, xHi −xS) d
(1)
θPi = atan 2(yHi −yS, xHi −xS) (1) and and (2)
xPi = xS + L cos θPi
yPi = yS + L sin θPi (2) where S = [xS, yS]T and Hi = [xHi, yHi]T are the position
of the paddle-shaft and the position of the wheel-rim-
hinge-1, respectively, and L is the length of the paddle. They can be expressed by where S = [xS, yS]T and Hi = [xHi, yHi]T are the position
of the paddle-shaft and the position of the wheel-rim-
hinge-1, respectively, and L is the length of the paddle. They can be expressed by Multi‑terrain locomotion modesi (3)
xS = L1 cos θ1 + L2 cos θ2
yS = L1 sin θ1 + L2 sin θ2 At current stage, five types of feasible locomotion modes
have been found for an ePaddle-based robot, which are
summarized in Fig. 2. In addition, a novel hybrid locomo-
tion mode named Wheel-leg-integrated Mode (or Active
Lugged Mode) is found to be helpful when the robot trav-
els on soft terrains. (3) and and (4)
xHi = RH cos θHi
yHi = RH sin θHi (4) where θHi = θ0 + (i −1)π/2 is the posture angle of the
wheel-rim-hinge-i; L1 and L2 are lengths of the base link
and the arm link, respectively; RH is the radius of the cir-
cular where the wheel-rim-hinges locate. ePaddle‑based quadruped robot To avoid paddle-ground-collision two critical require-
ments should be fulfilled in designing the ePaddle mod-
ule and planning its wheeled motion. The first one is that
the shortest protruding length of the paddles should be
zero, which means the following geometric constraint
should be satisfied: An ePaddle-based quadruped robot equipped with
four ePaddle modules has been assembled as shown in
Fig. 5. A controller network consisting of multiple motor
controllers and a commander computer is carried on
body of the robot. A power tether is used for supplying
power source to the robot for conducting indoor experi-
ments, whereas an onboard battery is used for outdoor
experiments. i
(5)
L ≤RS + RA L ≤RS + RA (5) Page 5 of 11 Sun et al. Robot. Biomim. (2016) 3:8 Fig. 6 Custom-designed reconfigurable motion controller. a Proto-
type. b Schematic drawing of the controller. c Schematic drawing of
the controller network a
b
c
d
Fig. 7 Locating paddle-shaft at a proper place for avoiding paddle-
ground collision in wheeled mode [30]. a On even ground, b on a
slope, c on the top of a slope, d on the bottom of a slope b
c d a d b c a Fig. 7 Locating paddle-shaft at a proper place for avoiding paddle-
ground collision in wheeled mode [30]. a On even ground, b on a
slope, c on the top of a slope, d on the bottom of a slope oscillating paddling, can be performed by an ePaddle
mechanism.hi The first type is the rotational paddling motion [35], as
shown in Fig. 8a. During this gait, all the paddles are driven
by the wheel to rotate in one direction around the paddle-
shaft. Because the paddle-shaft is located eccentrically, the
protruding areas of the paddles are different, which gener-
ate different amount of thrusts. By alternating the location
of the paddle-shaft and rotational speed of the wheel, we
can change the magnitude and direction of the thrusts.h Fig. 6 Custom-designed reconfigurable motion controller. a Proto-
type. b Schematic drawing of the controller. c Schematic drawing of
the controller network The second aquatic motion, as shown in Fig. 8b, is
the oscillating paddling motion [38]. For our ePaddle
mechanism, we initially choose one of the four pad-
dles in the ePaddle as the working paddle. The paddle-
shaft is located at a position with an eccentric distance
rS. ePaddle‑based quadruped robot The wheel-like shell is driven to rotate, but the rota-
tional direction is periodically reversed. It will result in
the oscillation of the working paddle at an average posi-
tion Ai0 with an angular magnitude θOsc. The direction
and magnitude of the generated thrusts are adjustable by
changing Ai0 and θOsc, respectively. Fig. 6 Custom-designed reconfigurable motion controller. a Proto-
type. b Schematic drawing of the controller. c Schematic drawing of
the controller network Fig. 6 Custom-designed reconfigurable motion controller. a Proto-
type. b Schematic drawing of the controller. c Schematic drawing of
the controller network where RS = √(x2
S + y2
S) is the radius of the workspace of
paddle-shaft and RA is the radius of the wheel. In our pro-
totype, we let L = RS + RA for maximizing the workspace
of the paddles.h To generate smooth oscillating motion, the angular
position of the wheel is driven to follow sinusoidal-based
trajectories defined as The second requirement is that the paddle-shaft should
be located at a proper position for ensuring the land-
ing paddle is totally retracted when the landing paddle
touches the ground. As presented in [30], a practical
choice of paddle-shaft’s position is the farthest posi-
tion away from the contact point. Figure 7 shows several
examples of selecting positions of paddle-shaft on variety
of terrains.h (6)
θW,sym = θOsc sin
2πt
T
+ π
2
. (6) Legged walking modesh The paddles integrated in the ePaddle mechanism also
have the ability to serve as legs on rough terrains in two
different modes.hi The paddles integrated in the ePaddle mechanism also
have the ability to serve as legs on rough terrains in two
different modes.hi f
The first type is the crawling motion mode that is simi-
lar to the crawling gait of traditional open-link based leg-
ged robots [39]. For a ePaddle-based quadruped robot
working in this mode, three of the four legs are in contact
with the ground to support the weight of the robot, and
another one leg is swinging in the air. Detailed discussion
on this mode has been presented in [30].h The advantage of the wheeled rolling mode is its sim-
plicity in control. Once the paddle-shaft is properly
located, only the wheel is actively actuated. Comparing
with traditional wheeled rolling, the presence of the pad-
dles improves obstacle-negotiating capability of the ePad-
dle module by allowing the module to “hook” or “climb”
on the obstacles. The second legged mode is the novel race-walking
motion mode, which is a unique legged motion for the
ePaddle mechanism. For an ePaddle-based quadruped
robot working in this mode, all the four ePaddle modules Setups of locomotion experiments
Aquatic paddling experiments are always in contact with the ground during the locomo-
tion which results the robot is supported by at least four
legs at any time. Planning method of this mode has been
discussed in [31]. As shown in Fig. 10, a simplified ePaddle module
equipped with four paddles was mounted on an alu-
minum frame and submerged beneath the water surface
of a water tank. A force/torque sensor holding the alu-
minum frame was fixed on the supporting frame above
the water surface for measuring the thrust forces gener-
ated by the ePaddle module. Sampling rate of the meas-
urement system was 1000 Hz. Aquatic paddling modes In an aquatic environment, two types of swimming
motions, namely the rotational paddling and the Sun et al. Robot. Biomim. (2016) 3:8 Page 6 of 11 b
a
Fig. 8 Two feasible paddling modes of the ePaddle mechanism. a
Rotational paddling motion. b Oscillating paddling motion
Motor
Controller
F/T Sensor
Motor
Power
Wheel Pos. Encoder
(500Hz)
RS232 Port
DAQ-AD
F/T Sensor
Amplifier
DAQ-DIO
PC
Force/Torque (500Hz)
Motor Cmd. (Triggered)
Motor Encoder
(2000Hz)
ePaddle
Water Tank
PC
Motor Controller
Wheel
Paddle
T-shaped
Beam
Motor
Supporting
Frame
Supporting
Frame
a
b
x
y
z
120mm
x
y
z
Fig. 10 Testbed with a water tank for measuring aquatic thrust
forces. a Assembled water tank. b Schematic drawing of the data
acquisition system b
a
Fig. 8 Two feasible paddling modes of the ePaddle mechanism. a
Rotational paddling motion. b Oscillating paddling motion Motor
Controller
F/T Sensor
Motor
Power
Wheel Pos. Encoder
(500Hz)
RS232 Port
DAQ-AD
F/T Sensor
Amplifier
DAQ-DIO
PC
Force/Torque (500Hz)
Motor Cmd. (Triggered)
Motor Encoder
(2000Hz)
ePaddle
Water Tank
PC
Motor Controller
Wheel
Paddle
T-shaped
Beam
Motor
Supporting
Frame
Supporting
Frame
a
b
x
y
z
120mm
x
y
z
Fig. 10 Testbed with a water tank for measuring aquatic thrust
forces. a Assembled water tank. b Schematic drawing of the data
acquisition system es of the ePaddle mechanism a b
a Motor
Controller
F/T Sensor
Motor
Power
Wheel Pos. Encoder
(500Hz)
RS232 Port
DAQ-AD
F/T Sensor
Amplifier
DAQ-DIO
PC
Force/Torque (500Hz)
Motor Cmd. (Triggered)
Motor Encoder
(2000Hz)
ePaddle
Water Tank
PC
Motor Controller
Wheel
Paddle
T-shaped
Beam
Motor
Supporting
Frame
Supporting
Frame
a
b
x
y
z
120mm
x
y
z
Fig. 10 Testbed with a water tank for measuring aquatic thrust
forces. a Assembled water tank. b Schematic drawing of the data
acquisition system a b Fig. 10 Testbed with a water tank for measuring aquatic thrust
forces. a Assembled water tank. b Schematic drawing of the data
acquisition system Fig. 8 Two feasible paddling modes of the ePaddle mechanism. a
Rotational paddling motion. b Oscillating paddling motion Active‑lugged mode (Wheel‑leg‑integraged mode) On sandy or muddy soft terrains, both legs and wheels
may fail due to the limited contact areas and the slid-
ing, respectively. An ePaddle-based robot can perform
active-lugged locomotion mode by digging its paddles
into the soil to generate additional supporting or track-
ing forces. Sandy rolling experiments A testbed of length 1700 mm, width 500 mm, and
height 800 mm was designed for conducting locomo-
tion experiments on sandy terrain, as shown in Fig. 11. A linear conveyance unit was actuated at desired speeds
by a DC brushed servo motor via a ball-bearing screw. A fully functional ePaddle module was mounted on
the conveyance unit via a six-axis force/torque sensor
(Delta SI-330-30, ATI; USA). Vertical position of the
ePaddle module with respect to the ground surface was
fixed during the experiments for eliminating influence
of wheel’s sinkage on measured soil reaction forces. Standard sequence of the active-lugged locomotion, as
shown in Fig. 9, consists of three phases: the soil-entering,
bulldozing, and recovering phase, according to paddle’s
motion. In all the phases, the wheel is driven to rotate at a
constant speed, whereas the paddle-shaft is actively actu-
ated to follow a predefined trajectory. Paddle-shaft’s tra-
jectory is designed in a way that a desired planar motion
of the paddle can be got in the bulldozing phase. Pure
translational and pure rotational motions are two of the
example planar motions of the paddle in the bulldozing
phase. Fig. 9 Standard sequence of the active-lugged locomotion g. 9 Standard sequence of the active-lugged locomotion Page 7 of 11 Sun et al. Robot. Biomim. (2016) 3:8 Fig. 11 Sandy testbed for measuring soil-ePaddle reaction mechan-
ics. a Assembled testbed. b Schematic drawing of the data acquisi-
tion system an A/D board (AD12-16(PCI), Contec; Japan) at the same
rate as the encoders. Soft dry sand filled in the sandbox of the testbed has
been purified, sieved, ventilated, and dried. The physical
and mechanical properties of the soil are listed in Table 2. Terrestrial walking experiments A single ePaddle prototype module was tested in several
scenarios to verify the terrestrial locomotion. The tested
scenarios include rolling on even ground, climbing up
wood steps, ascending a wood slope of several inclination
angles, and negotiating with stacks of wood poles. A quadruped prototype robot equipped with four
ePaddle modules, as shown in Fig. 5, has been fabricated
to verify the proposed controller network as well. Results and discussion Fig. 11 Sandy testbed for measuring soil-ePaddle reaction mechan-
ics. a Assembled testbed. b Schematic drawing of the data acquisi-
tion system ePaddle‑soil reaction mechanics in sandy terrain As shown in Fig. 14, the drawbar pull and vertical force
of the ePaddle module were measured and compared
with the results of a fixed lugged wheel that has the same
radius as the ePaddle’s wheel. Generating vectored thrusts in aquatic environment 13 Thrusts generated in oscillating paddling mode. Measured
thrusts in a x-direction and in b y-direction with different oscillation
amplitudes. The oscillation period is 1.5 s and the paddle-shaft is
placed at its outmost position along the x-axis the paddle-shaft at an eccentric position with respect to
wheel center along the y-direction. It implies that vec-
tored thrusts are achievable by tuning paddle-shaft’s
position. 30
60
90
0
50
Angular position of the wheel [deg] Fig. 14 Soil-ePaddle interaction mechanics. Comparison of a draw-
bar pulls and b vertical forces generated by a fixed lugged wheel
(lug height = 13 mm) and by the ePaddle mechanism at various of
sinkage lengths and 60° inclination angle Fig. 14 Soil-ePaddle interaction mechanics. Comparison of a draw-
bar pulls and b vertical forces generated by a fixed lugged wheel
(lug height = 13 mm) and by the ePaddle mechanism at various of
sinkage lengths and 60° inclination angle Figure 13 shows measured thrusts for oscillating pad-
dling experiments with various oscillation amplitudes. As shown in the figure, thrusts in x-direction have asym-
metric magnitudes, whereas thrusts in y-direction follow
a symmetric way. Based on this result, the capability of
generating vectored trusts of the ePaddle module in the
oscillating mode is experimentally confirmed as well. Fig. 15 Rolling of an ePaddle module on even ground Generating vectored thrusts in aquatic environment The oscillation period is 1.5 s and the paddle-shaft is
placed at its outmost position along the x-axis
a
b
0
30
60
90
120
150
180
0
5
10
15
Drawbar pull [N]
Angular position of the wheel [deg]
0
30
60
90
120
150
180
-50
-40
-30
-20
-10
0
Vertical force [N]
Angular position of the wheel [deg]
Fixed lugged wheel
ls
s
s
s
= 10 mm
l = 14 mm
l = 18 mm
l = 22 mm a
b
0
30
60
90
120
150
180
0
5
10
15
Drawbar pull [N]
Angular position of the wheel [deg]
0
30
60
90
120
150
180
-50
-40
-30
-20
-10
0
Vertical force [N]
Angular position of the wheel [deg]
Fixed lugged wheel
ls
s
s
s
= 10 mm
l = 14 mm
l = 18 mm
l = 22 mm
Fig. 14 Soil-ePaddle interaction mechanics. Comparison of a draw-
bar pulls and b vertical forces generated by a fixed lugged wheel
(lug height = 13 mm) and by the ePaddle mechanism at various of
sinkage lengths and 60° inclination angle -0.1
-0.05
0.05
0.1
0.15
Force in x-direction (N)
0
0.5
1
1.5
-0.2
-0.1
0
0.1
0.2
0.3
Time (s)
Force in y-direction (N)
a
b
0
20deg
25deg
30deg
35deg
40deg
45deg
50deg
Fig. 13 Thrusts generated in oscillating paddling mode. Measured
thrusts in a x-direction and in b y-direction with different oscillation
amplitudes The oscillation period is 1 5 s and the paddle-shaft is -0.1
-0.05
0.05
0.1
0.15
Force in x-direction (N)
0
0.5
1
1.5
-0.2
-0.1
0
0.1
0.2
0.3
Time (s)
Force in y-direction (N)
a
b
0
20deg
25deg
30deg
35deg
40deg
45deg
50deg
Fig. 13 Thrusts generated in oscillating paddling mode. Measured
thrusts in a x-direction and in b y-direction with different oscillation
amplitudes. The oscillation period is 1.5 s and the paddle-shaft is
placed at its outmost position along the x-axis a
0
30
60
90
120
150
180
0
5
10
15
Drawbar pull [N]
Angular position of the wheel [deg]
Fixed lugged wheel
ls
s
s
s
= 10 mm
l = 14 mm
l = 18 mm
l = 22 mm b
0
30
60
90
120
150
180
-50
-40
-30
-20
-10
0
Vertical force [N]
Angular position of the wheel [deg] Fig. Generating vectored thrusts in aquatic environment Figure 12 shows the experimental results of the rota-
tional paddling modes with the paddle-shaft locating at
an eccentric position along the y-axis. Several distances
between the paddle-shaft and the wheel center were used
in the experiments.i Experimental results in Fig. 12 confirm that asymmet-
ric thrusts can be generated in the x-direction by placing Force in x-direction [N]
Force in y-direction [N]
a
b
Fig. 12 Thrusts generated in rotational paddling mode. Measured
thrusts in a x-direction and in b y-direction with eccentric distances
between the paddle-shaft and the wheel center varying from 0 to
50 mm and the wheel rotates at 50 rpm along the direction. The
number on the line indicates the eccentric distance in millimeter (mm) Force in x-direction [N]
Force in y-direction [N]
a
b Fig. 11 Sandy testbed for measuring soil-ePaddle reaction mechan-
ics. a Assembled testbed. b Schematic drawing of the data acquisi-
tion system Angular position of the ball-bearing screw and angular
positions of the three joints of the ePaddle module were,
respectively, measured by an incremental encoder (E6A2-
CWZ3E, OMRON; Japan) and three absolute encoders
(RE22, RLS, Slovenia), both of which were sampled at
166 Hz through a digital input/output board (NI-6001,
National Instrument; USA) on a PC running a Windows
XP operating system. The force signals were sampled by Table 2 Soil parameters
Parameters
Unit
Value
Cohesion stress c
Pa
400
Soil friction angle φ
deg
38.1
Soil specific weight γ
kg/m3
1480
Adhesion stress ca
Pa
66
Lug–soil friction angle δ
deg
10.4 Fig. 12 Thrusts generated in rotational paddling mode. Measured
thrusts in a x-direction and in b y-direction with eccentric distances
between the paddle-shaft and the wheel center varying from 0 to
50 mm and the wheel rotates at 50 rpm along the direction. The
number on the line indicates the eccentric distance in millimeter (mm) Sun et al. Robot. Biomim. (2016) 3:8 Page 8 of 11 the paddle-shaft at an eccentric position with respect to
wheel center along the y-direction. It implies that vec-
-0.1
-0.05
0.05
0.1
0.15
Force in x-direction (N)
0
0.5
1
1.5
-0.2
-0.1
0
0.1
0.2
0.3
Time (s)
Force in y-direction (N)
a
b
0
20deg
25deg
30deg
35deg
40deg
45deg
50deg
Fig. 13 Thrusts generated in oscillating paddling mode. Measured
thrusts in a x-direction and in b y-direction with different oscillation
amplitudes. Obstacle‑negotiating capability
l
l
f
h
l d Results in Fig. 14 reveal the following advantages of the
ePaddle module rolling on sandy terrain. The ePaddle
mechanism is able to insert the paddle into the soil ear-
lier in the cycle and depart from the soil later to increase
the drawbar pull and vertical force over a wider range. Compared with the fixed lugged wheel with a maximum
sinkage length of 18 mm, the maximum drawbar pull of
the ePaddle module at 18 mm sinkage length is increased
by 53 %. In addition, the ePaddle mechanism is able to
significantly enhance the vertical reaction force on sandy
soil. Experimental results of wheeled rolling on even ground,
as shown in Fig. 15, confirmed that by locating the pad-
dle-shaft at a proper position, the paddle-ground colli-
sion can be completely avoided. Wood blocks of 100 mm height (which is about 1.78
times of wheel radius) were placed on the ground to
test the step-climbing capability of the ePaddle module. Experimental results, as shown in Fig. 16, verified that
the ePaddle mechanism has great advantage on climbing
high obstacle thanks to the paddle’s motion. Sun et al. Robot. Biomim. (2016) 3:8 Page 9 of 11 Fig. 16 Results of step-climbing experiment. An ePaddle module
successfully climbed a 100 mm height wood block Fig. 16 Results of step-climbing experiment. An ePaddle module
successfully climbed a 100 mm height wood block Fig. 19 Experiment result of the paddle-aided stair climbing. The
paddle-shaft is placed at its upmost position inside the wheel. Pad-
dle’s motion enables the robot to climb the step Fig. 16 Results of step-climbing experiment. An ePaddle module
successfully climbed a 100 mm height wood block Fig. 19 Experiment result of the paddle-aided stair climbing. The
paddle-shaft is placed at its upmost position inside the wheel. Pad-
dle’s motion enables the robot to climb the step Fig. 17 Results of the climbing experiments on a slope of 45° ePaddle module has great obstacle-negotiating capability
when accessing rugged obstacles.h The prototype robot, as shown in Fig. 5, was used to
test the step-climbing capability of an ePaddle-based
quadruped robot. Results shown in Fig. 19 confirmed
that the robot is able to climb the stair due to the paddle–
stair interaction. This result confirmed that the paddle’s
motion is useful during stair climbing, even the stair is
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(IROS’96), 1996, vol 2, pp. 402–409. Osaka, Japan 29. Sun YS, Ma S. ePaddle mechanism: Towards the development of a
versatile amphibious locomotion mechanism. In: Proceedings of the
2011 IEEE/RSJ international conference on intelligent robots and systems
(IROS’11), 2011, pp. 5035–5040. San Francisco 10. Hiller M, Germann D, Morgado de Gois JA. Design and control of a quad-
ruped robot walking in unstructured terrain. In: Proceedings of the 2004
IEEE international conference on control applications (ICCA’04), 2004, vol
2, pp. 916–921. Taipei 30. Sun Y, Ma S. Conclusions In this paper, prototype designs of an ePaddle mecha-
nism and an ePaddle-based quadruped robot have been
proposed. By integrating paddles into a traditional wheel
mechanism, the ePaddle mechanism is superior to other
locomotion mechanisms due to its advantage in locomo-
tion versatility and terrain adaptability. Fig. 18 The ePaddle module is climbing stacks of wood poles Principles of multi-terrain locomotion modes of the
ePaddle mechanism have been discussed and experimen-
tally verified with the prototypes on fabricated testbeds.i i
Experimental results have confirmed that paddle’s
motion, which is actively controlled by locating the pad-
dle-shaft, is useful in all the feasible locomotion modes. For example, paddles can generate vectored thrusts in
aquatic environments with two paddling modes. On
sandy terrains, paddle’s motion can generate larger draw-
bar pull and vertical forces than traditional fixed-lug
wheel. In the wheeled rolling mode, paddles can help the
robot to climb high obstacles. Fig. 18 The ePaddle module is climbing stacks of wood poles Experimental results, as shown in Fig. 17, confirmed
that the ePaddle module is able to climb a slope of up to
45°. In our future study, coordinating movements among the
four ePaddle modules in the prototype robot will be con-
sidered to further improve the mobility on rough terrains. Optimization of the locomotion modes taking the ener-
getic efficiency into account will be investigated as well. Mobility on rough terrains is tested with stacks of
wood poles with heights of 210 and 330 mm as shown
in Fig. 18. The paddle can easily firmly hook on the poles
due to their rugged shape, which suggested that the Page 10 of 11 Page 10 of 11 Sun et al. Robot. Biomim. (2016) 3:8 the 2009 IEEE/RSJ international conference on intelligent robotics and
systems (IROS’09), 2009, pp. 402–403. St. Louis, USA the 2009 IEEE/RSJ international conference on intelligent robotics and
systems (IROS’09), 2009, pp. 402–403. St. Louis, USA Author details
1 1 Department of Robotics, Ristumeikan University, 1‑1‑1 Noji Higashi,
Kusatsu, Shiga 525‑8577, Japan. 2 Department of Mechanical and Aerospace
Systems Engineering, Tokyo Institute of Technology, Ookayama, Megoru‑ku,
Tokyo 152‑8552, Japan. 3 School of Mechatronic Engineering and Automation,
Shanghai University, 149 Yanchang Road, Shanghai, China. 16. Shores B, Minor M. Design, kinematic analysis, and quasi-steady control
of a morphic rolling disk biped climbing robot. In: Proceedings of the
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2005, pp. 2721–2726. Barcelona, Spain Acknowlegements 17. Shen SY, Li CH, Cheng CC, Lu JC, Wang SF, Lin PC. Design of a leg-wheel
hybrid mobile platform. In: Proceedings of the 2009 IEEE/RSJ interna-
tional conference on intelligent robots and systems (IROS’09), 2009, pp. 4682–4687. St. Louis, USA This study was supported by “Strategic Research Foundation Grant-aided
Project for Private Universities (2013–2017)” from Ministry of Education, Cul-
ture, Sports, Science and Technology, Japan. The fabrication assistance from
Material and Manufacturing Center of Ritsumeikan University is also gratefully
acknowledged. 18. Huang KJ, Chen SC, Chou YC, Shen SY, Li CH, Lin PC. Experimental valida-
tion of a leg-wheel hybrid mobile robot Quattroped. In: Proceedings
of the 2011 IEEE international conference on robotics and automation
(ICRA’11), 2011, pp. 2976–2977. Shanghai, China Authors’ contributions YS proposed the ePaddle mechanism and locomotion modes, developed the
controller network, conducted terrestrial locomotion experiments, and wrote
the manuscript. YY developed the prototypes, conducted soft-terrain experi-
ments, analyzed the data, and wrote the manuscript. SM designed the study
and developed the methodology. HP conducted the aquatic experiments,
analyzed the data, and wrote the manuscript. All authors read and approved
the final manuscript. y
pp
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and surf zone: the role of bottom crawlers. In: Proceedings of the
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gait of an eccentric paddle mechanism. In: Proceedings of the 2012 IEEE
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an epaddle locomotion mechanism. In: Proceedings of the 2013 IEEE
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3414–3420. Karlsruhe, German 36. Pu H, Sun Y, Ma S, Gong Z. Experimental study on the oscillating paddling
gait of an epaddle mechanism with flexible configuration. Adv Robot.
2014;28(11):769–80.
37. Pu H, Sun Y, Yang Y, Ma S. Modeling of the oscillating-paddling gait for
an epaddle locomotion mechanism. In: Proceedings of the 2013 IEEE
international conference on robotics and automation (ICRA’13), 2013, pp.
3414–3420. Karlsruhe, German
38. Pu H, Sun Y, Ma S, Gong Z. Experimental study on oscillating paddling
gait of an eccentric paddle mechanism. In: Proceedings of the 2012 IEEE
international conference on robotics and biomimetics (ROBIO’12), 2012,
pp. 187–192. Guanzhou, China (Best Conference Paper Award Finalist).
39. Ma S, Tomiyama T, Wada H. Omni-directional static walking of a quadru-
ped robot. IEEE Trans Robot. 2005;21(2):152–61. 32. Pu H, Zhao J, Sun Y, Ma S, Luo J, Gong Z. Non-reciprocating legged gait
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403–408. Karlsruhe, German
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Auton Syst. 2015;68:36–46. doi:10.1016/j.robot.2015.02.004. http://www. sciencedirect.com/science/article/pii/S09218890150%00226. 36. Pu H, Sun Y, Ma S, Gong Z. Experimental study on the oscillating paddling
gait of an epaddle mechanism with flexible configuration. Adv Robot. 2014;28(11):769–80. 37. Pu H, Sun Y, Yang Y, Ma S. Modeling of the oscillating-paddling gait for
an epaddle locomotion mechanism. In: Proceedings of the 2013 IEEE
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33. Yang Y, Sun Y, Pu H. Paddle trajectory generation for accessing soft terrain
by an ePaddle locomotion mechanism. In: Proceedings of the 2013 IEEE
international conference on robotics and automation (ICRA’13), 2013, pp. 403–408. Karlsruhe, German 33. Yang Y, Sun Y, Pu H. Paddle trajectory generation for accessing soft terrain
by an ePaddle locomotion mechanism. In: Proceedings of the 2013 IEEE
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on sandy terrain. J Terramech. 2014;56:17–24. 35. Sun Y, Ma S, Fujita K, Yang Y, Pu H. Modeling the rotational paddling of
an ePaddle-based amphibious robot. In: Proceedings of the 2012 IEEE/
RSJ international conference on intelligent robots and systems (IROS’12),
2012, pp. 610–615. Algarve, Portugal 35. Sun Y, Ma S, Fujita K, Yang Y, Pu H. Modeling the rotational paddling of
an ePaddle-based amphibious robot. In: Proceedings of the 2012 IEEE/
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ped robot. IEEE Trans Robot. 2005;21(2):152–61.
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Transition Finance and Markets
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cc-by-sa
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* Corresponding author.
E-Mail address: Deborah.Cotton@uts.edu.au
ORCID: 0000-0003-1605-6749 ABSTRACT Article history:
Received 17 May 2020
Revised 29 June 2020
Accepted 01 July 2020
Published 20 August 2020 The increased focus and agreement on the requirement for the planet to be more sustainable
has led to an array of new research and financial products. The new buzz phrase is transition
financing which is being seen as the path to achieving a sustainable world. The Development
Assistance Committee (DAC) in the Organisation for Economic Co-operation and
Development (OECD, 2019) has the main objective of transition finance is to optimise access
to finance for sustainable development to avoid financing gaps or socio-economic setbacks. This chapter examines some of the products and markets in current use by financial institutions
and investors. It describes their use and recent research in this area as well as some gaps in this
research. Keywords:
Transition finance
Green bonds
Environmental markets https://doi.org/10.35944/jofrp.2020.9.1.011
ISSN 2305-7394 Transition Finance and Markets Deborah Cotton* UTS Business School, University of Technology Sydney ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 (i) Bonds This issue is
shown in a quote from one sustainable finance head who said “We need investors to support bonds and other financial
tools that help a transition – be those called transition bonds, or dark green (or brown) bonds, rather than just looking
for pure green”. In fact we find that the EU is starting to move in this direction with their taxonomy including
‘transition’ into its lexicon when discussing green finance. Many working in this sector suggest that there is not
enough involvement from the institutional investors. Avery (2019) quotes Rhian-Mari Thomas of the Green Finance
Institute that “The perceived risk in emerging markets – FX risk, political risk, a lack of secondary market and
liquidity – means the large amounts of capital are not getting to where they need to go. We need more investable
channels and tools; possibly aggregating different projects, using warehousing techniques, for example, as well as
involving concessional and philanthropic capital to credit enhance or reduce risk”. Ehlers and Packer (2017) found an increase in the financing of investments through green bonds and conclude
that they should be the easiest form of finance for green projects. However, they also found that the variation in the
definition of green bonds was significant. Wisniewski and Zielinski (2019) also indicated the need for clear guidelines
on the definition and authorisation of green bonds and the scarcity of research in this area. So, while we find a push
for a clear taxonomy and clarification there remain instruments such as unlabelled climate aligned bonds being issued. Their paper, and one by Hachenberg and Schiereck (2018), question if they are selling at a premium and are therefore
not achieving are achieving an attractive risk-return relationship. There is some evidence that they trade tighter when
compared to non-green bonds and government related bonds, in particular for A rated bonds. They suggest the higher
price of the green bonds may be due in part to the additional certification and verification required. Zerbib (2019)
found an average two basis point yield for green bonds lower than conventional bonds however demand remained
strong for these environmental bonds in their study of European and US bond markets. Sartzetakis (2019) looks specifically at green bonds as the preferred instrument to use for financing the transition
to a low carbon economy. However, there are a few quite specific and interesting issues which are discussed. (i) Bonds The greatest level of growth and innovation in recent years is in the use of bonds as a financing instrument. Takatsuki
and Foll (2019) (AXA investment managers in London) wrote guidelines for transition bonds which were published
by AXA in June 2019. They suggest there hasn’t been the growth in this market into what they refer to as the bulk of
the real world economy i.e. heavy industry and manufacturing. It has been limited to “supranational, sovereign and
agency (SSA) issuers, commercial banks and electricity utilities in Europe and North America”. The DAC of the
OECD investigated the support and linkages between sources of finance, both public and private. They find that
domestic resources are the largest source of funding for the majority of countries studied. It was also found that they
are highly dependent on public external support in the early stages of the transition. The International Energy Agency’s (IEA) Sustainable Development scenario requires demand for coal to fall by
more than 50% by 2040 to achieve the 1.50 IPPCC goal. This impacts heavily on the electricity generation sector
which currently is at around 40% from fossil fuels. These bonds will focus on greenhouse gas intensive industries
who do not have access to green finance but will require significant financing to make the changes required. Access
to date for green bonds has been focussed on the use of the proceeds on climate and environmental activities such as
wind farms and solar panels. Broadly the activities for which these transition bonds could finance include; •
Cogeneration plants •
Carbon capture storage •
Waste to energy •
Gas powered ships •
Aircraft alternative fuels https://doi.org/10.35944/jofrp.2020.9.1.011
ISSN 2305-7394 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 Increase use of recycled materials, smelting reduction and other energy reducing methods for the targeted
industries Increase use of recycled materials, smelting reduction and other energy reducing methods for the targeted
industries Avery (2019) suggests that while many finance organisations want to change their lending practices they are
essentially caught in the clients’ needs. A greater collaboration of these organisations with their clients during the
structuring and deal making stages is needed. Further they suggest the green bonds are failing to change these
practices or their clients’ plans for investment and that sustainability linked loans are a better prospect. (i) Bonds One of
these is the question of intergenerational equity where he asks whether the current generation should bear all the costs
of climate change mitigation. While this appears a more of a philosophical question, he addresses it by suggesting
debt is an ideal tool for spreading the cost across generations. Specifically, a combination of taxes and debt was
recommended. This appears a good method but does this address the social optimum and the aging population
including the many issues around this such as the changes that will occur due to climate change? Here we might
consider the significant changes to the types of work, where and how we work as well as the health aspects that will
be affected. Are financial instruments used going to have an impact on any, or all, of these issues plus the many more
that could be suggested? Beyond this Sartzetakis (2019) looks at the amounts of funding that are going to be required
to renew and change the infrastructure to meet the new energy source needs for the low carbon economy. A real issue
that is already evident in the green bond market is the concern around greenwashing and transparency. The Green Bonds State of the Market 2018 (Climate Bonds Initiative, 2019) report provided the following
information on the green bond market in 2018 in US Dollars: Table 1. Top 3 Countries and their Top Financiers of Green Bonds in 2018
Country
$USD
Issuer
$USD
USA
34.2bn
Fannie Mae
20.1bn
China
31bn
Industrial Bank
9.6bn
France
14,2bn
Republic of France
6bn
Source: Green Bonds State of the Market 2018 Table 1. Top 3 Countries and their Top Financiers of Green Bonds in 2018 Source: Green Bonds State of the Market 2018 Source: Green Bonds State of the Market 2018 We see the dominance of sovereign funds and large financial organisations. Importantly though the development
banks which were early adopters of this type of investment. Geographically the largest proportion is in the US, closely 138 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 followed by other developed economies such as Canada and Germany. Interestingly there was significant growth in
China but this level of growth had all but disappeared by 2017. g
pp
y
The growth has been strong in recent years and appears to be stabilising. (i) Bonds While the majority of the funding is still
into renewable energy there has been an increase into low carbon buildings and energy efficiency. Other areas of
growth include transport while waste, land use and adaptation remain small. g
p
p
A better understanding of the market is needed by investors for this market to grow for it to have the desired
effects. This would include information of each project and its’ progress including financial returns and
environmental benefits. It is only through clarity of these that the green bond market will be a useful instrument that is confidently invested
in by the large fund managers. This concept, and the greenwashing mentioned earlier, engenders an interest in
understanding more around the taxonomy and the different metrics used. For example, we can consider the UN’s
Sustainable Development Goals (SDGs), of which there are 17, or the EU taxonomy for sustainable activities, which
is applied to screening criteria for 67 activities, or the Task Force on Climate-related Financial Disclosures (TCFDs)
which focusses on climate issues more specifically than the other two. Future research topics: •
Easy research includes the need for some updating from previous work due to the relative newness of, and
growth in, green bonds in recent years – such as who are the investors, is public support still required, what
is the growth and in what types of investments e.g. wind farms or waste? •
What would/could transition bonds look like? If investing in e.g. waste to energy or smelting reduction
technologies would these instruments be positioned differently or structured differently? Is there a market for
these if institutional investors are still reticent about the more familiar green energy bonds? •
What would/could transition bonds look like? If investing in e.g. waste to energy or smelting reduction
technologies would these instruments be positioned differently or structured differently? Is there a market for
these if institutional investors are still reticent about the more familiar green energy bonds? •
Some recent research suggests that green bonds are expensive compared to their non-green bond counterparts
but it is not clear why? Is it really the case or are the risks not being properly accounted for? Does the
uncertainty of what green bonds really are add to these issues? (i) Bonds •
It has been suggested that bonds are the best way to spread the cost of climate change mitigation across
generations – is this the case? Should it be spread in the first place and why? •
Green bond growth in China was strong but this growth has slowed. Why is this the case or in fact is it
correct? This would need to be verified using up to date data and this may provide an understanding of why
have they moved their focus away from these investments. (ii) Low-carbon transition Transition pathways include a broad range of risks and uncertainties, these are addressed in Narratives of Low-Carbon
Transitions – Understanding Risks and Uncertainties. While these are assessing the risks in particular for the low-
carbon pathways for the energy sector transition it allows some understanding of what is required for risk assessment
when using the types of transition financing being discussed in chapter 9 (van Vliet, O, 2019). Displayed below as
an example is Table 2 using data from the book which looks at the different types of risk in Switzerland: Table 2: Risks to successful expansion of renewable sources of electricity in Switzerland (CH)
Barriers
Hydropower
Rooftop PV
Utility scale
wind/PV
Offshore wind
Mediterranean CSP
High Investment
costs
Compounded by low
prices
Ameliorated by
FIT and fees
Compounded by low
prices
Compounded by
low prices
Compounded by low
prices
Landscape/
Visual impact
Only for large hydro
Minor
Unwanted
Low population if
far offshore
Low population in
desert
Permitting
Nature compensation
done
Building owner’s
permission needed
Challenges expected
Transmission line
may be challenged
Transmission line
may be challenged Table 2: Risks to successful expansion of renewable sources of electricity in Switzerland (CH) 139 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 Barriers
Hydropower
Rooftop PV
Utility scale
wind/PV
Offshore wind
Mediterranean CSP
Intermittency
Base load and
dispatchable
Diurnal, weather
and seasonal
Diurnal, weather and
seasonal
Relatively stable,
better in winter
Thermal storage
reduces
Energy
independence
Swiss source
Swiss source, need
balancing
Swiss source, need
balancing
Contributes to
diversification
Contributes to
diversification
Source: Narratives of Low-Carbon Transitions Source: Narratives of Low-Carbon Transitions Other risks associated with transition finance to a low-carbon economy may be to the economy more broadly, in
particular to carbon-intensive industries. These industries may find their asset values to be adversely affected in
particular with any abrupt changes to their energy sources or allowed emission outputs. As noted by Semieniuk et. al. (2019) much climate policy requires rapid support for low carbon technologies via the transition finance which
may leave the carbon intensive firms with stranded assets and an inability to change fast enough. These impacts will
not be isolated to a few companies but rather have a broader impact on the economy. An investigation by Owen et. al. (ii) Low-carbon transition This
would be an interesting place to do this kind of analysis in particular if it could include the other costs of
implementing these types of renewable energy supplies. •
While there has been some research on stranded assets there remains a lack of clear understanding on how
these impact not just on the companies who have them but also the broader community. Are the costs and
risks of stranded assets being included in transition investing and if so how and to what extent? •
While there has been some research on stranded assets there remains a lack of clear understanding on how
these impact not just on the companies who have them but also the broader community. Are the costs and
risks of stranded assets being included in transition investing and if so how and to what extent? (ii) Low-carbon transition (2018) found the need for a ‘finance ecosystem’ approach to ensure a range of
forms of finance for low carbon investment that would support the sector. This ecosystem would include both private
and public sector funding. The finance gap, or lack of funding into this market, would be a significant constraint for
businesses trying to work in this low carbon sector and is most commonly found in low income countries and for
longer term investment requirements. This paper also discusses the need for scaling up this funding which is currently
focussed often on pilot projects – of interest for future research might be where is this funding come from? What
does it look like? Is this need similar to any previous financing needs such as information technology? They also note
“a lack of evaluations looking at additionality and the demonstrator effect, in order to effectively assess whether
public sector support is crowding out or crowding in investment. This requires the development of assessment
methodologies that address displacement of private investment and the counterfactual questions such as: how much
co-financing from the private sector would have occurred without public sector support. This evidence of the impact
of public sector funded interventions is needed — alongside a greater focus evaluating the green innovation impact
on the wider economy — to identify where public funding can have the biggest impact on the transition to a low
carbon economy.” Future Research Topics: •
Barriers to entry and risks associated with this kind of investing is highlighted in the Swiss report e.g. the
intermittent supply and costs of storage or impact on landscape. Some studies in different contexts have used
logit analysis to determine willingness to pay to keep wind farms etc. out of particularly beautiful areas. This
would be an interesting place to do this kind of analysis in particular if it could include the other costs of
implementing these types of renewable energy supplies. •
Barriers to entry and risks associated with this kind of investing is highlighted in the Swiss report e.g. the
intermittent supply and costs of storage or impact on landscape. Some studies in different contexts have used
logit analysis to determine willingness to pay to keep wind farms etc. out of particularly beautiful areas. Systems and Policies and the New Green Deal Discussion around what kind of policy is required to achieve the emission targets set in Paris in 2016 has occurred
since then. The difference in the most recent discussions is less about who needs to agree and to what levels and more
about what needs to happen in the finance sector to facilitate the changes required. There has been a certain amount
of agreement that a policy mix is required which would include the use of “fiscal instruments, targets and standards;
public private co-funding schemes; financial regulation; and disclosure practices.” (Lamperti et. al., 2019, p1.) The
focus in their paper is not on simply scaling up the existing financial sources but more on the quality and de-risking
these investments. They found a significant difference in what types of research and development was being funded
by public and private i.e. public funding focussed on less commercial ventures such as tidal and wave energy while
private funding was predominantly in the established technologies such as wind. Further the private funds only 140 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 entered the higher risk areas once there was existing public funds invested via subordinated debt. In their final policy
insights they state that “Institutional investment may not be enough to vastly increase renewable energy investments
to a scale consistent with mitigation scenarios.” (Lamperti et. al., 2019, p. 11). Additionally, they call for investors to
be patient, not overly risk averse and be prepared to take on projects that will not provide strong returns. As discussed earlier the SDG’s are taking their place in identifying the areas of interest or application of
investments. There has been some research to date on the SDG’s with a few explaining what they do and their role
in the growth of sustainable development (Wood et. al. (2018), Leal Filho et. al. (2018), Schmidt-Traub et. al. (2017)). The need for these to be given a greater level of priority in research for interdisciplinary research, the development
of local level research and to highlight the scientific results to a greater range of stakeholders were considered an
important use of these goals. Environmental goals were considered to have a large focus among the SDGs and that
the interaction among these had significant benefits as seen in Wood et. al. (2018). Systems and Policies and the New Green Deal The EU Taxonomy is the most recent of the metrics and works alongside the SDGs, it was devised by the European
Commission to inform its work on the action plan for financing sustainable growth which was established in 2018. It
sets out criteria for 67 activities that are making a contribution to climate change mitigation and works with the
mandate of the technical expert group on sustainable finance. In brief the report states that “The EU Taxonomy is a
tool to help investors, companies, issuers and project promoters navigate the transition to a low-carbon, resilient and
resource-efficient economy.” (EU Technical Expert Group on Sustainable Finance, p. 2). Not surprisingly there has
as yet been little research on this taxonomy however we do find a short comment by Lai (2019) where he states that
Japanese asset managers are sceptical of the rule based taxonomy and their preference is for a more market led
approach. Schmidt-Traub et. al. (2017) investigated the gaps in scope and coverage of the various indexes and dashboards
which is of interest to future researchers in evaluating the various metrics that are currently in use. Other papers
explore more specific applications including in nursing, victims of unsustainability and wicked problems such as the
challenge of food safety versus food security. There are many more specific areas to look at which could be better
understood by reading some of the existing work by authors such as Rush (2019), Benton and Shaffer (2016) and
Kopnina (2015). The TCFDs were recommended in 2017 and are strictly focused on climate related issues and are more similar to
the EU Taxonomy than the broader SDGs. They provide recommendations on how to disclose any climate related
financial risks as well as opportunities. It provides recommendations around governance issues such as board
oversight of these issues as well as management’s role in assessing and managing these risks and opportunities. Strategy and risk management practices are recommended as well as guidance around metrics disclosure, scopes (1,
2 and 3) as well as targets used to manage the risks. To date much of the research around TCFD’s has been
predominantly in the form of commentaries such as Tyagi (2018) who stated that the oil and gas industry are possibly
the only sector with the necessary expertise and position to adapt and strengthen the risks and opportunities the
TCFDs are designed to identify. Systems and Policies and the New Green Deal Herman (2105) continued this discussion into the impact on equality finding the concepts of
this earlier version to in fact have a furthering of the unequal distribution on environmental and economic assets. Four years later White (2019) offered some notes on how some of the disengagement shown in the vote in the US
Congress in 2019 could be ameliorated. He states that “This paper is written from the sense that it may well be more
productive now to acknowledge that all conceivable programs for just transition are going to be socio-technical in
nature, multi-scalar and, by definition, concerned with designing low-carbon futures.” (p. 1). h di
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The discussion of the progress requires a look at transition finance on a smaller scale – what are the banks doing
with personal lending and small business loans? This is the less ‘sexy’ side of transitioning finance but may be
interesting to better understand and may provide some interesting research opportunities. We know that many of the
large financial institutions are offering cheaper loans if you are putting solar panels on your home or installing a water
tank. Similarly small businesses have similar ‘energy saving’ savings on loans available as well as the more direct
interest rate reductions if they are in the business of green technologies. In Australia a comparison website (Finder,
2019) state “A green personal loan is a personal loan specifically designed to fund the purchase of specific energy-
efficient products, such as electric or hybrid cars, energy-efficient air conditioning or solar panels. These loans can
be secured or unsecured and have terms ranging from six months up to seven years. They also tend to feature flexible
borrowing limits based on the items you want to purchase, and many lenders allow you to make early repayments
without penalty. Green personal loans are a good choice for most borrowers who have a good credit score.” So while
not exactly indicating much of a discount we find globally this is more clear. The Canadian bank RBC offer a 1%
discount on their interest rates for loans over $5,000 when purchasing certain energy saving products. Systems and Policies and the New Green Deal Table 3: % of GDP in Green Investment by Country
Source: Barbier (2010)
A little later Schwartzman (2011) looked at the deal from the perspective of the success of the New Deal enacted
during the Great Depression in the 1930’s. He argues that the aim of that deal was to save capitalism and that the
class struggle that ensued was what resulted in the formation of the industrial unions in 1936. He goes on to suggest
that this New Green Deal could provide an opportunity for another such research stating one of the goals i.e. the
creation of worker owned factories to be a possible catalyst. While this angle of the research is a little different from
the expected it is often these completely new ways of analysing an issue that are the most interesting and
innovative/productive. Herman (2105) continued this discussion into the impact on equality finding the concepts of
this earlier version to in fact have a furthering of the unequal distribution on environmental and economic assets. Four years later White (2019) offered some notes on how some of the disengagement shown in the vote in the US
Congress in 2019 could be ameliorated. He states that “This paper is written from the sense that it may well be more
productive now to acknowledge that all conceivable programs for just transition are going to be socio-technical in
nature, multi-scalar and, by definition, concerned with designing low-carbon futures.” (p. 1). Table 3: % of GDP in Green Investment by Country
Source: Barbier (2010) Table 3: % of GDP in Green Investment by Country
Source: Barbier (2010) Source: Barbier (2010) Source: Barbier (2010) A little later Schwartzman (2011) looked at the deal from the perspective of the success of the New Deal enacted
during the Great Depression in the 1930’s. He argues that the aim of that deal was to save capitalism and that the
class struggle that ensued was what resulted in the formation of the industrial unions in 1936. He goes on to suggest
that this New Green Deal could provide an opportunity for another such research stating one of the goals i.e. the
creation of worker owned factories to be a possible catalyst. While this angle of the research is a little different from
the expected it is often these completely new ways of analysing an issue that are the most interesting and
innovative/productive. Systems and Policies and the New Green Deal In a similar vein Eccles and Krzus (2019) conducted a field experiment prior to the
publication of the TCFDs on fifteen of the largest oil and gas companies by market capitalisation to determine how
easily they could be implemented. They found that a number of the required disclosures were already in existence as
voluntary and recommended further studies be conducted to see how these have been implemented since the
publication. The Green New Deal is not a new idea as such having been first termed by Thomas Friedman in 2007 to raise the
idea of a transition away from fossil fuels. It appeared to be gaining new ground in recent years with a resolution
going to US Congress in 2019 however it was voted down in the Senate by 57 to 0. So while it is not looking likely
in the current political environment in the US it appears to have greater resonance in the banking and investment
community who are looking more into sustainable products for the long term. The goals of this Green New Deal
included job creation in the transition in areas such as sustainable agriculture, conservation and infrastructure;
workers displaced from their current jobs to receive income and benefits as they transition to alternative work; public,
community and worker ownership of the energy system; and end all subsidies for fossil fuels and impose a greenhouse
gas fee or tax. g
The previous version of this green new deal had a large amount of academic research undertaken looking at it
from a variety of perspectives. An opinion piece in Nature by Barbier (2010) gave two key reasons for countries to
get behind this new transition; “First, international competitiveness: those countries that have spent large amounts on
green projects are now better placed in the race for technological superiority. Second, deficit reduction: reducing
dependency on foreign oil and raising cash through carbon taxes or auctioned permits will ease national debts.” He
discusses leaders and laggards and cites worsening effects of climate change including energy insecurity,
environmental degradation and global poverty as some of the results on inaction. Table 3 below shows data from 141 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 2009 as described by Barbier (2010) showing the percentage of GDP in green investments by country compared to
the 1% target of the deal. the 1% target of the deal. Systems and Policies and the New Green Deal •
What changes have or are likely to occur under the Green New deal and how likely is the creation of worker
owned factories being created? •
There is a great deal to explore in how or if the Green New Deal is implemented and a vast array of
consequences under any guise – all of which encourage interesting research exploration e.g. who are the
leaders and the laggards and why? •
There is a great deal to explore in how or if the Green New Deal is implemented and a vast array of
consequences under any guise – all of which encourage interesting research exploration e.g. who are the
leaders and the laggards and why? gg
y
•
A little researched area of finance in general are the lending practices of the large financial institutions around
the world which would be greatly enhanced with an investigation of the lending practices associated with the
view to essentially green lending on a small and medium scale. Simpson et. al. (2016) looked at the GFC as
a driver for more responsible mortgage lending and may provide a sound way to undertake this kind of
analysis. Systems and Policies and the New Green Deal The World
GBC Europe Regional Networks (2018) wrote the report ‘Creating an Energy Efficient Mortgage for Europe:
Towards a New Market Standard’ which sets out a plan for how mortgage lenders and borrowers can help tackle
climate change by improving millions of properties across Europe. It proposes energy efficiency mortgages to be
made available across Europe and calls on lenders, industry and government to work together to achieve these goals. There appears to be a growth area for transition finance in the banking sector but little to no growth in the research
covering this new and interesting part of the ‘road to a sustainable planet’. 142 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 Future Research Topics: •
The need for investors to be patient and willing to accept a lower return is the opposite to what is mostly in
place in fund management and appears contradictory. So what does this mean these investments look like? A
h
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The need for investors to be patient and willing to accept a lower return is the opposite to what is mostly in
place in fund management and appears contradictory. So what does this mean these investments look like? Are they a mere addition to existing financial instruments or is something completely new required? place in fund management and appears contradictory. So what does this mean these investments look like? Are they a mere addition to existing financial instruments or is something completely new required? p
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Are they a mere addition to existing financial instruments or is something completely new required? ey a mere addition to existing financial instruments or is something completely new required? •
While the SDG’s are still very new there is an array of research opportunities including how or if they can
be applied globally or would they have to be managed to fit within other economies? •
Does the new taxonomy emerging help investors to better understand the green bonds and other transition
finance and their investment prospects? •
The work done by Eccles and Krzus (2019) prior to the publication of the TCFDs would be interesting to
follow up and determine exactly how well they are managing post publication. Provinces and States
Cities Source: ICAP, Status Report 2020 Source: ICAP, Status Report 2020 The best known and most widely traded is the EU ETS and has had the most research already undertaken on it. Other schemes and research undertaken have come and gone including the Australian Emissions Trading Scheme
where Australia was an early adopter however the political environment caused its demise. Interestingly this political
effect has been investigated recently in Britain, Germany, Australia and New Zealand with a greater level of
investigation required to be able to form a comprehensive view of the impact. A few reviews have been undertaken
of emissions trading (Ranson et. al. (2016), Ellerman et. al. (2015), Jotzo et.al (2018)) which provide some interesting
issues which may provide further investigation. The importance of linkages between schemes and across jurisdictions
which may provide a better global coverage and accountability is discussed both explicitly in some of these and other
papers. As noted in Table 4 above, the city-based approach in China has dominated but as Jotzo et.al. (2018) show
there is a broader approach being applied, in this growing part of the global economy a better understanding of what
is taking place there would benefit greatly the growth in knowledge of global emissions management. Other research
has investigated the carbon emissions schemes and corporate responsibility (Kolk and Pinkse, 2017). g
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The lesser known markets include water quality (and quantity) markets, habitat and biodiversity markets and
wetland markets in the US. Below is a summary of these markets: Table 5: U.S. Environmental Markets
Market
Summary
Water Quality
Goal to reduce pollution of waterway by land managers to meet the Clean Water Act requirements. To date it
has not been widely adopted. At trading’s core, a buyer (e.g. a pollution source such as a municipal wastewater
facility) purchases water quality improvements, or credits, from a seller (e.g. a farmer installing a buffer along a
stream to capture sediment runoff) that reduces its pollutants beyond what it is required to do. In order for trades
to occur, the seller needs to reduce pollution more cost effectively than the buyer. Both buyers and sellers will
need to control their own pollution to some minimum level, or baseline, before generating credits (U.S.EPA,
2007, p29). Source: United States Department of Agriculture Markets as transition instruments Globally there are a vast array of environmental markets. The major markets we think of are those related to climate
change/energy/carbon such as the European Emissions Trading Scheme and the California Emissions Trading
Scheme. We will commence by reviewing these markets and then proceed to investigate the other less researched
markets. The most recent report by the International Carbon Action Partnership (ICAP) provides information on these
markets including how they are traded, sectoral coverage and allowance prices. It suggests that almost 1 in 6 of the
global population lives in a country/region or city in which an ETS is in force. Currently the operating ETS are set
up in Table 4 below in order of levels of coverage of a scheme: Table 4: Emissions Trading Schemes
Supranational
Countries
Provinces and States
Cities
EU member states +
Iceland, Lichtenstein and
Norway
Kazakhstan
California
Beijing
Mexico
Connecticut
Chongqing
New Zealand
Delaware
Saitama
Republic of Korea
Fujian
Shanghai
Switzerland
Guangdong
Shenzhen
Hubei
Tianjin
Maine
Tokyo
Maryland
Massachusetts
New Hampshire Table 4: Emissions Trading Schemes 143 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 Supranational
Countries
Provinces and States
Cities
New Jersey
New York
Nova Scotia
Québec
Rhode Island
Vermont
Source: ICAP Status Report 2020 Provinces and States
Cities Water Quantity
Water quantity markets, including groundwater offsets and in-stream buybacks, operate when water rights are
appropriated for non-consumptive use, or when water rights are shifted between users to reallocate resources
within a watershed. Wetland
Markets for wetlands are used to create incentives for landowners to improve the ecosystem of their land and
form part of the Clean Water Act Section 404. Biodiversity and
Habitat Markets
Environmental markets for habitats create incentives for landowners to improve ecosystem services on their
lands. These markets are often incentivized by regulatory programs such as the Endangered Species Act, though
they may also be voluntary. Carbon Markets
Increasing atmospheric concentrations of greenhouse gases (GHGs) such as carbon dioxide, methane, and
nitrous oxide cause changes in temperature and climate. Environmental markets for carbon and GHG can
provide funding for conservation practices that decrease carbon dioxide or other GHG emissions. Source: United States Department of Agriculture Table 5: U.S. Environmental Markets Water quantity markets, including groundwater offsets and in-stream buybacks, operate when water rights are
appropriated for non-consumptive use, or when water rights are shifted between users to reallocate resources
within a watershed. Markets for wetlands are used to create incentives for landowners to improve the ecosystem of their land and
form part of the Clean Water Act Section 404. Environmental markets for habitats create incentives for landowners to improve ecosystem services on their
lands. These markets are often incentivized by regulatory programs such as the Endangered Species Act, though
they may also be voluntary. Increasing atmospheric concentrations of greenhouse gases (GHGs) such as carbon dioxide, methane, and
nitrous oxide cause changes in temperature and climate. Environmental markets for carbon and GHG can
provide funding for conservation practices that decrease carbon dioxide or other GHG emissions. Source: United States Department of Agriculture 144 D. Cotton / ACRN Journal of Finance and Risk Perspectives 9 (2020) 137-147 When looking at social markets we don’t find the level of depth as for these more widely recognised environmental
markets. However, it is clearly understood that a sustainable world includes social elements. Eizenberg and Jaboreen
(2017) state that efforts toward a sustainable planet will be undermined without socially oriented practices. They
suggest it requires recognition that vulnerable groups will bear a large amount of the burden of climate change for
example and this is exacerbated by their lack of a voice. Provinces and States
Cities Their proposition is that participation by all groups of society
will increase the efficacy of any strategies towards sustainability. An important financial instrument used in this area
are the social impact bonds (SIBs) and these have been widely used, and for the most part successful, in achieving
their goals whether they are reducing recidivism, keeping children with their families or building affordable housing. What they are missing is a market in which they can be traded leaving them a difficult investment proposition for
fund managers needing liquidity. The London Stock Exchange has listings for Charity Bonds which provides an idea
of how SIBs may have an avenue for trading. Future Research Topics •
Of interest to researchers looking at the broad range of environmental markets in the US would include their
success rate in improving their targeted issues, the take up of these instruments and who is benefiting. We
assume that the major benefactor is the environment however for these markets to be viable they require an
ability to trade and financial benefits (or at least not losses) for those buying and selling in them. •
Of interest to researchers looking at the broad range of environmental markets in the US would include their
success rate in improving their targeted issues, the take up of these instruments and who is benefiting. We
assume that the major benefactor is the environment however for these markets to be viable they require an
ability to trade and financial benefits (or at least not losses) for those buying and selling in them. •
There is little to no research looking at making SIBs a liquid security and if they are to achieve a greater level
of importance in the implementation of social benefits as benefits to sustainability this may be a good place
to start. •
There is little to no research looking at making SIBs a liquid security and if they are to achieve a greater level
of importance in the implementation of social benefits as benefits to sustainability this may be a good place
to start. Conclusion These financial and sustainability related instruments and markets are significantly under researched using scientific
and independent methodologies. There has been significant growth in these areas in recent years and therefore they
have increased without much clear understanding of their impacts. We see that transition finance includes green bonds
whose growth has been exponential globally however we are as yet uncertain if they are working, are they targeted
properly or if they correctly priced given their risk and return. Not included in the suggestions by area we see that
political agendas play a significant role in the markets and instruments discussed. The financial markets have also
been reliant of political will which vacillates over time as can be seen currently and would be interesting to investigate. The role of research to provide facts to the conversation can only be a benefit to a sustainable future. References Avery, H. (2019, December 3) Six ways to fix sustainable finance – 4: Develop transition finance. Retrieved from
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Creative Commons Attribution (CC BY SA) license
(https://creativecommons.org/licenses/by-sa/4.0/) 147
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Different ocean states and transient characteristics in Last Glacial
Maximum simulations and implications for deglaciation
X. Zhang, G. Lohmann, G. Knorr, and X. Xu
Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, Bussestrasse 24, 27570 Bremerhaven, Germany Correspondence to: X. Zhang (xu.zhang@awi.de) Received: 6 July 2012 – Published in Clim. Past Discuss.: 1 August 2012
Revised: 5 July 2013 – Accepted: 13 August 2013 – Published: 15 October 2013 Abstract. The last deglaciation is one of the best con-
strained global-scale climate changes documented by climate
archives. Nevertheless, understanding of the underlying dy-
namics is still limited, especially with respect to abrupt cli-
mate shifts and associated changes in the Atlantic meridional
overturning circulation (AMOC) during glacial and deglacial
periods. A fundamental issue is how to obtain an appropriate
climate state at the Last Glacial Maximum (LGM, 21 000 yr
before present, 21 ka BP) that can be used as an initial con-
dition for deglaciation. With the aid of a comprehensive cli-
mate model, we found that initial ocean states play an impor-
tant role on the equilibrium timescale of the simulated glacial
ocean. Independent of the initialization, the climatological
surface characteristics are similar and quasi-stationary, even
when trends in the deep ocean are still significant, which pro-
vides an explanation for the large spread of simulated LGM
ocean states among the Paleoclimate Modeling Intercom-
parison Project phase 2 (PMIP2) models. Accordingly, we
emphasize that caution must be taken when alleged quasi-
stationary states, inferred on the basis of surface properties,
are used as a reference for both model inter-comparison and
data model comparison. that changes in the glacial deep ocean already occur before
the last deglaciation. In combination, these findings repre-
sent a new paradigm for the LGM and the last deglaciation,
which challenges the conventional evaluation of glacial and
deglacial AMOC changes based on an ocean state derived
from 21 ka BP boundary conditions. 1
Introduction Due to its capability to redistribute large amounts of heat
around the globe (e.g. Ganachaud and Wunsch, 2000), the
Atlantic meridional overturning circulation (AMOC) is a key
player in the global climate system. Potential changes in the
operational mode of the AMOC, as a consequence of alter-
ations in the hydrological cycle and greenhouse gas concen-
tration, draw our concerns regarding the future fate of our
climate (Meehl et al., 2007). During glacial and deglacial periods, large and abrupt
changes in the climate system are thought to have repeat-
edly occurred. These changes have been linked to large and
abrupt shifts in the AMOC (e.g. Dansgaard et al., 1993;
Bard et al., 2000; Ganopolski and Rahmstorf, 2001; Knorr
and Lohmann, 2003, 2007; Liu et al., 2009; Barker et al.,
2010; Menviel et al., 2011). A well-suited period to inves-
tigate the underlying mechanisms by model simulations is
the last deglaciation (Knorr and Lohmann, 2007; Liu et al.,
2009; Menviel et al., 2011) due to the abundance of avail-
able data based reconstructions (e.g. Lea et al., 2003; Mc-
Manus et al., 2004; Peltier, 2004; Ahn and Brook, 2008;
Gherardi et al., 2009). One of the most fundamental is-
sues in this respect is the definition of a climate state to
be used as an initial state. On account of the abundance of The simulated ocean state with the most realistic AMOC
is characterized by a pronounced vertical stratification, in
line with reconstructions. Hosing experiments further sug-
gest that the response of the glacial ocean is dependent on the
ocean background state, i.e. only the state with robust strat-
ification shows an overshoot behavior in the North Atlantic. We propose that the salinity stratification represents a key
control on the AMOC pattern and its transient response to
perturbations. Furthermore, additional experiments suggest
that the stratified deep ocean formed prior to the LGM dur-
ing a time of minimum obliquity (∼27 ka BP). This indicates study. A summary of the experiment characteristics is also
provided in Table 1. study. A summary of the experiment characteristics is also
provided in Table 1. Published by Copernicus Publications on behalf of the European Geosciences Union. 1) (Braconnot et
al., 2007; Weber et al., 2007). Thus, it is open to question
whether the different LGM AMOC states are potentially as-
sociated with different regimes due to the mean deep-ocean
properties. Following this, we further elaborate the transient
responses upon different background conditions. 2
Model and experimental design 26
Figure 1 Meridional section of zonal mean salinity in Atlantic Ocean for six
PMIP2 models (CCSM3 (Otto-Bliesner et al., 2006) HadCM3M2 (Gordon
et al., 2000), MIROC 3.2 (K-1-Model-Developers, 2004), ECBilt-CLIO (de
Fig. 1. Meridional section of zonal mean salinity in Atlantic
Ocean for six PMIP2 models (CCSM3 (Otto-Bliesner et al., 2007)
HadCM3M2 (Gordon et al., 2000), MIROC 3.2 (K-1-Model-
Developers, 2004), ECBilt-CLIO (de Vries and Weber, 2005),
FGOALS-1.0g (Yu et al., 2002, 2004) and IPSL-CM4-V1-MR
(Marti et al., 2005)). The stratification in CCSM3 and HadCM3M2
is comparable with reconstruction (Otto-Bliesner et al., 2007),
while the ocean structure in MIROC 3.2, ECBilt-CLIO, FGOALS-
1.0g and IPSL-CM4-V1-MR is more like the present-day, with the
saltiest deep-water mass in the North Atlantic. According to their
salinity structure, one can divide the PMIP2 models into two main
classes, which are related to a highly stratified ocean, but weaker
AMOC (i.e. CCSM3 and HadCM, as our quasi-equilibrium ocean
state) and weaker stratified, but stronger AMOC (transient ocean
state). 2.2.1
LGM simulations External forcing and boundary conditions are imposed ac-
cording to the PMIP3 protocol for the LGM (available at
http://pmip3.lsce.ipsl.fr/). The respective boundary condi-
tions for the LGM comprise orbital forcing, greenhouse gas
concentrations (CO2 = 185 ppm; N2O = 200 ppb; CH4 =
350 ppb), ocean bathymetry, land surface topography, run-
off routes according to PMIP3 ice sheet reconstruction and Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. X. Zhang et al.: LGM simulations and implications for deglaciation et al.: LGM simulations and implications for deglaciation
26
Figure 1 Meridional section of zonal mean salinity in Atlantic Ocean for six
PMIP2 models (CCSM3 (Otto-Bliesner et al., 2006) HadCM3M2 (Gordon
et al., 2000), MIROC 3.2 (K-1-Model-Developers, 2004), ECBilt-CLIO (de
Fig. 1. Meridional section of zonal mean salinity in Atlantic
Ocean for six PMIP2 models (CCSM3 (Otto-Bliesner et al., 2007)
HadCM3M2 (Gordon et al., 2000), MIROC 3.2 (K-1-Model-
Developers, 2004), ECBilt-CLIO (de Vries and Weber, 2005),
FGOALS-1.0g (Yu et al., 2002, 2004) and IPSL-CM4-V1-MR
(Marti et al., 2005)). The stratification in CCSM3 and HadCM3M2
is comparable with reconstruction (Otto-Bliesner et al., 2007),
while the ocean structure in MIROC 3.2, ECBilt-CLIO, FGOALS-
1.0g and IPSL-CM4-V1-MR is more like the present-day, with the
saltiest deep-water mass in the North Atlantic. According to their
salinity structure, one can divide the PMIP2 models into two main
classes, which are related to a highly stratified ocean, but weaker
AMOC (i.e. CCSM3 and HadCM, as our quasi-equilibrium ocean
state) and weaker stratified, but stronger AMOC (transient ocean
state). 2320 et al.: LGM simulations and implications for deglaciation available proxy data and maximum ice sheet volume (Dup-
lessy et al., 1988; Bard et al., 2000; Adkins et al., 2002; Pflau-
mann, 2003; Peltier, 2004; Gersonde et al., 2005; Lynch-
Stieglitz et al., 2007; Clark et al., 2009; Gutjahr and Lip-
pold, 2011; Hesse et al., 2011), the Last Glacial Maximum
(LGM, about 21 000 yr before present, hereafter 21 ka BP)
commonly serves as the starting point for simulations of the
last deglaciation (Liu et al., 2009; Menviel et al., 2011). Fur-
thermore, it is also an excellent test bed for climate models
to simulate a climate that strongly deviates from our mod-
ern condition (e.g. the Paleoclimate Modeling Intercompar-
ison Projection, or PMIP; Braconnot et al., 2007) for the
future projection (Braconnot et al., 2012). However, there
was a substantial difference in AMOC states among differ-
ent models during the LGM (Otto-Bliesner et al., 2007). It
is worth noting that PMIP utilized no specific protocol con-
cerning the initial ocean condition for LGM simulations, and
only CCSM3 and HadCM3M2, initialized from a previous
glacial ocean state, were found to yield a simulated glacial
ocean comparable to reconstructions (Fig. 2.1
Model description The comprehensive climate model COSMOS (ECHAM5-
JSBACH-MPIOM) is used to analyse the different responses
of the LGM to initial ocean states. The atmosphere model
ECHAM5 (Roeckner et al., 2003), complemented by land
surface model JSBACH (Brovkin et al., 2009), was used at
T31 resolution (∼3.75◦) with 19 vertical layers. The ocean
model MPI-OM (Marsland et al., 2003), including the dy-
namics of sea ice formulated using viscous-plastic rheology
(Hibler III, 1979), has the resolution of GR30 (∼3◦) in the
horizontal and 40 uneven vertical layers. Note that the Hy-
drological Discharge model (HDmodel) (Hagemann, 2002)
is also embedded in the ECHAM5, guaranteeing a closure
freshwater balance in our coupled system. The climate model
was already utilized to analyse the last millennium (Jung-
claus et al., 2010), warm climates in the Miocene (Knorr et
al., 2011) and the Pliocene (Stepanek and Lohmann, 2012;
Dowset et al., 2013), glacial (Kageyama et al., 2013; Gong et
al., 2013) and interglacial climate (Varma et al., 2012; Wei et
al., 2012; Wei and Lohmann, 2012). 2.2
Experimental design In the following section we describe the experimental set-up
of the ten model simulations that represent the basis for our Clim. Past, 9, 2319–2333, 2013 www.clim-past.net/9/2319/2013/ www.clim-past.net/9/2319/2013/ X. Zhang et al.: LGM simulations and implications for deglaciation
Table 1. Experimental design of the simulations in this study. Integration
Boundary conditions
Initial conditions
of model years
PI (control)
Pre-industrial
Present-day ocean
3000
LGM2PI
Pre-Industrial
Glacial ocean
3000
LGMW
21 ka
Glacial ocean
4000
LGMS
21 ka
Present-day ocean
5000
LGMS27ka
21 ka, except 27 ka
model year 4000 in LGMS
700
orbital forcing
LGMW-0.2Sv
21 ka
LGMW-e (model year 2900 in LGMW)
150
LGMW-1Sv
21 ka
LGMW-e (model year 2900 in LGMW)
100
LGMS-0.2Sv
21 ka
LGMS-tdeep (model year 2900 in LGMS)
150
LGMS-1Sv
21 ka
LGMS-tdeep (model year 2900 in LGMS)
100
LGMS-e-0.2Sv
21 ka
LGMS-e (model year 4600 in LGMS)
150 X. Zhang et al.: LGM simulations and implications for deglaciation 2321 increased global salinity (+1 psu compared to modern value)
to account for a sea level drop of ∼116 m. years 2700 and 4500, respectively. In LGMW, due to the
fact that there is almost no change in the climatology after
model year 2700 (Figs. 2–7 and S2), the climatologically an-
nual mean of model years 2900–3000 was chosen to repre-
sent the quasi-equilibrium ocean state LGMW-e. In LGMS,
there is almost no difference between climatology of model
years 4600–4700 and 4500–5000. To better compare with the
outputs from the 27 ka simulation (see details in Sect. 2.2.4),
thus we define the climatology mean between model years
4600–4700 as LGMS-e to represent the quasi-equilibrium
state in LGMS. Using the same LGM boundary conditions we performed
two experiments, LGMW and LGMS, with different initial
ocean states and integrated them for 4000 and 5000 yr, re-
spectively. LGMS is initialized from a ocean state with im-
posed present-day temperature and salinity fields (Levitus et
al., 1998), while LGMW is initialized from a glacial ocean
state. The initial glacial ocean was generated through an
ocean-only model, MPI-OM (ocean component of our COS-
MOS set-up), which was run for 3000 yr under the LGM con-
ditions. 2.2
Experimental design To generate the glacial ocean state with MPI-OM,
we obtained its atmospheric forcing from an ECHAM5 ex-
periment in T31 resolution using SST forcing as provided by
CLIMAP (CLIMAP, 1981) in a similar way as done with the
older ECHAM3 version (Lohmann and Lorenz, 2000), and
derived its initial ocean state and surface salinity restoring
from PMIP2 model outputs of CCSM3 (the National Center
for Atmospheric Research CCSM3 model) that is assumed
to have a good performance on simulating the LGM climate
state in comparison to other PMIP2 models (Otto-Bliesner et
al., 2007; Weber et al., 2007). Note that the ocean state between model years 2500–3000
in LGMS also meets PMIP criteria (Fig. S1, for a zoom-
in plot of AMOC indices and global mean SST), although
the trend in its deep ocean properties is significant (Fig. 4). Accordingly, to better compare with LGMW-e, model years
2900–3000 in LGMS are averaged to represent this ocean
state and named as LGMS-tdeep here. p
A comparison among the ocean states LGMS-tdeep,
LGMS-e and LGMW-e was made with respect to the cor-
responding climatology (Figs. 5–7 and S2) and surface and
deep ocean trends (Figs. 2–4). It suggests that due to their
similarity LGMS-e and LGMW-e can represent the final
equilibrium LGM state in our model, however LGMS-tdeep
is the state in the transient phase of bottom-water properties. In this study, we will mainly focus on the contrast between
LGMS-tdeep and LGMW-e (Figs. 2–4). To define the representative climatology from both LGM
runs we employed the quasi-equilibrium criteria of the PMIP
protocol (Braconnot et al., 2007) to assess the stability
of the simulated ocean states. That is, quasi-equilibrium
state can be defined, as the global SST trend is less than
0.05 k century−1 as well as a stable AMOC. Figures 2 and
3 show the AMOC indices and 100 yr running means of
global mean sea surface temperature (SST) for the simula-
tions LGMW and LGMS. Compared to the gradual increase
of AMOC and SST in LGMW, the decreasing trend in LGMS
is particularly pronounced, especially after the model year
3000. 2.2.2
Pre-industrial simulations To examine whether the feature of time-dependency on ini-
tial ocean states in glacial simulations is also present in a
warm climate, we conducted two pre-industrial (PI) simula-
tions in this study. One was initialized from the same present-
day ocean state as LGMS, which is referred to as PI control
run and has been analyzed by Wei et al. (2012). The other
one, LGM2PI, was initialised from the glacial ocean state of Based on the PMIP criteria (Braconnot et al., 2007),
LGMW and LGMS are in quasi-equilibrium after model www.clim-past.net/9/2319/2013/ Clim. Past, 9, 2319–2333, 2013 g et al.: LGM simulations and implications for deglaciation
2500
3000
3500
4000
4500
14.8
14.85
14.9
14.95
15
15.05
15.1
15.15
15.2
15.25
15.3
15.35
15.4
model year
Global SST (degC)
LGMW
LGMS
Figure 3 100-year running mean for global mean SST in LGMW (blue)
LGMS (red). The gap between the model year 3000-3200 in LGMS is d
missed dataset Units: °C
Fig. 3. 100 yr running mean for global mean SST in LGMW (blue)
and LGMS (red). The gap between the model year 3000–3200 in
LGMS is due to missed dataset. Units: ◦C. ng et al.: LGM simulations and implications for deglaciation
2500
3000
3500
4000
4500
14.8
14.85
14.9
14.95
15
15.05
15.1
15.15
15.2
15.25
15.3
15.35
15.4
model year
Global SST (degC)
LGMW
LGMS
Figure 3 100-year running mean for global mean SST in LGMW (blue
LGMS (red). The gap between the model year 3000-3200 in LGMS is d
missed dataset Units: °C
Fig. 3. 100 yr running mean for global mean SST in LGMW (blue)
and LGMS (red). The gap between the model year 3000–3200 in
LGMS is due to missed dataset. Units: ◦C. X. Zhang et al.: LGM simulations and implications for deglaciation 2322 2000
2500 2700
3000
3500
4000
4500
5000
15
20
25
30
35
model year
AMOC index (Sv)
LGM−W
LGM−S
a)#
Fig.%2%
2000
2500
3000
3500
4000
4500
5000
0
2
4
6
8
10
AABW−cell index (Sv)
LGM−W
2000
2500
3000
3500
4000
4500
5000
0
2
4
6
8
10
model year
AABW−cell index (Sv)
LGM−S
b)%
c)%
Figure 2 AMOC indices with respect to a) NADW-c
maximum value of stream function below 500m in the
b-c) AABW-cell (defined as the maximum of absolu
function below 2500m along 30 S) for LGMS (red) and
Fig. 2. 2.2.4
The 27 ka simulation (defined as the
As explicitly discussed in Sect. 3.2, reconstructions suggest
that the recorded LGM ocean structure might have been
formed prior to the LGM. To gain a deeper understanding on
the influence of boundary conditions (especially insolation)
in shaping the state of the LGM ocean and AMOC, we per-
formed the simulation LGMS27ka in which orbital parame-
ters of 27 ka BP (precession: 196.532◦, obliquity: 22.2514◦,
eccentricity: 0.017451) (Laskar et al., 2004) are imposed on
LGM boundary conditions. This simulation was initialized
from model year 4000 of LGMS and is integrated for 700 yr
(Table 1). The last 100 yr average was considered to represent
the corresponding 27 ka BP climatology. .%2%
2000
2500
3000
3500
4000
4500
5000
0
2
4
6
8
10
model year
AABW−cell index (Sv
LGM−S
c)% Figure 2 AMOC indices with respect to a) NADW-ce
maximum value of stream function below 500m in the N
b-c) AABW-cell (defined as the maximum of absolut
function below 2500m along 30 S) for LGMS (red) and L
Fig. 2. AMOC indices with respect to (a) NADW-cell (defined as
the maximum value of stream function below 500 m in the North
Atlantic) and (b–c) AABW-cell (defined as the maximum of abso-
lute value of stream function below 2500 m along 30◦S) for LGMS
(red) and LGMW (blue). The bold solid lines are the 10 yr running
mean. Units: Sv=106 m3 s−1. 2.2.2
Pre-industrial simulations AMOC indices with respect to (a) NADW-cell (defined as
the maximum value of stream function below 500 m in the North
Atlantic) and (b–c) AABW-cell (defined as the maximum of abso-
lute value of stream function below 2500 m along 30◦S) for LGMS
(red) and LGMW (blue). The bold solid lines are the 10 yr running
mean. Units: Sv=106 m3 s−1. 2000
2500 2700
3000
3500
4000
4500
5000
15
20
25
30
35
model year
AMOC index (Sv)
LGM−W
LGM−S
a)# Figure 3 100-year running mean for global mean SST in LGMW (blue
LGMS (red). The gap between the model year 3000-3200 in LGMS is d
i
d d t
t U it
°C
Fig. 3. 100 yr running mean for global mean SST in LGMW (blue)
and LGMS (red). The gap between the model year 3000–3200 in
LGMS is due to missed dataset. Units: ◦C. 2000
2500
3000
3500
4000
4500
5000
0
2
4
6
8
10
AABW−cell index (Sv)
LGM−W
b)% 3.1.1
Surface properties 28
LGMW. Both PI simulations were integrated for 3000 yr (Ta-
ble 1) using identical PI boundary conditions as in previous
studies in PMIP (Crucifix et al., 2005). The average of the
model years 2900–3000 is considered to represent the clima-
tology in both simulations. 28
LGMW. Both PI simulations were integrated for 3000 yr (Ta-
ble 1) using identical PI boundary conditions as in previous
studies in PMIP (Crucifix et al., 2005). The average of the
model years 2900–3000 is considered to represent the clima-
tology in both simulations. The global climatological mean SST are 14.9 ◦C and 15.3 ◦C
in LGMW-e and LGMS-tdeep, i.e. 2.8 ◦C and 2.4 ◦C lower
than the PI control run, respectively. The SST differences rel-
ative to PI are similar in the quasi-equilibrium ocean states
(Figs. 5 and 6). In the high latitudes of the Southern Hemi-
sphere, our model simulates a pronounced annual mean cool-
ing of SST around Antarctica (Figs. 5 and 6), in line with
proxy data (Gersonde et al., 2005). In the Northern Hemi-
sphere, a robust meridional thermal gradient is well simu-
lated around 40 ∼45◦N, and the most pronounced cooling
is found off the eastern coast of Iceland to eastern part of
Nordic Sea (Figs. 5 and 6). Both features are comparable to
reconstructions (Kucera et al., 2005; de Vernal et al., 2006). In contrast to the MARGO data (Waelbroeck et al., 2009), X. Zhang et al.: LGM simulations and implications for deglaciation 2323 b)#
d)#
a)#
c)#
LGMS-t
LGMS-e
LGMW-e
LGMW (3800-4000)
Figure 4 Salinity trend in Atlantic Ocean for model year 2800-3000 in
LGMS-td
(A) and LGMW-e (C) and model year 4500-4700 in LGMS-e
Fig. 4. Salinity trend in Atlantic Ocean for model year 2800–3000 in LGMS-tdeep (A) and LGMW-e (C) and model year 4500–4700 in
LGMS-e (B) and model year 3800–4000 in LGMW (D). Units: psu century−1. Figure 4 Salinity trend in Atlantic Ocean for model year 2800-3000 in
LGMS-tdeep (A) and LGMW-e (C) and model year 4500-4700 in LGMS-e
Fig. 4. Salinity trend in Atlantic Ocean for model year 2800–3000 in LGMS-tdeep (A) and LGMW-e (C) and model year 4500–4700 in
LGMS-e (B) and model year 3800–4000 in LGMW (D). Units: psu century−1. W (D). Units: psu/century. are consistent with the reconstructions, representing the cli-
matological surface patterns during the LGM. W (D). Units: psu/century. are consistent with the reconstructions, representing the cli-
matological surface patterns during the LGM. (B) and model year 3800-4000 in LG
our model as well as PMIP2 models underestimate the pro-
nounced east–west SST anomaly gradient in the northern
North Atlantic. Despite the different initial conditions in LGMW and
LGMS, there is also a reasonable agreement between the sea
ice concentrations (SIC) in both ocean states and proxy data
(Fig. 5a, b), such as the austral winter sea ice extent in the At-
lantic sector and the austral summer sea ice extent in the In-
dian ocean sector (Gersonde et al., 2005). But the simulations
underestimate the large extent of summer sea ice between
5◦E and 5◦W in the Southern Ocean. During boreal winter,
sea ice increases, especially along the coast of Newfound-
land, extending far into the western Atlantic (Pflaumann,
2003; Kucera et al., 2005; de Vernal et al., 2006). Sea ice ex-
tent is underestimated in the north-eastern Atlantic Ocean in
our model (Paul and Schäfer-Neth, 2003; Pflaumann, 2003)
due to an active North Atlantic current that maintains rel-
atively warm conditions at the sea surface (Fig. 5). During
boreal summer the eastern part of the Nordic seas is partly
sea ice-free (Fig. 5a, b), which is spatially coherent with sea
ice free conditions as indicated in the GLAMAP reconstruc-
tion of the LGM (Paul and Schäfer-Neth, 2003; Pflaumann,
2003). X. Zhang et al.: LGM simulations and implications for deglaciation In addition, there is perennial summer sea ice extent in
the west of the Nordic Sea along the eastern coast of Green-
land and Labrador Sea (Fig. 5), in agreement with the recon-
structions (Pflaumann, 2003; Kucera et al., 2005; de Vernal
et al., 2006). In summary, the similar surface properties gen-
erated in both LGM ocean states LGMS-tdeep and LGMW-e 2.2.3
Hosing experiments To investigate the stability of the two LGM ocean states and
the dependence of the AMOC on ocean stratification, we
have imposed constant freshwater perturbations (FWP) of
+0.2 Sv and +1 Sv over the Ice-Rafted Debris belt (around
40◦N–55◦N, 45◦W–20◦W) (Hemming, 2004) in the North
Atlantic for 150 and 100 yr, respectively (Table 1). After the
FWP, the experiments continued running for another 250 yr
to evaluate the recovery processes. www.clim-past.net/9/2319/2013/ www.clim-past.net/9/2319/2013/ Clim. Past, 9, 2319–2333, 2013 X. Zhang et al.: LGM simulations and implications for deglaciation 3.1.2
Distinct deep ocean properties Figure 7 shows the meridional sections of zonal mean sea
salinity and temperature along the Atlantic Ocean and the
spatial patterns of the AMOC. In terms of the water mass
properties of ocean interior there are pronounced differences
between LGMW-e and LGMS-tdeep (Fig. 7). Only LGMW-
e possesses an important key feature of the glacial ocean,
i.e. the saltier and colder AABW at the bottom of the South-
ern Ocean compared to LGMS-tdeep. This is consistent with
a reconstruction of Adkins et al. (2002), while the wa-
ter mass of LGMS-tdeep is more similar to the present-day
ocean state (Fig. 7e, f). According to water mass configu-
ration reconstructed from nutrient tracers (Duplessy et al.,
1988; Curry and Oppo, 2005; Marchitto and Broecker, 2006;
Lynch-Stieglitz et al., 2007; Hesse et al., 2011), the North At-
lantic Deep Water (NADW) shoals to about 2000–2500 m as
Glacial North Atlantic Intermediate Water (GNAIW) due to
the enhanced northward invasion of Antarctic Bottom Water
(AABW) at the LGM. The AMOC associated with the sink-
ing of NADW (hereafter NADW-cell) in LGMW-e shoals by
∼500 m relative to present-day to 2500 m. This is indicative
of a shallow NADW-cell and an abyssal ocean occupied by
the AABW (hereafter AABW-cell) (Fig. 7a, d, g). A similar
pattern is also found in the quasi-equilibrium state LGMS-e www.clim-past.net/9/2319/2013/ www.clim-past.net/9/2319/2013/ Clim. Past, 9, 2319–2333, 2013 X. Zhang et al.: LGM simulations and implications for deglaciation 2324 p
g
Figure 6 Anomaly of annual mean SST for a) LGM
LGMW-e minus LGMS-tdeep and c) LGMW-e minus LG
a)
b)
c)
Fig. 6. Anomaly of annual mean SST for (a) LGMW-e minus PI,
(b) LGMW-e minus LGMS-tdeep and (c) LGMW-e minus LGMS-
e. Units: ◦C. Figure 5 Annual mean of sea surface temperature (SST, unit: °C, shaded)
and seasonal sea ice concentration (SIC, unit: %, contour) in the LGMW-e
(a) and LGMS-tdeep (b). The white lines represent winter for each
hemisphere, while the red line represents summer. The dashed lines indicate
15% SIC, and solid lines 90% SIC. (c) Zonal mean of global SST in PI
(black), LGMW-e (blue) and LGMS-t (red). Units: °C. a)
b)
c)
Fig. 5. Annual mean of sea surface temperature (SST, unit: ◦C,
shaded) and seasonal sea ice concentration (SIC, unit: %, contour)
in the LGMW-e (a) and LGMS-tdeep (b). 3.1.2
Distinct deep ocean properties The white lines repre-
sent winter for each hemisphere, while the red line represents sum-
mer. The dashed lines indicate 15 % SIC, and solid lines 90% SIC. (c) Zonal mean of global SST in PI (black), LGMW-e (blue) and
LGMS-tdeep (red). Units: ◦C. a) c) Figure 5 Annual mean of sea surface temperature (SST
b) b) g
p
(
)
and seasonal sea ice concentration (SIC, unit: %, contour) in the LGMW-e
(a) and LGMS-tdeep (b). The white lines represent winter for each
hemisphere, while the red line represents summer. The dashed lines indicate
15% SIC, and solid lines 90% SIC. (c) Zonal mean of global SST in PI
(black), LGMW-e (blue) and LGMS-t (red). Units: °C. Fig. 5. Annual mean of sea surface temperature (SST, unit: ◦C,
shaded) and seasonal sea ice concentration (SIC, unit: %, contour)
in the LGMW-e (a) and LGMS-tdeep (b). The white lines repre-
sent winter for each hemisphere, while the red line represents sum-
mer. The dashed lines indicate 15 % SIC, and solid lines 90% SIC. (c) Zonal mean of global SST in PI (black), LGMW-e (blue) and
LGMS-tdeep (red). Units: ◦C. c) 31
(Fig. S2). However, in LGMS-tdeep the NADW-cell pene-
trates to ∼3100 m, even deeper than today (Fig. 7b, e, h). trates to ∼3100 m, even deeper than today (Fig. 7b, e, h). Besides the evident contrast in the deep ocean properties,
differences in the AMOC strength between LGMW-e and
LGMS-tdeep are also pronounced, although both are stronger
than present-day (Fig. 6g, h, i). In our LGM simulations,
enhanced southern westerlies relative to the PI control run
(Fig. S3) result in a stronger NADW-cell due to a stronger
“Drake Passage Effect” via the enhanced Ekman upwelling
of the deep water (Toggweiler and Samuels, 1995; Wei et al.,
2012). Furthermore, stronger net evaporation in the Atlantic
catchment area (Fig. S4) combined with more heat loss to
the atmosphere from the convection sites over the North At-
lantic (Fig. S5) also result in an enhanced NADW-cell (We-
ber et al., 2007). In addition, the formation of AABW as a
result of brine rejection during sea ice formation is enhanced
due to extensive sea ice formation and increased sea ice ex-
port during the LGM (Fig. S6) (Shin et al., 2003). As a con-
sequence, the expected stronger AMOC states in LGMW-
e and LGMS-tdeep should be distinct from today. X. Zhang et al.: LGM simulations and implications for deglaciation 2325 a)
b)
c)
d)
e)
f)
g)
h)
i)
LGMW-e
LGMS-t
PI control
LGMW-e
LGMS-t
PI control
LGMW-e
LGMS-t
PI control
Figure 7. Meridional section of zonal mean temperature (A-C, units: °C),
salinity (D-F, units: psu) and stream function (G-I, units: Sv (106 m3/s)) in
Fig. 7. Meridional section of zonal mean temperature ((A–C), units: ◦C), salinity ((D–F), units: psu) and stream function ((G–I), units:
Sv (106 m3 s−1)) in the Atlantic Ocean. For panel (F), we added 1 psu to the salinity field for a better comparison with the glacial salinity
structure. a)
b
LGMW-e d)
e
LGMW-e LGMS-t f) d) e) h)
i)
LGMS-t
PI control g)
h
LGMW-e g) Figure 7. Meridional section of zonal mean temperature (A-C, units: °C),
salinity (D-F, units: psu) and stream function (G-I, units: Sv (106 m3/s)) in
Fig. 7. Meridional section of zonal mean temperature ((A–C), units: ◦C), salinity ((D–F), units: psu) and stream function ((G–I), units:
Sv (106 m3 s−1)) in the Atlantic Ocean. For panel (F), we added 1 psu to the salinity field for a better comparison with the glacial salinity
structure. the Atlantic Ocean. For panel (F), w
better comparison with the glacial sal
The different ocean states found in our model are in quasi-
equilibrium according to the PMIP criteria but possess dis-
tinct features with respect to ocean structure and overturn-
ing circulation, which can be also found in PMIP2 models
(Fig. 1). Accordingly, one can classify the simulated ocean
states in PMIP2 models into two classes, “glacial-like” ocean
state as LGMW-e and “present-day-like” glacial ocean state
as LGMS-tdeep. added 1 psu to the salinity field for a
ty structure. ocean state to the other (Fig. 8). This implies that the rea-
son for the different glacial ocean states is not related to
the hydrological balance of the North Atlantic, but to the
mean deep-ocean properties that exist due to different ini-
tial ocean conditions. After the FWP, the overshoot of the
AMOC in LGMW-e (see LGMS-e case in Fig. S7) results in
an abrupt warming over Greenland for several decades, but
not in the LGMS-tdeep case (Figs. 8 and 9). Given the dis-
tinct ocean structures during and after the FWP, we propose
that the stratified glacial ocean plays an important role in the
AMOC recovery by influencing the subsurface warming in
convection sites (especially in the northern North Atlantic,
Fig. 3.1.3
Distinct AMOC recovery processes to freshwater
perturbation Previous model studies show a bistable regime of the AMOC
in its parameter space under present climate conditions,
whereby North Atlantic deep-water formation can be “on”
(as in the present climate) or “off” (e.g., Rahmstorf et al.,
2005). As a consequence different AMOC states can exist
within the same boundary conditions, depending on the ini-
tial conditions in the ocean. In addition, transitions between
different ocean states can be fulfilled by modifying the hy-
drological balance in the Atlantic basin, i.e. the so-called
hosing experiment (e.g. Rahmstorf et al., 2005). To inves-
tigate the potential transition between ocean states LGMW-
e and LGMS-tdeep, Fig. 8 shows the time series of AMOC
indices for respective hosing experiments. It is notable that
neither of these are able to trigger the transition from one X. Zhang et al.: LGM simulations and implications for deglaciation S8), northward transport of tropical warmer and saltier
water and basin-wide salinity adjustment (Figs. S9 and S10)
(cf. Mignot et al., 2007; Liu et al., 2009; Cheng et al., 2011). This may explain the abrupt warming events over Greenland
following the Heinrich events during glacial periods (e.g. the
abrupt warming after Heinrich Event 2) (Dansgaard et al.,
1993; Blunier and Brook, 2001). 3.1.2
Distinct deep ocean properties Note that
the overturning circulation is evidently reduced due to the
stronger vertical stratification that weakens the AMOC from
∼27 Sv in LGMS-tdeep (Fig. 7h) to ∼18 Sv in LGMW-e
(Fig. 7g). Furthermore, the resulting AMOC in LGMW-e is
also supported by reconstructions, suggesting that the glacial Figure 6 Anomaly of annual mean SST for a) LGM
LGMW-e minus LGMS-tdeep and c) LGMW-e minus LG
Fig. 6. Anomaly of annual mean SST for (a) LGMW-e minus PI,
(b) LGMW-e minus LGMS-tdeep and (c) LGMW-e minus LGMS-
e. Units: ◦C. 32
AMOC is shallower (Duplessy et al., 1988; Curry and Oppo,
2005; Marchitto and Broecker, 2006) but as strong as in the
subsequent warm periods within data uncertainties (Lippold
et al., 2012; Ritz et al., 2013). Although proxy data for the
LGM are actually consistent with a range of Atlantic circula-
tion states (McCave et al., 1995; Yu et al., 1996; McManus et
al., 2004; Lynch-Stieglitz et al., 2007; Praetorius et al., 2008;
Gherardi et al., 2009; Huybers and Wunsch, 2010), even in-
cluding the modern state (e.g., LeGrand and Wunsch, 1995),
the ocean state LGMS-tdeep can be ruled out due to its large
inconsistency with the proxy data. www.clim-past.net/9/2319/2013/ Clim. Past, 9, 2319–2333, 2013 X. Zhang et al.: LGM simulations and implications for deglaciation www.clim-past.net/9/2319/2013/ 3.1.4
Reconciling the discrepancies in simulated LGM
ocean states Time series of AMOC in the 0.2 Sv (A: FWP lasts for 150 yr)
and the 1Sv (B: FWP lasts for 100 yr) hosing experiments LGMW-e
(blue) and LGMS-tdeep (red), respectively. The hosing experiments
started from the model year 2700 in each LGM simulation. Dashed
lines represent the LGM control runs (A), and solid lines the hos-
ing experiments (A, B). Despite the different amount of FWP, a
transition between the states LGMW-e and LGMS-tdeep is not trig-
gered. A robust overshoot of the AMOC is only detected in quasi-
equilibrium ocean states (see also Fig. S7). 0
100
200
300
400
−35
−30
−25
−20
−15
−10
year
SAT
Greenland surface temperature
LGMW−0.2Sv
LGMS−0.2Sv
A
B
Figure 9 A) Surface air temperature (SAT) in the latit
the North Atlantic in LGMW-0.2Sv (blue) and LGM
running mean was used to filter out the high frequenc
The red and blue dashed lines indicate the pre-hosi
Fig. 9. (A) Surface air temperature (SAT) in the latitude belt of 60–
70◦N in the North Atlantic in LGMW-0.2Sv (blue) and LGMS-
0.2Sv (red). 5 yr running mean was used to filter out the high-
frequency signals of the SAT. The red and blue dashed lines indicate
the pre-hosing reference level for LGMS-tdeep and LGMW-e, re-
spectively. (B) Excess surface temperature increase related to the
overshoot of the AMOC (270th–300th yr) in LGMW-0.2Sv. The
d t
t
i
l ti
t
LGMW i
th
N
th 0
100
200
300
400
−35
−30
−25
−20
−15
−10
year
SAT
Greenland surface temperature
LGMW−0.2Sv
LGMS−0.2Sv
A −300
−150
0
150
300
450
600
0
5
10
15
20
25
30
35
year
AMOC index (Sv)
Freshwater Perturbation
LGM−W
LGM−S
LGMW−0.2Sv
LGMS−0.2Sv
A Greenland surface temperature Freshwater Perturbation A lasts for 150 years)
periments LGMW e
A
B 0
100
200
300
400
0
5
10
15
20
25
30
35
Year
Sv
Freshwater Perturbation
LGMW-1Sv
LGMS-1Sv
B Freshwater Perturbation Figure 8 Time series of AMOC in the 0.2Sv (A: FW
and the 1Sv (B: FWP lasts for 100 years) hosing
(blue) and LGMS-tdeep (red), respectively. The hos
from the model year 2700 in each LGM simulation
the LGM control runs (A), and solid lines the hosi
Despite the different amount of FWP, a transiti
Fig. 8. 3.1.4
Reconciling the discrepancies in simulated LGM
ocean states Time series of AMOC in the 0.2 Sv (A: FWP lasts for 150 yr)
and the 1Sv (B: FWP lasts for 100 yr) hosing experiments LGMW-e
(blue) and LGMS-tdeep (red), respectively. The hosing experiments
started from the model year 2700 in each LGM simulation. Dashed
lines represent the LGM control runs (A), and solid lines the hos-
ing experiments (A, B). Despite the different amount of FWP, a
transition between the states LGMW-e and LGMS-tdeep is not trig-
gered. A robust overshoot of the AMOC is only detected in quasi-
equilibrium ocean states (see also Fig. S7). B B g experiments started
ashed lines represent
experiments (A, B). between the states
ershoot of the AMOC
lso Fig. S7). Figure 9 A) Surface air temperature (SAT) in the
the North Atlantic in LGMW-0.2Sv (blue) and
running mean was used to filter out the high freq
The red and blue dashed lines indicate the pre-
LGMS-tdeep and LGMW-e, respectively. B) Ex
increase related to the overshoot of the AMO
Fig. 9. (A) Surface air temperature (SAT) in the latitude belt of 60–
70◦N in the North Atlantic in LGMW-0.2Sv (blue) and LGMS-
0.2Sv (red). 5 yr running mean was used to filter out the high-
frequency signals of the SAT. The red and blue dashed lines indicate
the pre-hosing reference level for LGMS-tdeep and LGMW-e, re-
spectively. (B) Excess surface temperature increase related to the
overshoot of the AMOC (270th–300th yr) in LGMW-0.2Sv. The
pronounced temperature increase relative to LGMW in the North
Hemisphere is up to 6.8 ◦C at convection sites in the Northern At-
lantic. 34
is only detected in quasi-equilibrium ocean states (se
(e.g. LGMS), the simulated ocean state after 2500 model
years reaches a temporary quasi-equilibrium state identified
by the PMIP protocol, in which the trends in the deep ocean
are significant. (Figs. 2–4 and S1). The simulated surface
properties are consistent with reconstructions (Figs. 5 and
6), further masking the transient deep ocean characteristics. This feature is not identified in the simulation initialized from
a glacial ocean state (LGMW). Due to the lack of a spec-
ification regarding the initial ocean state for simulating the
LGM, all the PMIP2 models (except CCSM3 and HadCM)
were initialized from the present-day ocean (Braconnot et
al., 2007; Weber et al., 2007). As a consequence, CCSM3
and HadCM eventually generate a glacial-like ocean (e.g. 3.1.4
Reconciling the discrepancies in simulated LGM
ocean states A significant feature in our LGM simulations is the different
equilibrium timescales depending on the initial ocean states. When the present-day ocean serves as the initialization www.clim-past.net/9/2319/2013/ Clim. Past, 9, 2319–2333, 2013 et al.: LGM simulations and implications for deglaciation
P lasts for 150 years)
xperiments LGMW-e
g experiments started
ashed lines represent
experiments (A, B). between the states
ershoot of the AMOC
lso Fig. S7). 0
100
200
300
400
−35
−30
−25
−20
−15
−10
year
SAT
Greenland surface temperature
LGMW−0.2Sv
LGMS−0.2Sv
A
B
Figure 9 A) Surface air temperature (SAT) in the l
the North Atlantic in LGMW-0.2Sv (blue) and L
running mean was used to filter out the high frequ
The red and blue dashed lines indicate the pre-h
LGMS-tdeep and LGMW-e, respectively. B) Ex
increase related to the overshoot of the AMO
Fig. 9. (A) Surface air temperature (SAT) in the latitude belt of 60–
70◦N in the North Atlantic in LGMW-0.2Sv (blue) and LGMS-
0.2Sv (red). 5 yr running mean was used to filter out the high-
frequency signals of the SAT. The red and blue dashed lines indicate
the pre-hosing reference level for LGMS-tdeep and LGMW-e, re-
spectively. (B) Excess surface temperature increase related to the
overshoot of the AMOC (270th–300th yr) in LGMW-0.2Sv. The
pronounced temperature increase relative to LGMW in the North
Hemisphere is up to 6.8 ◦C at convection sites in the Northern At-
lantic. X. Zhang et al.: LGM simulations and implications for deglaciation 2326 0
100
200
300
400
0
5
10
15
20
25
30
35
Year
Sv
Freshwater Perturbation
LGMW-1Sv
LGMS-1Sv
B
Figure 8 Time series of AMOC in the 0.2Sv (A: FWP lasts for 150 years)
and the 1Sv (B: FWP lasts for 100 years) hosing experiments LGMW-e
(blue) and LGMS-tdeep (red), respectively. The hosing experiments started
from the model year 2700 in each LGM simulation. Dashed lines represent
the LGM control runs (A), and solid lines the hosing experiments (A, B). Despite the different amount of FWP, a transition between the states
LGMW e and LGMS td
is not triggered A robust overshoot of the AMOC
−300
−150
0
150
300
450
600
0
5
10
15
20
25
30
35
year
AMOC index (Sv)
Freshwater Perturbation
LGM−W
LGM−S
LGMW−0.2Sv
LGMS−0.2Sv
A
Fig. 8. 3.1.4
Reconciling the discrepancies in simulated LGM
ocean states LGMW-e) as well as the AMOC overshoot after the FWP
(e.g. in CCSM3, Cheng et al., 2011), whereas other simu-
lations generate a present-day-like ocean (e.g. LGMS-tdeep) 35
LGMW-0.2Sv. The pronounced temperature incr
the North Hemisphere is up to 6.8°C at conv
Atlantic. without the feature of an AMOC overshoot (e.g. in ECBilt-
CLIO-VECODE, Roche et al., 2010), emphasizing the im-
portant role played by initial ocean states on LGM simula-
tions (Figs. 1, 8 and 9). Furthermore, our results could be in-
terpreted in the sense that the large spread of simulated LGM
ocean state among the PMIP2 models can be attributed to
different (or insufficient) deep ocean equilibration or initial-
ization. 3.1.5
Deep ocean quasi-equilibrium criteria It is noteworthy that the fundamental difference between
LGM ocean states LGMW-e and LGMS-tdeep is their distinct www.clim-past.net/9/2319/2013/ Meridional section of zonal mean salinity anomalies
(shaded) in global ocean between LGMS27ka and LGMS-e. For the
comparison, we averaged the corresponding model year 4600–4700
in both experiments. 36
OS, black dashed). d) in
Figure 12 Meridional section of zonal mea
in the Atlantic Ocean in LGM2PI. The de
t
l
i di
ti
th t th P
i d
t
Fig. 12. Meridional section of zonal mean temperature (A) and
salinity (B) in the Atlantic Ocean in LGM2PI. The deep ocean struc-
ture is similar to PI control run, indicating that the Pre-industrial
simulation is insensitive to the initial ocean condition. Figure 11 Meridional section of zonal mean salinity anomalies (sha
global ocean between LGMS27ka and LGMS-e. For the comparis
averaged the corresponding model year 4600-4700 in both experimen
Fig. 11. Meridional section of zonal mean salinity anomalies
(shaded) in global ocean between LGMS27ka and LGMS-e. For the
comparison, we averaged the corresponding model year 4600–4700
in both experiments. initial ocean condition. equilibrium, an equilibrium criteria for deep ocean properties
should be well specified for future model inter-comparisons. Shown in Fig. 4 are the salinity trends in the Atlantic
Ocean in LGMS-tdeep, LGMS-e, LGMW-e and model years
3800–4000 of LGMW. In the quasi-equilibrium ocean states
in LGMW and LGMS-e (Fig. 4b–d), salinity varies at a
rate of no more than 0.006 psu century−1 at a water depth
lower than 3000 m, whereas up to or even more than
0.01 psu century−1 in LGMS-tdeep (Fig. 4a). In addition, the
deep ocean salinity trend is relatively larger in the Atlantic
section of the Southern Ocean that is one of main formation
sites of AABW. Therefore, we propose that the glacial deep initial ocean condition. equilibrium, an equilibrium criteria for deep ocean properties
should be well specified for future model inter-comparisons. Shown in Fig. 4 are the salinity trends in the Atlantic
Ocean in LGMS-tdeep, LGMS-e, LGMW-e and model years
3800–4000 of LGMW. In the quasi-equilibrium ocean states
in LGMW and LGMS-e (Fig. 4b–d), salinity varies at a
rate of no more than 0.006 psu century−1 at a water depth
lower than 3000 m, whereas up to or even more than
0.01 psu century−1 in LGMS-tdeep (Fig. 4a). In addition, the
deep ocean salinity trend is relatively larger in the Atlantic
section of the Southern Ocean that is one of main formation
sites of AABW. www.clim-past.net/9/2319/2013/ For the
comparison, we averaged the corresponding model year 4600–4700
in both experiments. A
B
Figure 12 Meridional section of zonal mean t
in the Atlantic Ocean in LGM2PI. The deep
control run, indicating that the Pre-industrial
initial ocean condition. Fig. 12. Meridional section of zonal mean temperature (A) and
salinity (B) in the Atlantic Ocean in LGM2PI. The deep ocean struc-
ture is similar to PI control run, indicating that the Pre-industrial
simulation is insensitive to the initial ocean condition. equilibrium, an equilibrium criteria for deep ocean properties
should be well specified for future model inter-comparisons Zonal mean SST anomaly between PMIP2 models and WOA98 −70
−65
−60
−55
−50
−45
−40
−4
−3
−2
−1
0
1
2
3
4
Latitude
SST
Zonal mean SST anomaly between PMIP2 models and WOA98
CCSM 3
MIROC 3.2
HadCM3M2
IPSL CM4 V1
ECBilt−CLIO
FGOALs 1.0g
COSMOS
∆"SST"()" A 10 Zonal mean of SST anomaly between respective PI control runs
odels participating in PMIP2 and observational data (World Oce
98), i.e. CCSM3 (black solid), MIROC 3.2 (red solid), HadCM3M
solid), IPSL-CM4-V1-MR (blue solid), ECBilt-CLIO (yellow solid
Fig. 10. Zonal mean of SST anomaly between respective PI control
runs of the models participating in PMIP2 and observational data
(World Ocean Atlas 98), i.e. CCSM3 (black solid), MIROC 3.2 (red
solid), HadCM3M2 (green solid), IPSL-CM4-V1-MR (blue solid),
ECBilt-CLIO (yellow solid), FGOALS-1.0g (cyan solid)), as well
as the model used in this study (COSMOS, black dashed). 10 Zonal mean of SST anomaly between respective PI control runs
odels participating in PMIP2 and observational data (World Ocea
98), i.e. CCSM3 (black solid), MIROC 3.2 (red solid), HadCM3M
solid), IPSL-CM4-V1-MR (blue solid), ECBilt-CLIO (yellow solid
Fig. 10. Zonal mean of SST anomaly between respective PI control
runs of the models participating in PMIP2 and observational data
(World Ocean Atlas 98), i.e. CCSM3 (black solid), MIROC 3.2 (red
solid), HadCM3M2 (green solid), IPSL-CM4-V1-MR (blue solid),
ECBilt-CLIO (yellow solid), FGOALS-1.0g (cyan solid)), as well
as the model used in this study (COSMOS, black dashed). 10 Zonal mean of SST anomaly between respective PI control runs
Fig. 10. Zonal mean of SST anomaly between respective PI control B 36
MOS, black dashed). Figure 11 Meridional section of zonal mean salinity anomalies (sha
global ocean between LGMS27ka and LGMS-e. For the comparis
averaged the corresponding model year 4600-4700 in both experimen
Fig. 11. www.clim-past.net/9/2319/2013/ www.clim-past.net/9/2319/2013/ www.clim-past.net/9/2319/2013/ Clim. Past, 9, 2319–2333, 2013 X. Zhang et al.: LGM simulations and implications for deg
−70
−65
−60
−55
−50
−45
−40
−4
−3
−2
−1
0
1
2
3
4
Latitude
SST
Zonal mean SST anomaly between PMIP2 models and WOA98
CCSM 3
MIROC 3.2
HadCM3M2
IPSL CM4 V1
ECBilt−CLIO
FGOALs 1.0g
COSMOS
∆"SST"()"
e 10 Zonal mean of SST anomaly between respective PI control runs
models participating in PMIP2 and observational data (World Ocea
98), i.e. CCSM3 (black solid), MIROC 3.2 (red solid), HadCM3M
n solid), IPSL-CM4-V1-MR (blue solid), ECBilt-CLIO (yellow solid
ALS 1 0
(
lid))
ll
th
d l
d i
thi
t d
Fig. 10. Zonal mean of SST anomaly between respective PI control
runs of the models participating in PMIP2 and observational data
(World Ocean Atlas 98), i.e. CCSM3 (black solid), MIROC 3.2 (red
solid), HadCM3M2 (green solid), IPSL-CM4-V1-MR (blue solid),
ECBilt-CLIO (yellow solid), FGOALS-1.0g (cyan solid)), as well
as the model used in this study (COSMOS, black dashed). X. Zhang et al.: LGM simulations and implications for deglaciation 2327 X. Zhang et al.: LGM simulations and implications for deglaciation
2327
36
−70
−65
−60
−55
−50
−45
−40
−4
−3
−2
−1
0
1
2
3
4
Latitude
SST
Zonal mean SST anomaly between PMIP2 models and WOA98
CCSM 3
MIROC 3.2
HadCM3M2
IPSL CM4 V1
ECBilt−CLIO
FGOALs 1.0g
COSMOS
∆"SST"()"
re 10 Zonal mean of SST anomaly between respective PI control runs of
models participating in PMIP2 and observational data (World Ocean
s 98), i.e. CCSM3 (black solid), MIROC 3.2 (red solid), HadCM3M2
en solid), IPSL-CM4-V1-MR (blue solid), ECBilt-CLIO (yellow solid),
OALS-1.0g (cyan solid)), as well as the model used in this study
SMOS, black dashed). Fig. 10. Zonal mean of SST anomaly between respective PI control
runs of the models participating in PMIP2 and observational data
(World Ocean Atlas 98), i.e. CCSM3 (black solid), MIROC 3.2 (red
solid), HadCM3M2 (green solid), IPSL-CM4-V1-MR (blue solid),
ECBilt-CLIO (yellow solid), FGOALS-1.0g (cyan solid)), as well
as the model used in this study (COSMOS, black dashed). Figure 11 Meridional section of zonal mean salinity anomalies (shaded) in
global ocean between LGMS27ka and LGMS-e. For the comparison, we
averaged the corresponding model year 4600-4700 in both experiments. Fig. 11. Meridional section of zonal mean salinity anomalies
(shaded) in global ocean between LGMS27ka and LGMS-e. www.clim-past.net/9/2319/2013/ Therefore, we propose that the glacial deep vertical stratification associated with the AABW-cell, which
is relatively stable compared with the NADW-cell in the
LGM simulations (Fig. 2). This is supposed to be the main
cause for a weaker NADW-cell associated with a pronounced
vertical stratification, owing to continuous transportation of
the dense AABW to the abyssal Atlantic basin in LGMS. To
explicitly diagnose the transient characteristics of the deep
ocean in LGMS and qualify the possibility that the deep
ocean in some of the PMIP2 models were not in quasi- www.clim-past.net/9/2319/2013/ www.clim-past.net/9/2319/2013/ 38
Clim. Past, 9, 2319–2333, 2013 X. Zhang et al.: LGM simulations and implications for deglaciation 2328 A
B
C
D
Figure 13 Zonal mean temperature (A, C) and salinity (B, D) anomalies
between the 350th and 200th model year in LGM2PI (A, B) and LGMS (C,
Fig. 13. Zonal mean temperature (A, C) and salinity (B, D) anomalies between the 350th and 200th model year in LGM2PI (A, B) and
LGMS (C, D). Note that the range of color bar in LGM2PI is twice as large as in LGMS. C A C D B B D Figure 13 Zonal mean temperature (A, C) and salinity (B, D) anomalies
between the 350th and 200th model year in LGM2PI (A, B) and LGMS (C,
Fig. 13. Zonal mean temperature (A, C) and salinity (B, D) anomalies between the 350th and 200th model year in LGM2PI (A, B) and
LGMS (C, D). Note that the range of color bar in LGM2PI is twice as large as in LGMS. 40
. timescale for the PMIP2 models initialized from present-day
ocean state could be no less than 5000 yr. Given the equilib-
rium timescale of ∼2500 yr in LGMW, it is of utmost impor-
tance to specify one standard glacial ocean state to initialize
the glacial simulations in the new phase of PMIP for the im-
provement of LGM simulations and future inter-model and
model-data comparison. 39
LG
ocean can be diagnosed as quasi-equilibrium at least when
basin-wide average salinity at depths larger than 3000 m
varies at a rate less than 0.006 psu century−1 in Atlantic
Ocean and less than 0.008 psu century−1 in Atlantic section
of Southern Ocean. Previous model studies suggested that the strengthened sea
ice formation and export under a cold climate could enhance
brine rejection in the Southern Ocean, leading to a strength-
ened AABW (Shin et al., 2003; Butzin et al., 2005; Liu et
al., 2005; Otto-Bliesner et al., 2007). This suggests that the
colder the simulated Southern Ocean is, the more efficient
the AABW formation. Figure 10 shows the zonal mean SST
bias of the PMIP2 models with observation data at present-
day. www.clim-past.net/9/2319/2013/ It is evident that only CCSM3 in the PMIP2 models
and the model used in this study (COSMOS) have a general
cooling bias south of 50◦S that is close to the northern edge
of winter sea ice cover during the LGM (Gersonde et al.,
2005). This surface cooling bias may accelerate the forma-
tion of AABW and thus shorten the equilibrium timescale for
the deep ocean. Considering the integration time of 5000 yr
in the simulation LGMS, we suggest that the equilibrium X. Zhang et al.: LGM simulations and implications for deglaciation of zonal mean sea salinity and temperature along Atlantic
Ocean in simulation LGM2PI. The resulting deep ocean
properties are similar to our PI control run (Fig. 12), implying
the equilibrium timescale of the deep ocean under PI bound-
ary conditions is shorter than under LGM conditions. northward invasion of AABW. However, it is worth noting
that the nutrient proxy data cannot rule out that the recon-
structed ocean structure during the LGM might have been
formed prior to the LGM. Recently, Schmitt et al. (2012)
suggested that the carbon cycle in the climate system during
the LGM was already in an equilibrium and the net trans-
fer of carbon to the deep ocean had occurred prior to the
LGM. Additionally, in previous ocean model studies a glacial
ocean comparable to the reconstructions can be generated
only if sea ice export is imposed to the glacial Southern
Ocean (Butzin et al., 2005; Hesse et al., 2011), suggesting
that the deep-ocean water mass distribution as inferred from
reconstructions is sensitive to the sea ice dynamics in the
Southern Ocean. Using a sea ice reconstruction based on di-
atoms, Allen et al. (2011) suggested that more extensive sea
ice extent was found between ∼22 ka and ∼30 ka BP, over-
lapping with the minimum temperature in Antarctica that is
attributed to the lowest obliquity-reducing annual mean solar
radiation to high latitudes. This indicates that the brine re-
jection associated with sea ice formation might be stronger
than during the LGM, resulting in a stronger AABW forma-
tion. Notably, there is also a sharp decrease of atmospheric
CO2 concentration and benthic δ13C at the beginning of Ma-
rine Isotope Stage 2 (MIS2, ∼27 ka BP) (e.g. Hodell et al.,
2003; Ahn and Brook, 2008), implicating abrupt formation
of an abyssal carbon reservoir. In addition, the northward in-
vasion of enhanced AABW, beginning at ∼27 ka BP, also in-
dicates the formation of the reconstructed LGM ocean struc-
ture (Gutjahr and Lippold, 2011) prior to the LGM. Accord-
ingly, it is conceivable that the reconstructed water mass con-
figuration during the LGM might stem from the inception
of MIS2 (∼27 ka BP) that might be the onset of the last
deglaciation due to the following Heinrich Event 2 and sub-
sequent abrupt warming over Greenland (Hemming, 2004;
Blunier and Brook, 2001) and slight increase of atmospheric
CO2 concentration (Ahn and Brook, 2008). 4
Summary and conclusions Based
on
our
investigations
of
transient
and
quasi-
equilibrium integrations of the glacial and interglacial cli-
mate we find a suite of key findings and conclusions that can
be summarized in the context of (A) time-dependent charac-
teristics and (B) general implications. (A) Time-dependent characteristics of ocean properties
and the AMOC: – Climatological surface characteristics can be similar
and quasi-stationary, even when a significant trend in
deep ocean properties still exists. – According to the PMIP criteria (Braconnot et al.,
2007), such quasi-stationary states can be classi-
fied as equilibrium states, based on surface temper-
ature trend analysis. Hence, caution on deep ocean
must be taken when these allegedly quasi-equilibrium
states, on the basis of surface properties, are used
as a reference for both model inter-comparison and
data/model comparison. X. Zhang et al.: LGM simulations and implications for deglaciation This hypothe-
sis is supported by our LGM simulations and the hosing ex-
periments, referring to its long-term equilibrium timescale
from present-day ocean (about 5000 yr, even longer than the
LGM) and distinct AMOC recovery processes to the FWP,
respectively. In addition, model outputs from the simulation
LGMS27ka further corroborate that the formation of AABW
during 27 ka BP, as well as the AABW-cell are more ex-
panded than during the LGM (Fig. 11), implying a critical
role of the time interval, 27 ka BP, for the formation of the
reconstructed LGM ocean structure (Duplessy et al., 1988;
Curry and Oppo, 2005; Marchitto and Broecker, 2006) and
the inception of the last deglaciation. Shown in Fig. 13 are the changes of sea temperature and
salinity with time during the spin-up of LGM2PI and LGMS. In the spin-up of the LGM2PI, the upper layers of the ocean
are warmed due to the warm boundary conditions (Fig. 13a),
reducing the AMOC and NADW formation (Fig. S11). In
this case the way that the bottom water mass interacts with
the surface is mainly through the AABW formation in the
Southern Ocean. In our climate model the major regions of
AABW formation in PI are Antarctic on-shore areas where
brine rejection occurs (Fig. 13a, b) due to sea ice formation
and export. Given this, the warm upper-layer water mass can
be transported to the bottom in the Southern Ocean (Fig. 13a)
and destabilizes the ocean stratification. Under LGM bound-
ary conditions, the equatorward-extended permanent sea ice
edge (Fig. 5) will shift the major AABW formation regions
to the open ocean (Fig. 13c, d) where the dilution of the
brines released by sea ice is more important and the effect of
the brine-generated dense water is much more reduced than
in on-shore regions (Bouttes et al., 2012). In addition, the
cooled upper-layer water mass favors a strengthened AMOC
during the spin-up of LGMS (Fig. S11), decelerating the
northward extension of glacial AABW. Thus, the difference
of the equilibrium timescale of deep ocean water mass be-
tween PI and LGM boundary conditions can be attributed to
the shift of AABW formation sites and different responses of
the AMOC to the boundary conditions during the spin-up. 3.2
Potential origin of the glacial deep ocean Under the LGM (∼21 ka BP) boundary conditions the sim-
ulated quasi-equilibrium ocean states starting from differ-
ent initial ocean states in our climate model, i.e. LGMS-
e and LGMW-e, are comparable to reconstructions (Dup-
lessy et al., 1988; Curry and Oppo, 2005; Marchitto and
Broecker, 2006; Lynch-Stieglitz et al., 2007) (Figs. 5–7 and
S2), however, the equilibrium timescale in the simulations
initialized from the glacial ocean is only about half of the
simulation initialized from the present-day ocean state. Re-
construction data indicates that δ13C-depleted and nutrient-
rich water mass dominates the bottom of the Atlantic Ocean
during the LGM, which is supposed to be a result from a Clim. Past, 9, 2319–2333, 2013 www.clim-past.net/9/2319/2013/ www.clim-past.net/9/2319/2013/ 2329 3.3
Differences of deep ocean equilibrium timescales
between PI and LGM conditions In the following we investigate whether the dependence of
equilibrium timescales on initial ocean states is also present
in PI simulations. Figure 12 shows the meridional sections Clim. Past, 9, 2319–2333, 2013 www.clim-past.net/9/2319/2013/ (B) Implications for data/model and inter-model differences
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Dynamics group in the Alfred Wegener Institute Helmholtz Centre
for Polar and Marine Research (AWI) in Bremerhaven for useful
discussions. Thanks to Conor Purcell for help with English,
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HD model and the computer center of the AWI for the help in
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and editor for constructive comments to improve the manuscript. X. Zhang was funded by China Scholarship Council (CSC). X. Zhang and G. Lohmann are funded through the PACES program
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Fisher-Level Decision Making to Participate in Fisheries Improvement Projects (FIPs) for Yellowfin Tuna in the Philippines
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RESEARCH ARTICLE OPEN ACCESS This study identifies the capabilities needed by small-scale fishers to participate in Fishery
Improvement Projects (FIPs) for yellowfin tuna in the Philippines. The current literature pro-
vides little empirical evidence on how different models, or types of FIPs, influence the par-
ticipation of fishers in their programs and the degree which FIPs are able to foster
improvements in fishing practices. To address this literature gap, two different FIPs are
empirically analysed, each with different approaches for fostering improvement. The first is
the non-governmental organisation-led Partnership Programme Towards Sustainable
Tuna, which adopts a bottom-up or development oriented FIP model. The second is the pri-
vate-led Artesmar FIP, which adopts a top-down or market-oriented FIP approach. The
data were obtained from 350 fishers surveyed and were analysed using two separate mod-
els run in succession, taking into consideration full, partial, and non-participation in the two
FIPs. The results demonstrate that different types of capabilities are required in order to
participate in different FIP models. Individual firm capabilities are more important for fishers
participation in market-oriented FIPs, which use direct economic incentives to encourage
improvements in fisher practices. Collective capabilities are more important for fishers to
participate in development-oriented FIPs, which drive improvement by supporting fishers,
fisher associations, and governments to move towards market requirements. Citation: Tolentino-Zondervan F, Berentsen P,
Bush SR, Digal L, Oude Lansink A (2016) Fisher-
Level Decision Making to Participate in Fisheries
Improvement Projects (FIPs) for Yellowfin Tuna in
the Philippines. PLoS ONE 11(10): e0163537. doi:10.1371/journal.pone.0163537 Editor: Jodie L. Rummer, James Cook University,
AUSTRALIA Editor: Jodie L. Rummer, James Cook University,
AUSTRALIA Received: November 24, 2015
Accepted: September 9, 2016
Published: October 12, 2016 Copyright: © 2016 Tolentino-Zondervan et al. This
is an open access article distributed under the
terms of the Creative Commons Attribution
License, which permits unrestricted use,
distribution, and reproduction in any medium,
provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Funding: This research is funded by the Benefiting
from Innovations in Sustainable and Equitable Tuna
Management in the Coral Triangle and Western
Pacific (BESTTuna) under the Interdisciplinary
Research and Education Fund (INREF) programme
of Wageningen University, The Netherlands. The
BESTTuna website is found at http://www. wageningenur.nl/en/Research-Results/Projects- Frazen Tolentino-Zondervan1*, Paul Berentsen1, Simon R. Bush2, Larry Digal3,
Alfons Oude Lansink1 1 Business Economics Group, Wageningen University, Wageningen, The Netherlands, 2 Environmental
Policy Group, Wageningen University, Wageningen, The Netherlands, 3 School of Management, University
of the Philippines in Mindanao, Davao del Sur, Philippines, Tuna Value Chain Project, Commission on
Higher Education, Davao City, Philippines a1111 * frazen.tolentino@wur.nl * frazen.tolentino@wur.nl Fisher-Level Decision Making to Participate in
Fisheries Improvement Projects (FIPs) for
Yellowfin Tuna in the Philippines Frazen Tolentino-Zondervan1*, Paul Berentsen1, Simon R. Bush2, Larry Digal3,
Alfons Oude Lansink1 Fishers’ Decisions to Participate in FIPs designed to improve compliance with existing rules and management approaches [3–5]. The
design and objectives of these private incentive mechanisms differ, but most commonly involve
incentivising changes in fishing practices through value chain based arrangements such as
industrial coalitions, improvement projects, and eco-certification(e.g. [6]). and-programmes/BESTTuna.htm. The funders had
no role in study design, data collection and
analysis, decision to publish, or preparation of the
manuscript. Competing Interests: The authors have declared
that no competing interests exist. The most dominant private incentive mechanisms for sustainable fisheries is the Marine
Stewardship Council (MSC) standards, against which fisheries practices, the health of stocks
and habitats, and the capacity of management to deliver sustainable outcomes are measured
and certified[7]. However, one of the main criticisms of the MSC is its limited capacity to ade-
quately include DCFs. As of 2015, only 8% MSC-certifiedfisheries are from developing coun-
tries [8]. This limited inclusion is attributed to the high cost of certification,the lack of data on
fish stocks available for assessment, and the inadequate or absence of effective governance and
regulatory systems [9–12]. Recognisingthe difficultiesof DCFs to move towards certification,a
range of Non-Government Organisations (NGOs) and private consultancy firms have devel-
oped Fishery Improvement Projects (FIPs), a step-wise methodologyfor improving fisheries
practices and management that originally started in developed world contexts but is also
focused on DCFs [13–15]. FIPs utilize the market incentives in seafood value chains to stimulate sustainability
improvements, which may or may not lead to MSC certification[15]. For example, retailers
and food companies can push fishers towards improvements by directly funding a FIP or pur-
chasing products (with or without a premium) from a fishery in a FIP [16]. The six stages FIP
model proposed by the Sustainable Fisheries Partnership is as follows: 1. the identification of
improvement goals and engagement of corporate partners; 2. agreement on work plans for
improvement between fishers and participating partners; 3. engagement of regulators by FIP
partners to improve regulation and market partners to adopt better product specification and
procurement policies; 4. measurement of improvements to policy and practice; 5. key scientific
indicators demonstrating a positive trend towards management goals; and 6. (optional) certifi-
cation against the MSC standards [17]. Introduction The sustainability of fisheries is driven in large part by the alignment of fisher practices with
management goals [1, 2]. State regulations, such as restrictions on fishing gears, harvest control
rules, and access restrictions have traditionally been applied to change fisher behavior. How-
ever, the perceived weakness of these state regulations, or total absence in many developing
country fisheries (DCFs), has led to the emergence of private incentive mechanisms, which are PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 1 / 22 NE | DOI:10.1371/journal.pone.0163537
October 12, 20 Fishers’ Decisions to Participate in FIPs (Thunnus albacares) in the Philippines. The first is the market-oriented Artesmar FIP, which is
run by the private-company Meliomar and the consultancy firm BlueYou (Switzerland). This
FIP sets a high sustainability requirement and provides economic incentives to encourage fish-
ers participation. The second is the development-oriented Partnership Programme Towards
Sustainable Tuna (PPTST) FIP, which is run by the World Wildlife Fund for Nature (WWF)
Philippines, and seeks improved local governance of tuna fisheries to meet global value chain
requirements. Both FIPs are focused on yellowfin tuna because of its market value and impor-
tance to the local economy, the scalability of these FIPs to other sites in the Philippines and
beyond targeting yellowfin tuna, and because yellowfin is a species subject to overfishing in
recent years [22–24]. To understand the factors that influence fisher’s decisions to participate in FIPs, we employ
a two stage framework including two models which are run separately. The following section
describes both FIP models and the theoretical basis of capabilities and decision making. This is
followed by an outline of the empirical data collection and of the probit and ordered probit
models used for the two stage modelling. We then provide a justification for the variables
adopted to explain fisher participation in FIPs. The paper concludes with a discussion of the
key variables that are important for participation in different models of FIPs and recommenda-
tions for enhancing fisher participation in FIPs. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 While differing in substance, other FIP models demon-
strate a similar logic (see [18]) and are predicated on facilitating access to high end markets
under the notional condition [15] that the fishery is working towards improvement. Despite convergence around the type of steps required, the mix of organisations involved,
the kinds of fishers targeted, and the extent of institutional support provided in FIPs differ con-
siderably. This is especially the case in the estimated 130-plus developing country FIPs [15]. Based on a recent attempt to create a general classification of FIP implementation [19] we define
two general categories: ‘bottom-up’ development-oriented FIPs, often led by NGOs stimulating
general improvements to government support and regulation; and ‘top-down’ market-oriented
FIPs, led by firms focused on direct economic benefits for fishers in return for strict compliance
[19]. It is assumed that these FIP models have consequences for the way fishers are included in
FIP programs, especially in terms of the decision of fishers to change their practices in accor-
dance with improvement criteria. Yet, there is little empirical evidence to verify this [14, 15]. We argue that the decisions made by fishers to participate in a FIP depends on the type of
capabilities they have and whether these capabilities match with the requirements for participa-
tion. These capabilities refer to the specific skills, practices, and forms of social organisations
[20, 21]. This study classifies these capabilities into individual capabilities at personal level,
individual capabilities at firm-level, and collective capabilities at the fishery or community
level. By identifying these capabilities we build a clearer understanding of the specific factors
that influence fisher decisions to comply with requirements that seek to improve fishing
practices. The objective of this paper is to determine which decision making factors are important for
small scale Filipino tuna fishers’ decisions to participate in two FIPs for yellowfin tuna 2 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs to prepare the fishery for MSC certification.Artesmar also sets chain of custody requirements,
including strict quality standards for tuna, and traceability requirements such as vessel registra-
tion and full catch documentation to verify the absence of Illegal Unreported Unregulated
(IUU) fishing. Fishers participating in the Artesmar FIP are more likely to receive higher prices
for their fish compared to fishers who do not participate because they are trained in how to
handle their catch in such a way that improves the quality of the meat. They also have more
certainty of having a buyer and receiving timely payment for the fish they land. These benefits
of participation in the Artesmar FIP lower the risk of having a highly variable income, but are
offset by the investment required for participation including time and effort allocated to train-
ing, additional effort and investment to satisfy traceability requirements and upgrading facili-
ties to meet fish safety and quality requirements. The cost of training is particularly high
because of the structure of boat ownership, with fishers owning several boats having to extend
new equipment, practices, and knowledge to their multiple boats and boat captains. The PPTST FIP is based on a public-private partnership established in 2011 to develop sus-
tainable practices of yellowfin tuna fishers in Lagonoy and in Occidental Mindoro. Although
funded by WWF Germany and European retailers such as Seafresh (Netherlands), Bell Seafood
(Germany), and Coop (Switzerland), neither higher landing prices nor market access is cur-
rently used as an incentive to participate in the FIP. Instead the PPTST FIP can be classified as
a bottom-up comprehensive FIP, with day-to-day management of the FIP carried out by the
WWF-Philippines and the municipal governments to improve the wider conditions of legal
compliance and fisher safety in the fishery. Implementation of the PPTST FIP by WWF and
the municipal governments focuses primarily on the organisation of fishers in associations,
before engaging them in a consultative decision making process in order to comply with chain
requirements similar to the Artesmar FIP (e.g. [25, 26]). The PPTST FIP targets a very wide range of fishers across the six municipalities of Sablayan,
Mamburao, Paluan, Sta. Cruz, Calintaan, and Rizal, Occidental Mindoro (see Fig 1). Fishers in
Sablayan and Mamburao are large scale and have adequate capital to meet requirements set by
buyers in Metro Manila. Fishers in the other four municipalities have smaller scale operations,
target species other than yellowfin tuna, and have other forms of livelihoods such as rice farm-
ing, carpentry, and grocerystores. Unlike the Artesmar FIP which sets strict requirements for
inclusion in the FIP, fishers can partially participate in the PPTST FIP by attending trainings
related to fishery governance, without delivering tuna to the chain. Full participation requires
the preparation of catch documents and providing export quality tuna based on their attendance
at training sessions. In general, institutional support such as training, subsidies, and in-kind help
are recognisedas important indirect incentives for the improvement of fisher practices (see [6]). Contrary to the trainings in the Artesmar FIP, the trainings in the PPTST FIP are organized and
funded completely by external actors such as the WWF and the municipalities. The PPTST
trainings are not only limited to complying with tuna quality and traceability requirements, but
also extend to improving the governance of the fishery, such as putting in place anti-IUU mea-
sures, and supporting the development of alternative livelihoods (such as ecotourism). Moreover
these trainings reach different types of fishers ranging from small- to large-scale, including those
fishers in remote areas of the municipalities. The trainings, subsidies, and in-kind help are con-
sidered indirect incentives of the bottom up comprehensive FIPs because they are not directly
associated with the market incentives of increased market access or a price premiums [6]. Participation in Different FIP Models
Comparative FIP models In line with defining the different FIP models, the California Environmental Associates (CEA)
[19] created four archetypes based on combination of two characteristic dimensions. The first
dimension focuses on the structure of FIPs, ranging from ‘basic’ to ‘comprehensive’. Basic FIPs
are characterised as a simple, low-cost model which provides small incremental improvements
through time, while comprehensive FIPs are considered those that are resource intensive
model and aimed at achieving MSC certification.The second dimension focuses on supply
chain engagement along a spectrumof bottom-up vs. top-down. Bottom-up FIPs are those that
develop improvements first and only later attempt to access high end markets and major buy-
ers who have made sustainability commitments [19]. In contrast, top-down FIPs are those that
start with the demand of major buyers and retailers to put pressure on fisheries to engage in
sustainability in exchange for market access. The four possible archetypes from these two
dimensions allow us to classify Artesmar as a top-down comprehensive FIP and PPTST as a
bottom-up comprehensive FIP. Beginning in 2013, the goal of Artesmar is to provide market recognition and incentives for
improved business and fishing practices of small scale fishers in the Philippines. Artesmar
works in different regions of the Philippines, trading yellowfin from Occidental Mindoro,
Albay, Quezon and Infanta, Antique, and Eastern Samar, Palawan, Batangas, Subic, Negros
Occidental, and Zamboanga. Our research focused on Sablayan and Mamburao municipalities
in Occidental Mindoro (see Fig 1) because the export chain for yellowfin tuna has been estab-
lished since 2010 and full participation in the FIP is observable. Both of these municipalities
are characterised by a higher concentration of fishers with larger tuna boats and higher tuna
landings than the other municipalities of Occidental Mindoro. The two municipalities also
have good access to tuna processing plants due to improved roads, proximity to landing sites
for easier tuna transfer, and the availability of transportation and major servicessuch as com-
munication and electricity which facilitates improved business transactions. The Artesmar FIP supports fishers to be compliant with legal catch documentation require-
ments, as well as enhancing fishery data, and fishery co-management; all of which are necessary 3 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs Fig 1. The Occidental Mindoro fishery map. doi:10.1371/journal.pone.0163537.g001 Fig 1. The Occidental Mindoro fishery map. doi:10.1371/journal.pone.0163537.g001 doi:10.1371/journal.pone.0163537.g001 4 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ participation decision framework This study analyses fishers’ decisions to participate in the two FIPs (Fig 2). The first stage deci-
sion concerns the choice to opt for participation in the Artesmar FIP or not. In principle, the 5 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs Artesmar FIP delivers higher returns and lowers the risk of fishers in terms of fluctuation in
fish prices. However, higher investments for participation are required. The basic assumption
here is that fishers who can fulfil the requirements of Artesmar FIP will choose this alternative
because this option is expected to lead to a higher utility. As explained by the Utility Maximisa-
tion (UM) framework, a rational individual will maximise his/her income and will minimise
risks [27–29]. The second assumption is that participation in the Artesmar FIP, though pre-
ferred by fishers, is not feasible for many fishers due to their lack of capabilities to comply with
the requirements of the Artesmar FIP. Fishers that find themselves unable to participate in the
Artesmar FIP might then opt for participation in the PPTST FIP as a second best option. Par-
ticipation of a fisher in the PPTST FIP can be partial or full, depending on the fulfilment of
requirements. As an extension of the utility framework, the third assumption is that the per-
ceived social benefits of community membership (see [30–32]), adds to the utility of fishers
when joining the PPTST FIP. The final option is that a fisher does not participate in any FIP. Testing the participation choices requires identifying significant variables that affect income
and risks of fishers. The literature on decision making has extensively describedthe character-
istics of decision makers that affect their level of income and risk (e.g. [33–36]). For this study,
we divide these characteristics into four groups: individual capabilities at personal level, indi-
vidual capabilities at firm-level, collective capabilities, and individual risk attitude and socio-
demographic characteristics. Table 1 shows this grouping of characteristics, which are also
used as the explanatory variables used to analyse decisions for FIP participation in the empiri-
cal model explained below. Capabilities are defined as the specific skills, practices, and forms of social organisations
required to deliver certain tasks in pursuit of long-term goals [20, 21]. The level of capabilities
of individuals or firms influences the amount of risk they can handle and the income they can
Fig 2. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs Table 1. The explanatory variables for fishers’ participation in Artesmar and PPTST FIPs. Characteristics of decision
makers
Definition of variables in Stata
References
FIP
1 if a fisher belongs to non-Artesmar, 0 if a fisher belongs to Artesmar
Stages
1 if fisher belongs to non-participation, 2 if partial participation in PPTST FIP, and 3 if full
participation in PPTST FIP
1. Individual personal capabilities
Fishing years
Fishing experiences (in years)
[34, 39, 47]
Education
Educational attainment of fisher (1 if fisher reaches high school, 0 otherwise)
[34, 39, 47]
2. Individual firm capabilities
Initial investment
Initial investment for tuna fishing boat (in ‘000,000 Philippine Pesos)
[34, 76]
Boat ownership
1 if tuna fishing boat owner, 0 if non-boat owner
[6]
Boat capacity
Tuna capacity of boats (in ‘000 kg)
[6]
Fishing trips
Number of tuna fishing trips in a month
[42]
Type of fishing employment
1 if fisher is fishing tuna year round, 0 otherwise
[42]
Operating distance
Tuna fishing operating distance (in km)
[42]
Fishing days
Number of tuna fishing days
[42]
3. Collective capabilities
Membership to an association
1 if fisher has membership to a fisher association, 0 otherwise
Interviews, [6]
Trainings and subsidies
1 if a fisher receives trainings and subsidies from government, 0 otherwise
Interviews, [6]
Financing operation
1 if fisher personally finances his fishing operation, 0 if finances by Casas
Interviews, [6, 43, 44,
50]
4. Individual risk attitude and socio demographic
Risk Attitude
1 if fisher sells in quality method, 0 if straight method
[34, 35, 46]
Age
Individual fisher’s age (in years)
[34, 47]
Number of family members
Number of immediate family members
[34]
Other source of income
1 if fisher has other sources of income, 0 otherwise
[48, 49]
doi:10.1371/journal.pone.0163537.t001 generate [37]. For instance, a fisher that is more capable of adopting a certain fishing technol-
ogy will find the risk of adoption lower than a fisher who still needs to build his/her capability
to adopt the fishing technology. Moreover, the adoption of a fishing technology by a more
capable fisher increases the likelihoodof gaining a higher income [34, 35, 38]. The capabilities are expressed at the individual, firm and collective levels. Fishers’ participation decision framework The decision model for fisher participation. doi:10.1371/journal.pone.0163537.g002
Fishers’ Decisions to Participate in FIPs Fig 2. The decision model for fisher participation. Fig 2. The decision model for fisher participation. Fig 2. The decision model for fisher participation. doi:10.1371/journal.pone.0163537.g002 doi:10.1371/journal.pone.0163537.g002 Artesmar FIP delivers higher returns and lowers the risk of fishers in terms of fluctuation in
fish prices. However, higher investments for participation are required. The basic assumption
here is that fishers who can fulfil the requirements of Artesmar FIP will choose this alternative
because this option is expected to lead to a higher utility. As explained by the Utility Maximisa-
tion (UM) framework, a rational individual will maximise his/her income and will minimise
risks [27–29]. The second assumption is that participation in the Artesmar FIP, though pre-
ferred by fishers, is not feasible for many fishers due to their lack of capabilities to comply with
the requirements of the Artesmar FIP. Fishers that find themselves unable to participate in the
Artesmar FIP might then opt for participation in the PPTST FIP as a second best option. Par-
ticipation of a fisher in the PPTST FIP can be partial or full, depending on the fulfilment of
requirements. As an extension of the utility framework, the third assumption is that the per-
ceived social benefits of community membership (see [30–32]), adds to the utility of fishers
when joining the PPTST FIP. The final option is that a fisher does not participate in any FIP. Testing the participation choices requires identifying significant variables that affect income
and risks of fishers. The literature on decision making has extensively describedthe character-
istics of decision makers that affect their level of income and risk (e.g. [33–36]). For this study,
we divide these characteristics into four groups: individual capabilities at personal level, indi-
vidual capabilities at firm-level, collective capabilities, and individual risk attitude and socio-
demographic characteristics. Table 1 shows this grouping of characteristics, which are also
used as the explanatory variables used to analyse decisions for FIP participation in the empiri-
cal model explained below. Capabilities are defined as the specific skills, practices, and forms of social organisations
required to deliver certain tasks in pursuit of long-term goals [20, 21]. The level of capabilities
of individuals or firms influences the amount of risk they can handle and the income they can 6 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs market requirements the Artesmar FIP demands a higher level of capabilities for participation. This study hypothesizes that individual capabilities at firm-level will increase the likelihoodof
fisher participation to the Artesmar FIP because these variables reflect the higher capabilities of
fishers. The individual risk attitude and socio-demographicvariables influence the required income
and acceptable risk for the decision maker [34, 35]. This group of variables includes risk atti-
tude, age, number of family members, and other sources of income (Table 1). The risk attitude
reflects the extent to which decision makers value risks [46]. A value of 1 in the variable ‘risk
attitude’ (Table 1) corresponds to the risk fishers take on by having a preference for what is
termed locally as ‘quality buying’—a method that requires quality inspection of tuna and
assigns higher price for export quality tuna while lower price for rejected quality tuna. In this
study, fishers with lower risk aversion (i.e. risk takers) will more likely choose the alternative
that will give a higher expected income [33, 34, 38]. This study assumes that socio-demo-
graphic variables may result in two opposite effects, which can influence the significanceof
these variables in the model. For instance, the age of the fisher affects the time horizon with
which an investment can be recovered [34, 47]. A higher age is therefore expected to decrease
the likelihood for participation in the Artesmar FIP. At the same time, a higher age may also
mean fishers have more fishing experience to improve their compliance with market require-
ments and could therefore increase the likelihoodof participation in the Artesmar FIP [34]. Similarly a higher number of family members may reduce the risk of a fisher or firm by increas-
ing the availability of labour, thus increase the likelihoodof participation in the Artesmar FIP
[34]. However, the number of family members also places greater pressure to remain economi-
cally viable and food secure, which can lead to a lower probability of participation in the Artes-
mar FIP. Additional sources of income may reduce this risk by providing alternative sources of
finance to firms, which in turn may increase the funds available and the likelihood of participa-
tion in the Artesmar FIP [48]. As shown in
Table 1, individual capabilities of the fishers correspond to what others have termed human
capital, including the experiences and education of an individual, and can be used as a proxy
for the competences and skills either inherent or acquired by that individual [39]. Firm capabil-
ities refer to the collection of competences of the organisation to which the individual belongs
[39–41] and reflect the use of material resources in order to comply with transaction require-
ments [6]. In this study boats are considered as the unit of a firm operated by individuals. The
material resources that are translated to individual firm capabilities include initial investments,
boat ownership, boat capacity, type of fishing employment, number of fishing trips, operating
distance, and fishing days [6]. These last three factors represent the input variables used by
fishers, including gasoline/fuel,ice, and labor costs [42]. Collective capabilities correspond to
what others refer to as social capital, including shared resources acquired through external rela-
tionships and networks that improve personal- and firm-level capabilities [39]. In practical
terms this extends to membership to a fisher association, institutional support such as trainings
and subsidies, and financing business operations through loans either from an association or
from Casas–local elites or patrons who control trade and provide credit for fishing, as well as
for household needs such as education and health (see [43–45]). Based on compliance with 7 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 *Total number of surveys carried out is 350. However, the number is reduced to 316 due to incomplete and
non-responses of some fishers. Fishers’ Decisions to Participate in FIPs markets to fishers for selling their fish; and by 2) the lack of trusts of fishers in those assessing
quality at landing sites [50]; (3) the increasing temperature that results to low tuna quality; and
(4) the decreasing tuna catches in the recent years that causes fluctuation in income [51]. Based on the assumptions outlined here, the rest of the paper addresses two key questions. First, which variables are important for fishers participation in the Artesmar and PPTST FIPs? Second, based on these variables, to what extent do top down and bottom up comprehensive
FIPs facilitate participation of fishers in their programs? markets to fishers for selling their fish; and by 2) the lack of trusts of fishers in those assessing
quality at landing sites [50]; (3) the increasing temperature that results to low tuna quality; and
(4) the decreasing tuna catches in the recent years that causes fluctuation in income [51]. Based on the assumptions outlined here, the rest of the paper addresses two key questions. First, which variables are important for fishers participation in the Artesmar and PPTST FIPs? Second, based on these variables, to what extent do top down and bottom up comprehensive
FIPs facilitate participation of fishers in their programs? doi:10.1371/journal.pone.0163537.t002 **Source: WWF Philippines, June 2014 At the same time, other sources of income are also assumed to
increase risk due to the allocation of time and resources to other activities, thus decreasing the
likelihoodof participation in the Artesmar FIP [49]. In the second-stage decision, collective capabilities such as membership to an association,
and subsidies from the government enable fishers to comply with the requirements of the
development-oriented FIP, while the financial dependencyon Casas is either improving or lim-
iting the participation of fishers. These collective capabilities reduce the exposure of fishers to
risks by acquiring parts of investments to external actors and developing fishers’ capabilities
through bottom-up comprehensive FIPs, and thus improve their income. We assume that
membership to a fisher association strengthens the social relationships among fishers, enables
fishers to improve the management of their fisheries, and allows access to the external
resources that help fishers to improve their fishing activities in order to comply with FIP
requirements [6]. Fishers, therefore, will perceive higher utility in joining a bottom-up compre-
hensive FIP given their focus on establishing fisher associations. Finally, we assume that the
financial dependency of fishers to Casas can motivate fishers to participate in these FIPs
because of (1) fishers feelings of indebtedness to Casas and/or (2) the (mis)trust of Casas that
prices are correlated with the quality of fish. At the same time, the financial dependency of fish-
ers to Casas may limit their freedom in joining a FIP in which they are not involved, because
Casas may lose control over fishers which is based on a mix of familial and debt-tied relations
[43, 44, 50]. The non-participation of fishers in all FIPs may not only be attributable to a lack of capabili-
ties only, but also to a higher perceived risk of participating in a FIP. Field results indicate that
the risk perception of fishers is mainly influenced by four factors: 1) the existing tied-credit
relation of fishers to Casas that results to lower fish price, while leaving no alternative higher 8 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 **Source: WWF Philippines, June 2014 Data Collection Individual fisher data were obtained from a survey covering the six municipalities of Occiden-
tal Mindoro. The Wageningen School of Social Sciences (WASS) at Wageningen University
assessed and approved the research proposal in 2013 before fieldwork commenced in 2014. Verbal consent was sought from fishers by first explaining to them the objective of this study,
the kind of information this study requires, and the use of the information they will provide. The interviews commenced after verbal consent was given and recorded by including the name
of the fishers in the survey form. Written consent was not obtained due to the illiteracy of most
of the fishers and the sensitivity of some fishers in terms of signing any form of what they per-
ceive to be formal documentation containing their names. The total fisher population in Occidental Mindoro is 3584 fishers, according to the database
of WWF Philippines as of June 2014. Following Field [52], a total of 350 randomly selected sur-
veys were carried out with the target of 10% of the population across spatially dispersed areas
per municipality (see Table 2). The number of complete responses was 316, which can be
divided into four groups according to their participation in the Artesmar FIP (6.3%), full par-
ticipation in the PPTST FIP (17.4%), partial participation in the PPTST FIP (34.2%), and non-
participation (42.1%) (see Table 3). The number of Artesmar FIP fishers is partly limited since
the Artesmar FIP started two years later than the PPTST FIP and only covered two out of six
FIP municipalities in Occidental Mindoro. Table 3 also shows descriptive statistics of the independent variables that were used to
explain fisher participation. In general, the scale variables such as fishing years, initial invest-
ments, boat capacity, operating distance, number of fish days, age, and number of family mem-
bers show an increasing trend with increasing levels of participation, while the number of
fishing trips shows a decreasing trend. The distribution of fishers is also shown for each nomi-
nal variable. The education level of fishers is evenly distributed across four fisher participation Table 2. The distribution of samples in each municipality. Municipality
Total population**
Number of samples*
Sablayan
1656
165
Mamburao
850
85
Paluan
113
12
Sta. Cruz
350
25
Calintaan
315
33
Rizal
300
30
Total
3584
350 Table 2. The distribution of samples in each municipality. Table 2. Data Collection The distribution of samples in each municipality. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 9 / 22 Fishers’ Decisions to Participate in FIPs Table 3. Descriptive statistics of variables based on four groups of fishers participation in FIP. Variables
Artesmar FIP (n = 20)
6.3%
Full PPTST FIP (n = 55)
17.4%
Partial PPTST FIP
(n = 108) 34.2%
No Participation (n = 133)
42.1%
Scale variables
Fishing years
23.95 (2.7410)
21.50 (1.6487)
19.03 (1.09)
18.81 (0.9835)
Initial investments
3.79 (2.2136)
1.98 (0.3295)
0.61(0.1090)
0.74 (0.1423)
Boat capacity
1.74 (0.3172)
1.25 (0.1280)
0.90 (0.1575)
0.90 (0.0948)
Number of fishing trips
3.9 (1.0709)
3.60 (0.3349)
8.96 (0.8252)
7.67 (0.7033)
Operating distance
46.25 (9.9331)
50.27 (5.3346)
35.10 (2.8944)
35.54 (2.6733)
Number of fish days
6.6 (0.6257)
6.05 (0.3571)
4.15 (0.2737)
4.69 (0.2309)
Age
44.75 (2.8533)
42.45 (1.3530)
41.81 (1.1230)
40.53 (0.9858)
Number of family members
6.25 (0.5020)
4.96 (0.2854)
5.35 (0.2245)
5.16 (0.1801)
Nominal variables
Frequency count (%)
Frequency count (%)
Frequency count (%)
Frequency count (%)
Education
Reach Hs (1)
10 (50)
55 (50.9)
57 (42.9)
30 (54.5)
Do not reach Hs
(0)
10 (50)
53 (49.1)
76 (57.1)
25 (45.5)
Membership to an
association
Yes (1)
4 (20)
67 (62.0)
12 (9.0)
44 (80.0)
No (0)
16 (80)
41 (38.0)
121 (90.10)
11 (20.0)
Trainings and subsidies
Yes (1)
3 (0.15)
55 (50.9)
17 (12.8)
22 (40.0)
No (0)
17 (0.85)
53 (49.1)
116 (87.2)
33 (60.0)
Boat ownership
Boat owner (1)
8 (40)
78 (72.2)
71 (53.4)
42 (76.4)
Not owner (0)
12 (60)
30 (27.8)
62 (46.6)
13 (23.6)
Financing operation
Personal (1)
8 (0.4)
61 (56.5)
70 (52.6)
18 (32.7)
Casa (0)
12 (0.6)
47 (43.5)
63 (47.4)
37 (67.3)
Season
Full-time (1)
8 (40)
34 (31.5)
51 (38.3)
46 (83.6)
Part-time (0)
12 (60)
74 (68.5)
82 (61.7)
9 (16.4)
Risk attitude
Quality (1)
buying
9 (0.45)
13 (12.0)
11 (8.3)
18 (32.7)
Straight (0)
buying
11 (0.55)
95 (88.0)
122 (91.7)
37 (67.3)
Source of income
Yes (1)
10 (50)
78 (72.2)
67 (50.4)
25 (45.5)
No (0)
10 (50)
30 (27.8)
66 (49.6)
30 (54.5)
doi:10.1371/journal.pone.0163537.t003 Table 3. Descriptive statistics of variables based on four groups of fishers participation in FIP. options. The membership to a fisher association and the boat ownership of fishers increase
from non-participation to full participation in the PPTST FIP. Artesmar FIP has the highest
fraction of risk taking fishers. Also the percentage of fishers that prefers quality buying
increases with the degree of participation in the PPTST FIP. options. The membership to a fisher association and the boat ownership of fishers increase
from non-participation to full participation in the PPTST FIP. Artesmar FIP has the highest
fraction of risk taking fishers. Also the percentage of fishers that prefers quality buying
increases with the degree of participation in the PPTST FIP. options. The membership to a fisher association and the boat ownership of fishers increase
from non-participation to full participation in the PPTST FIP. Artesmar FIP has the highest
fraction of risk taking fishers. Also the percentage of fishers that prefers quality buying
increases with the degree of participation in the PPTST FIP. The sample selection equation is represented by: z ¼ a’w þ u z ¼ 1½z > 0 The variable z is a shadow variable ruling the fisher participation in Artesmar FIP, α0 is a
coefficientof the selection process, w is the explanatory variables known to influence the selec-
tion decision, and μ is the random error term of sample selection equation that is normally dis-
tributed. When z = 1, the fisher belongs to the category ‘non-Artesmar’ (and z = 0 for the
Artesmar FIP) since further analysis will be done for a group of fishers not involved in the
Artesmar FIP. All variables in Table 1 are used in the selection equation. Next is to use the result in the first equation to calculate the inverse Mills ratio, a selection
hazard that is added as an explanatory variable in the second equation to remove the sample
selection bias. Similar to Heckman’s two-stage sample selection model and to other studies
(e.g. [59–63]) that employed the same methodology, the second stage is an ordered probit
equation. Since the second stage applies for the six regions where PPTST FIP operates (exclud-
ing Artesmar FIP in the analysis), individual fishers in Mamburao and Sablayan have values in
their inverse Mills ratio while fishers in the remaining four municipalities have inverse mills
ratio set to zero. The ordered probit equation is: y ¼ b0x þ g l þ ε;
y ¼ j if mi j < y mj: y ¼ j if mi j < y mj: The y represents a shadow variable ruling the ordered stages of participation to which non-
Artesmar fishers belong: β’ represents the coefficientof outcome explanatory variables x, γ is
the selectivity bias, λ is the inverse Mills ratio, and ε is the random error term for the ordered
probit equation. The y = j corresponds to the exact stage of participation in non-Artesmar, and
is decomposed as follows: 1(y = 1) for non-participation, 2 for partial participation in the
PPTST FIP, and 3 for full participation in the PPTST FIP. The variables in Table 1 are used in
the ordered probit equation. Before running the probit and the ordered probit models, two steps were conducted. First,
all independent variables were checked for multicollinearity using the Variance Inflation Factor
(VIF), which in this case gave values well below 10 for all explanatory variables (see S2 Table
under Supporting Information). The sample selection equation is represented by: This means that all explanatory variables exhibit low multicol-
linearity so all variables are retained in the model. Second, the heteroskedasticity of the model
was tested using the Breusch-Pagan test to determine whether the variance of the error terms
increases or decreases with explanatory variables. The heteroskedasticity test shows a signifi-
cant result (see S3 Table), implying that running the model using robust standard errors
reduces the variance of the error terms. Finally we added two extra steps to the model to test the robustness of our result, as shown
in the supplementary information (see S5 and S6 Tables). First, we checked for the significance
of the inverse Mills ratio using the samples in Mamburao and Sablayan. Second, we ran a sepa-
rate ordered probit model in the second stage that does not account for inverse Mills ratio for
comparison with the one that does account for inverse Mills ratio. The empirical model In modelling fishers’ decision making to participate in FIPs, fishers decisions are structured in
the two stages as explained above (Fig 2). The initial explanatory variables to explain fisher’s
decision making are outlined in Table 1 and are coded in Stata 13, the statistical program used
in this paper. We employed a two-stage modelling approach, similar to the concept of Heckman’s two-
stage sample selection model [53–56], because it enables us to assess fisher’s participation in
FIPs in two stages [57, 58]. The first stage is a sample selection equation that uses a probit
model. In this study, the sample selection deals with fishers options to choose between Artes-
mar FIP or non-Artesmar, which works for the two municipalities of Sablayan and Mamburao. 10 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs The sample selection equation is represented by: Fishers’ Decisions to Participate in FIPs PPTST FIP and the ordered outcome of non-participation in FIP, partial and full-participation
in PPTST FIP. 0.01
esmar FIP and 0 = non-Artesmar
i
li i
f S bl
d M
b
Th
l
b
f
i 222 b
S
li
i
b
i
i h esmar FIP and 0 = non Artesmar
cipalities of Sablayan and Mamburao. The actual number of surveys is 222, but Stata eliminates observation with aFor reading the result, let 1 = Artesmar FIP and 0 = non-Artesmar
Note: The fisher data involve municipalities of Sablayan and Mamburao. The actual number of surveys is 222, but Stata eliminates observation with
incomplete responses Participation in Artesmar FIP Table 4 shows all independent variables that might explain participation of fishers in the Artes-
mar FIP, together with the corresponding coefficients,standard error, and Z-value. The coeffi-
cients are interpreted based on the direction of the effect of the variables [56]. For instance, a
positive coefficientmeans that a variable increases the participation of fishers in Artesmar FIP
while a negative coefficientreduces the participation of fishers in Artesmar FIP. It is not possi-
ble to use the value of these coefficientsin estimating the increase or decrease of participation
because the coefficientsare not derived using a linear model. The inverse Mills ratio shows
insignificant result which means that there is no evidence that selection bias is quantitatively
important. The results presented in Table 4 show that some explanatory variables have significant
effects on fishers’ choice for Artesmar FIP over non-Artesmar. The fit of the model based on
the probit equation is P > χ2 = 0.00, which implies a good model fit at α = 0.01. Consistent Table 4. Results of the probit model in the first stage using data from Sablayan and Mamburao fishers. Coefficients
Standard Error
Z
FIPa
Individual personal capabilities
Fishing years
0.005
0.014
-0.35
Education
0.156
0.303
-0.51
Individual firm capabilities
Initial investment
0.089***
0.029
-3.082
Boat ownership
-0.391
0.351
1.11
Boat capacity
0.035
0.085
-0.42
Fishing trips
0.011
0.044
-0.25
Type of fishing employment
-0.836***
0.300
2.78
Operating distance
-0.003
0.005
0.53
Fishing days
0.070
0.053
-1.32
Collective capabilities
Membership to Association
-0.269
0.330
0.82
Financing operation
-0.276
0.279
0.99
Trainings and subsidies
-0.549
0.414
1.33
Individual risk attitude and socio demographic
Risk attitude
1.132***
0.293
-3.86
Age
0.017
0.018
-0.98
Number of family members
0.259***
0.069
-3.78
Other sources of income
0.119
0.279
-0.42
constant
3.80 ***
0.941
4.03
N = 220; Wald chi(16) = 47.60; prob>(chi)2 = 0.000; inverse mills ratio = 0.16
* Statistical significance at α = 0.10
** Statistical significance at α = 0.05
*** Statistical significance at α = 0.01
aFor reading the result, let 1 = Artesmar FIP and 0 = non-Artesmar
Note: The fisher data involve municipalities of Sablayan and Mamburao. The actual number of surveys is 222, but Stata eliminates observation with
incomplete responses. doi:10.1371/journal.pone.0163537.t004 4. Results of the probit model in the first stage using data from Sablayan and Mamburao fishers. Table 4. Results First the modelling results will be presented for the first stage decision on participation in the
Artesmar FIP, followed by the results for the second stage decision on participation in the 11 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs with our hypothesis, the initial investment for fishing boats, risk attitude, and number of family
members are significant and positively contribute to the fishers’ choice to participate in the
Artesmar FIP. Increasing initial investment for fishing boat reflects higher capabilities of fish-
ers in terms of boat size, boat engine, and fishing equipment. These capabilities enable fishers
to deliver tuna in the chain, therefore increasing their likelihoodof choosing the Artesmar FIP
and their chances of gaining higher income to recover their investments. A higher value for
risk attitude of fishers as manifested by fishers preference to sell through quality buying,
increases the likelihoodof fishers to participate in the Artesmar FIP. A higher number of family
members indicates that fishers also have an increase likelihood to participate in the Artesmar
FIP. Based on field observations and interviews,fishers participating in Artesmar FIP often
operate as part of a large scale family business. As shown in the literature [64], family members
in the fishing business reduce fishers’ risks by having trusted employees, by developing the
capabilities of the family members in order to succeed the business in the future, and by having
confidence that a fisher contributes to the welfare of the family member. Contrary to what was expected, the type of fishing employment has a negative effect on par-
ticipation in the Artesmar FIP. The results show that the more fishers operate part-time or tar-
get species aside from tuna, the more likely it is that they will participate in the Artesmar FIP. Most part-time tuna fishers shift from tuna fishing to catching other species during the low sea-
son for tuna catches in order to recover their costs of operation. Moreover, based on field inter-
views, some fishers believe that tuna stocks are declining over time, and therefore search for
alternative catch to balance the risks of going out to sea. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Participation in Artesmar FIP Results of the probit model in the first stage using data from Sablayan and Mamburao fishers. C
S Z PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 12 / 22 Participation in PPTST FIP The results of the ordered probit model on the degree of participation of fishers in the PPTST
FIP are presented in Table 5. Variables such as type of fishing employment, operating dis-
tance, membership to an association, and risk attitude have positive and significant effects on
the degree of fishers’ participation. The type of fishing employment increases the likelihood
of full-participation in PPTST FIP when fishers target tuna on a full-time basis. Fishers spe-
cializing in tuna may have better skills in catching and improving tuna as compared to diver-
sified fishers, thus enabling them to comply with the product requirements of PPTST FIP and
therefore increasing their chance of generating higher income. As the operating distance
increases, the likelihood of full participation in the PPTST FIP also increases. Fishers also
note that the declining catch in municipal water (<15 km from seashore) drives them further
seaward to search for better fishing grounds. Doing so increases their chances of catching and
delivering tuna in the PPTST FIP, which in turn increase their chances of gaining higher
income. The membership to a fisher association also increases the likelihood of fishers to move from
non-participation to full-participationin PPTST FIP. Based on interviews,fishers in the
PPTST FIP perceive that joining a fisher association will help them improve the quality of their
tuna, and will finally lead to higher tuna prices. The fisher association increases the perceived
benefits of fishers since the association helps fishers to generate funding and subsidy such as
fishing aids from the government, which improves their fishing activities. Moreover, a fisher
association also organises activities such as the marine guards to prevent illegal fishing and
conservation activities as part of the improvement process in the FIP. Finally, the risk attitude
of fishers shows a positive effect in terms of pushing fishers to fully participate in the PPTST
FIP. This means that fishers are willing to sell more through quality buying because these fish-
ers are confident that they acquired the knowledge and skills to improve the quality of tuna
catches, which in turn increases the probability of getting higher prices for the fish they land. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 13 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs Fig 3. The marginal effects of significant variables in second stage decision after ordered probit model. Note: The numbers in bold represent the
marginal effects significant at α = 0.05. Fig 3. The marginal effects of significant variables in second stage decision after ordered probit model. Note: The numbers in bold represent the
marginal effects significant at α = 0.05. doi:10.1371/journal.pone.0163537.g003 doi:10.1371/journal.pone.0163537.g003 membership to a fisher association as an example, the graph shows that when any fisher is a
member of a fisher association, the probability of not participating reduces by 51.5%, while the
probability of partial participation increases by 21.4%, and of full participation increases by
22.7%. In another example, an addition of one km to the 35.5 km average operational distance
(see Table 3) will reduce the non-participation of fishers by 0.2% (see Fig 3). Aside from the direct interpretation of the marginal effects, the graph also shows the trends of
marginal effects in selecting for partial or full participation in the PPTST FIP. The five variables
show an increasing trend, which means that they generally enhance the participation of fishers
from non- to full-participationin the PPTST FIP. The variables membership to a fisher associa-
tion and risk attitude are highly significant in non, partial, and full-participationin PPTST FIP at
α = 0.01. This means that both variables are highly important in improving the participation of
fishers in the PPTST FIP. The type of fishing employment, operating distance, and financing
operation are significant at α = 0.05 and at 0.10. It is also notable that among the five variables,
the membership to a fisher association shows the highest marginal values, making it highly
important for both partial and full participation. The majority of the partial participants are able
to get funding from the government to improve their livelihoods through a fisher association. Full participants also benefit by being members of a fisher association by having regulatory sup-
port to fight IUU fishing in their area, thus ensuring greater legality of fish caught and traded. Fishers’ Decisions to Participate in FIPs Table 5. Results of the estimation of the ordered probit model in six municipalities of Occidental Mindoro. Coefficients
Standard Error
Z
Stagesa
Individual personal capabilities
Fishing years
0.012
0.007
1.52
Education
0.089
0.152
0.58
Individual firm capabilities
Initial investment
0.074
0.061
1.21
Boat ownership
0.227
0.208
1.09
Boat capacity
-0.037
0.071
-0.53
Fishing trips
-0.009
0.014
-0.65
Type of fishing employment
0.407**
0.188
2.16
Operating distance
0.005**
0.003
2.03
Fishing days
0.026
0.040
0.65
Collective capabilities
Membership to Association
1.484***
0.185
8.01
Financing operation
-0.241
0.159
-1.52
Trainings and subsidies
0.078
0.196
0.4
Individual risk attitude and socio demographic
Risk attitude
0.770***
0.254
3.03
Age
0.003
0.008
0.41
Number of family members
-0.034
0.038
-0.88
Other sources of income
-0.304*
0.157
-1.93
Inversemills1
-1.083
0.771
-1.4
Cut1
1.04
0.455
Cut2
2.57
0.474 Z Having alternative sources of income has a negative and significant effect on the participa-
tion of fishers in the PPTST FIP as compared to those fishers who solely rely on fishing as a
source of income. Based on interviews,and consistent with literature related to fishing as a
form of employment (e.g [49]), some fishers consider fishing as the poorest among other forms
of employment and would like to move away from fishing if possible. Therefore, having other
sources of income such as farming and small enterprises leads them to prioritize alternative
sources of income rather than improving their fishing practices to satisfy FIP requirements. Finally, the significant variables in the ordered probit model are further analysed by deriving
their marginal effects, which show the change in probability when an independent variable
increases by one unit. Calculating marginal effects in the second stage decision shows both the
patterns and requirements for fishers to move from one participation stage to another. Fig 3
shows these marginal effects of the type of fishing employment, operating distance member-
ship to an association, risk attitude, and other sources of income based on non-, partial-, and
full-participationin the PPTST FIP (also refer to S3 Table for detailed information). The verti-
cal axis of the graph represents the values of marginal effects from low to high, while the data
labels or numbers in bold represent the significance of marginal effects at α = 0.05. Taking the PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 14 / 22 Capabilities, risk and FIP participation The results show that different types of capabilities influence the decision of fishers to join dif-
ferent kinds of FIPs. First, individual firm capabilities, such as initial investment and type of
fishing employment, increase the likelihoodfor fisher participation in response to market-ori-
ented FIPs, which provide economic incentives through dock side transactions based on qual-
ity. These individual firm capabilities are more likely to be exhibited by those with considerable
financial capacity, owning and financing several fishing boats. Moreover, these fishers are also
more likely to be engaged in other chain-related activities. However, consistent with now wider
observations of how economic decisions are embedded in wider social or community relations
[65, 66], the results also show that these individual firm capabilities are not independent from
wider social relations in which these firm actors find themselves in fishing communities. For
example, socio-demographicvariables, such as the higher number of family members, are also
shown to play a role in the probability of participating in market-based FIPs possibly because
familial ties reduce the risk associated with individual choices to invest in complying with FIP
requirements [64, 67]. Second, collective capabilities, such as membership to an association, are more likely to
increase participation in the bottom-up PPTST FIP. The results also show that full participa-
tion in development-oriented FIPs remains dependent on the characteristics of the individual
fishing firm. The results indicate that fishers fully participating in PPTST FIP have a greater
degree of operation, for instance by their large capacity to finance high costs of operation at a
farther distance and through their capability to cope with risks associated with full-time tuna
fishing particularly from March to September where catches are lower (see for example [68]). However, partial participation is dominated by those fishers with smaller ‘one-man, one-boat’
operations, characterised by fishing at shorter distance from shore, and who are dependent on
collective capabilities supported by fishing associations and Casas (see [69] for comparable
results). The consequence appears to be that despite the bottom-up oriented nature of the
PPTST FIP, targeting a wider group of smaller scale and relatively poorer fishers, full participa-
tion appears to remain linked to those with higher individual firm level capabilities. This sup-
ports the idea of “elite capture” of benefits [70], meaning that fishers with a high level of
individual capabilities, in general, benefit from participation in FIPs. Fishers’ Decisions to Participate in FIPs comprehensive FIPs, and on the influence these factors have on the design of different FIPs as
a means of reaching goals of improved fishery practices and fisheries management. Capabilities, risk and FIP participation In addition to capabilities, the results indicate that risk attitude also influences the decision
of fishers to participate in the two FIPs. First, the results indicate that less risk averse fishers are
more likely to participate in the top-down Artesmar FIP. Building on work around fisher
behaviour in response to economic risk [39, 40, 46], this finding indicates that those fishers
choosing for Artesmar FIP do so in order to not only generate higher income, but more impor-
tantly to reduce the lack of transparency and high price volatility inherent in the landings sites
controlled by Casas. This means that the high price in Artesmar FIP reduces the risks of fishers
against lower fish prices, as long as these fishers satisfy the fish quality requirement. In contrast,
those choosing for the bottom-up PPTST FIP were not able to reduce this risk, as seen in many
small-scale developing country fisheries [71, 72], because most buyers involved were not mov-
ing to quality buying and maintained many of the same debt-tied relations. Discussion Based on these results we now further elaborate on how the capabilities of fishers influences
fisher decision making for different levels of participation in top-down and bottom-up 15 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs environmental improvement (such as eco-certification,see [73]), top down comprehensive
FIPs requiring high level of individual capabilities have a higher risk of being selective of those
fishers who can more easily comply with sustainability standards in exchange for immediate
market access [6]—with the consequence of reducing the potential for overall fishery improve-
ment. In contrast, bottom up comprehensive FIPs fostering collective capabilities appear to be
more inclusive of a larger group of fishers, but with the potential consequence of delivering
lower overall improvements to the fishery as a whole. Balancing these trade-offs is at the core
of the differentiation on how different FIP models are evolving [19]. Second, the results indicate that the design of FIPs also influences the delivery of incentives
to fishers, which also affects inclusiveness and overall impact. As argued above, top-down FIPs
appear to be better able to deliver more transparent price signals to fishers. The case of the
Artesmar FIP shows that companies like Meliomar invest in vertical coordination and in doing
so control the chain from production to export. They are thus better able to set higher prices
for higher quality fish and to transmit this price incentive to fishers [74, 75]. On the other
hand, bottom-up FIPs with weaker relationships between retailers and fishers may result in
weaker control over chain coordination. In addition, the on-ground implementation by actors
operating outside the chain such as WWF, appears to result in weaker delivery of price-related
incentives. Based on field interviews and observation,WWF serves as a facilitator outside the
chain that links fishers to other seafood stakeholders. However, WWF does not have influence
over the price of fish. Nevertheless, supporting other observations [6, 14], bottom-up compre-
hensive FIPs do appear to offer more durable support from government given their closer rela-
tionship during implementation. Finally, these results open up questions around the degree of complementarity and competi-
tion that might exist between FIP models in relation to inclusion and improvement. While the
results point to the differences between top-down or bottom-up comprehensive FIPs, it may
not necessarily be the case that these or other FIP models are opposed or in competition. Instead, building on nascent ideas of FIP design [19], two FIP models operating in one place
points to a range of potential complementarities in terms of delivering incentives to fishers and
improving the governance of the fishery. Here the more stringent top-down market-oriented
approach could target fishers with individual firm capabilities, while bottom up ‘development-
oriented’ FIPs could provide a more inclusive approach. By targeting different capabilities, and
setting different incentives, the two models could work in tandem to provide overall greater
gains in fishery improvement. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Consequence for FIP design Our results hold consequences for the design of FIPs, as well as the relationship between differ-
ent FIP models. First, reflecting wider discussions on market-based approaches to 16 / 22 PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 Fishers’ Decisions to Participate in FIPs We also conclude that in order to increase the participation of fishers, those designing FIPs
need to not only recognize the economic utility that a fisher could derive from participation,
but also to identify and build fishers capabilities to participate in a FIP. Moreover, FIPs must
also balance both the deliverance of incentives to individual fishers and the improvement in
the governance of the fishery in order to enhance participation of fishers and thus achieve high
sustainability impact. Future research may elaborate on the implementation of FIPs to poor
and well performing fishers and to different fisheries (e.g. tuna or other species), and on their
consequences to the inclusiveness and fishery improvement. Finally, focusing on ways to
enhance the participation of fishers in FIPs and in other private incentive mechanisms is also
relevant to achieve higher sustainability outcomes. Supporting Information
S1 File. Estimation of the sample size. (PDF)
S2 File. Survey forms on household fishers. (PDF)
S1 Table. Data of individual fisher surveysin Occidental Mindoro fishery. (XLSX)
S2 Table. Testing the explanatory variables for multi-collinearityusing a Variance Infla-
tion Factor (VIF). (PDF)
S3 Table. Testing the explanatory variables for heteroskedasticity. (PDF)
S4 Table. Summary of the marginal effects of ordered probit model with sample selection
in second stage decision making. (PDF)
S5 Table. Ordered probit model of fisher data from Sablayan and Mamburao, Occidental
Mindoro with inverse Mills ratio. (PDF)
S6 Table. Ordered probit model of fisher data from Occidental Mindoro without inverse
Mills ratio. (PDF) Acknowledgments The main author would like to thank the WWF-PPTST site coordinators in Occidental Min-
doro and the Artesmar for their openness to provide information and kind assistance in con-
ducting field surveys. The authors would also like to thank the reviewers for their critical
comments and suggestions in improving this manuscript. This research was conducted
through the BESTTuna programme at Wageningen University with funds from the Wagenin-
gen University Interdisciplinary Research and Education Fund (INREF). S4 Table. Summary of the marginal effects of ordered probit model with sample selection
in second stage decision making.
(PDF) S5 Table. Ordered probit model of fisher data from Sablayan and Mamburao, Occidental
Mindoro with inverse Mills ratio. (PDF) S1 File. Estimation of the sample size.
(PDF) S1 Table. Data of individual fisher surveysin Occidental Mindoro fishery. (XLSX) S2 Table. Testing the explanatory variables for multi-collinearityusing a Variance Infla-
tion Factor (VIF). (PDF) S2 Table. Testing the explanatory variables for multi-collinearityusing a Variance Infla-
tion Factor (VIF). (PDF) Conclusion Our results indicate the overall importance of considering fisher capabilities in understanding
decisions of fishers to participate in different kinds of FIPs. The individual firm capabilities
stimulate fishers to participate in strongly market oriented top-down FIPs while collective
capabilities enable fishers to improve their practices and to participate in bottom-up FIPs
aimed at wider fishery and community development goals. These types of capabilities and FIP
models have consequences for the inclusiveness of different fishers, for which three insights are
generated in this study. First, the top-down FIPs appear to be more exclusive, given that there
are a few numbers of fishers who have the capabilities and lower risk aversion to comply with
its requirements. Second, bottom-up FIPs appear to be more inclusive, aiming to provide
broad support to the development of fisher capabilities and the institutional support provided
to them to improve their practices on the water. Third, the two FIP models exhibit competing
inclusion when implemented in the same fishery, yet also exhibit potential complementarity in
terms of delivering incentives and improving governance of the fishery. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 17 / 22 Writing – review& editing: FTZ PB SRB LD AOL. Writing – review& editing: FTZ PB SRB LD AOL. Author Contributions Conceptualization: FTZ PB SRB LD AOL. Conceptualization: FTZ PB SRB LD AOL. PLOS ONE | DOI:10.1371/journal.pone.0163537
October 12, 2016 18 / 22 Fishers’ Decisions to Participate in FIPs Data curation: FTZ. Formal analysis: FTZ PB SRB LD AOL. Funding acquisition: PB SRB LD AOL. Investigation: FTZ SRB. Methodology:FTZ PB SRB LD AOL. Project administration: FTZ SRB. Supervision:PB SRB AOL. Writing – original draft: FTZ. Writing – review& editing: FTZ PB SRB Writing – original draft: FTZ. Writing – review& editing: FTZ PB SRB LD AOL. PLOS ONE | DOI:10.1371/journal.pone.0163537
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October 12, 2016 Fishers’ Decisions to Participate in FIPs 70. MacNeil MA, Cinner JE. Hierarchical livelihood outcomes among co-managed fisheries. Global envi-
ronmental change. 2013; 23(6):1393–401. 70. MacNeil MA, Cinner JE. Hierarchical livelihood outcomes among co-managed fisheries. Global envi-
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opment in the Mecoacan estuary, Tabasco, Mexico. Ocean & coastal management. 2003; 46(6):681–
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munity-based mariculture in Minahasa, North Sulawesi, Indonesia. Ocean & Coastal Management. 2013; 73:101–12. 73. Bush SR, Toonen H, Oosterveer P, Mol AP. The ‘devils triangle’of MSC certification: Balancing credi-
bility, accessibility and continuous improvement. Marine Policy. 2013; 37:288–93. 74. Gulati A, Minot N, Delgado C, Bora S. Growth in high-value agriculture in Asia and the emergence of
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Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr Viral Infection
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Abstract We demonstrated that in patients with an
initially low level of induced IFN-γ, the production of this cytokine significantly
increased in three months after the end of therapy. Keywords: Epstein-Barr virus, immunity, recombinant human interferon-γ,
treatment, herpesvirus Keywords: Epstein-Barr virus, immunity, recombinant human interferon-γ,
treatment, herpesvirus Recombinant Human
Interferon-Gamma: Prospects for
the Treatment of Chronic
Epstein-Barr Viral Infection Irina A. Rakityanskaya and Tatiana S. Ryabova Irina A. Rakityanskaya and Tatiana S. Ryabova Abstract Infection of Epstein-Barr virus (EBV) is about 90% among people over the age
of 40. The EBV causes a chronic infection that is characterized by chronic or
recurrent symptoms and persists for a long time. Recombinant interferon-gamma
(IFN-γ) has high clinical and antiviral efficacy in the treatment of herpesvirus
infections. 110 patients with chronic EBV infection were examined. The patients
were divided into three groups for different treatment regimens: Group 1—IFN-γ
therapy (15 injections of Ingaron i/m, 500,000 IU every other day); Infection of Epstein-Barr virus (EBV) is about 90% among people over the age
of 40. The EBV causes a chronic infection that is characterized by chronic or
recurrent symptoms and persists for a long time. Recombinant interferon-gamma
(IFN-γ) has high clinical and antiviral efficacy in the treatment of herpesvirus
infections. 110 patients with chronic EBV infection were examined. The patients
were divided into three groups for different treatment regimens: Group 1—IFN-γ
therapy (15 injections of Ingaron i/m, 500,000 IU every other day);
Group 2—valaciclovir (Valtrex 500 mg 2 times/day, orally for 2 months); Group
3—valganciclovir (Valcyte 450 mg 2 times/day, orally for 2 months) and IFN-γ
(10–20 injections of Ingaron i/m, 500,000 IU every other day). The best results
were obtained in group 3–73.07% negative PCR. In this group, the combination of
valganciclovir + IFN-γ was different. We showed that the efficacy of therapy in
patients with chronic EBV is determined by the duration of INF-γ administration. We also determined spontaneous and induced production of IFN-α and -γ cytokines
in serum and in lymphocyte culture. We demonstrated that in patients with an
initially low level of induced IFN-γ, the production of this cytokine significantly
increased in three months after the end of therapy. py (
j
g
,
,
y
y);
Group 2—valaciclovir (Valtrex 500 mg 2 times/day, orally for 2 months); Group
3—valganciclovir (Valcyte 450 mg 2 times/day, orally for 2 months) and IFN-γ
(10–20 injections of Ingaron i/m, 500,000 IU every other day). The best results
were obtained in group 3–73.07% negative PCR. In this group, the combination of
valganciclovir + IFN-γ was different. We showed that the efficacy of therapy in
patients with chronic EBV is determined by the duration of INF-γ administration. We also determined spontaneous and induced production of IFN-α and -γ cytokines
in serum and in lymphocyte culture. 1. Introduction The development of immunodeficiency leads to the spread of persistent and/or
chronic herpesvirus infection, in which the pathogen is not eliminated from the
host’s body for months, years, or even throughout life. Each herpesvirus in the host
organism has its own target tissue, where the virus persists with the ability to enter
and exit the tissue using a developed strategic mechanism, which consists of the
minimum expression of viral genes in a small number of infected cells or their
elimination at the protein level. This allows the virus to evade the immune
response and remain in very small quantities (1 infected cell per 5 ml of blood)
with minimal impact on the patient’s body, remaining in it for the rest of its life. In
this case, the immune response is unable to eliminate the infectious pathogen from
the body. 1 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control 1.1 Epstein-Barr virus Epstein-Barr virus (EBV) or infectious mononucleosis virus, together with other
herpesvirus infections, is a prototype of persistent viral infections characterized by
latency. In the mid-1980s, the problem of chronic EBV infection or “chronic mono-
nucleosis” attracted the attention of researchers. It has been shown that EBV causes
the development of chronic or recurrent infectious mononucleosis-like symptoms
in immunocompetent individuals, which persist for a long time and are character-
ized by constant fatigue, headaches, myalgias, lymphadenopathy, subfebrile fever
(37.1–37.3°С), hepatosplenomegaly. Additionally, gastrointestinal diseases may
develop hematological, neurological, and skin lesions [1]. p
g
g
EBV infection is accompanied by high production of IgG antibodies to viral capsid
(VCA) and early antigens (EA) when compared with the control group, as well as
very low production or absence of antibodies to Epstein-Barr virus nuclear antigen
(EBNA) [2]. That is why it was suggested that the cause of the syndrome is a chronic
EBV infection [3]. However, some patients may not have abnormally high antibody
titers associated with EBV [4]. According to data published by Kanegane et al., the
severity of the disease directly correlates with the level of EBV DNA copies number in
serum or plasma [5]. In later studies, it was shown that an increased level of EBV
DNA in the blood is a more specific criterion for chronic EBV than the levels of
antibodies to EBV [6]. In 1983, Hellman et al. first proposed an abbreviation for this
syndrome “Chronic Active EBV infection” (CAEBV) [7]. As a result of the analysis of
the literature, including work on chronic EBV as well as work on herpesvirus
infections, immunodeficiencies, and three types were identified based on clinical,
pathological, and virological data characteristic of this syndrome [8, 9]: 1.Chronic fatigue syndrome of unknown etiology (CFS), which is characterized
by profound, debilitating fatigue and a combination of symptoms leading to a
significant decline in occupational, personal, social, and educational status; 3.Severe CAEBV (SCAEBV). EBV is known to spread through contact with saliva and penetrate the epithe-
lium that lines the nasopharynx. Waldeyer’s ring, which includes the adenoids,
tonsils, and the lymphoid system surrounding the nasopharyngeal region, forms a
continuous structure called lymphoepithelium [10]. The virus infects epithelial
cells, replicates, then is released, followed by infection of resting naive B cells in
nearby areas by activating latent proteins (six EBV nuclear antigens (EBNAs:
EBNA1, EBNA2, EBNA3A, EBNA3B, EBNA3C, EBNA-LP), two latent membrane
proteins (LMPs: LMP1, LMP2) and viral anti-apoptotic protein BHRF1) encoded by
the growth program. As a result, the cell becomes a proliferating lymphoblast
(lymphoblastic burst). This program leads to the expansion of EBV-infected B cells
in the lymphoid tissue of the oropharynx and the appearance of infected B cells in
the blood. In some infected B cells, EBV inhibits its growth transformation pro-
gram, allowing the cells to enter the memory B cell pool, while the virus persists as a
truly latent infection devoid of viral gene expression. Therefore, the target of the
incoming virus is a resting naive B cell, which becomes infected as it passes through
the epithelium. Naive B cells are continuously recirculated throughout the body,
extravasating from the peripheral circulation to secondary lymphoid tissue through
specialized structures called high endothelial vesicles (HEVs) located in the
lymphoepithelium. Naive B cells migrate to the mantle zone of the follicles below 2 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 the epithelium and remain there for several days, and then return to the circulation. Infection of new naive B cells occurs in the intraepithelial layer, and not in the
mantle zone [11], that is, when an infected B cell enters the follicle, it is already a
blast and cannot migrate to the mantle zone. EBV infects cells through the interac-
tion of viral glycoproteins gp350/220 with CD21 and gp42/gH/gL with class II HLA
in a B cell. Thus, memory B cells are a place of long-term viral persistence, where
the virus can remain throughout the patient’s life, because immunological memory
is formed, and the virus ceases to be pathogenic for the host since the genes that
induce cell proliferation and contribute to the development of neoplastic disease are
disabled. 3.Severe CAEBV (SCAEBV). However, EBV can infect T and NK (natural killer) cells of the tonsils [12]
and peripheral blood [13]. Expression of CD21 on T cells [14] and NK cells can be
induced by trogocytosis and the formation of an immunological synapse that occurs
when EBV contacts B cells, which leads to a possible EBV infection [15]. p
It has been shown that the level of infected B cells in the population ranges from
5 to 3000 in every 107 memory B cells, both in peripheral blood (on average 110/
107) and in Waldeyer’s ring (average value 175/107), then there is a virus evenly
distributed throughout the ring. Thus, the level of infected cells is similar between
peripheral blood and Waldeyer’s ring, but 20 times lower than in other lymphoid
tissue (spleen and mesenteric lymph node) [16]. The total body load in humans
amounts to 104–107 (on average 0.5/106) infected memory B-cells, representing a
small, stable, and most critically “safe” pool of infected cells, which guarantees
long-term persistence. Only about 1% of these cells are found in the peripheral
blood. One latently infected memory B cell in the amygdala can differentiate into a
plasma cell and secrete a virus that infects epithelial cells. The virus constantly seeps
into the oral cavity, where it mixes with saliva for about 2 minutes before
swallowing. Thus, the oral cavity is a reservoir for EBV flow and not a static
reservoir. About 250 cells begin to replicate in the Waldeyer ring at any given time. The oral cavity and peripheral blood are important anatomical sites for the locali-
zation and persistence of EBV infection. These two compartments are connected by
oropharyngeal lymphoid tissue such as the lingual, palatine, and pharyngeal tonsils. EBV-infected B cells can re-enter the tonsils, where memory lymphocytes express
characteristic sets of adhesion receptors, through which they are able to return to
target organs, where they first encountered antigens. Thus, EBV-infected cells can
release viral particles through lytic replication, reinfect cells in lymphoepithelial
tissue, and subsequently release viruses into the oral cavity [17]. The release of viruses into plasma from different anatomical sites indicates that
different viral strains can persist in different tissue compartments. Therefore, EBV
can be detected in the tissues of various anatomical structures of the human body. 3.Severe CAEBV (SCAEBV). Despite the fact that EBV is an oncogenic virus the vast majority of EBV- Despite the fact that EBV is an oncogenic virus, the vast majority of EBV-
infected people do not suffer from any long-term consequences. This is due to the
antiviral immune response that develops during primary infection with EBV, and
further supports subsequent lifelong control to ensure the mutual coexistence of the
virus and its host. Early control of EBV infection is associated with the expansion of
innate immune cells (primarily NK cells) and CD8+ and CD4+ T cells, specific for a
wide range of EBV proteins expressed during the lytic and latent stages of viral
infection. Patients with persistent EBV infection develop a specific CD8+ T-cell
response to antigens of the lytic and latent cycles, the former being more frequent. An individual lytic epitope-specific response can account for up to 2% of the total
population of CD8+ T cells. The response to immediate-early antigens dominates
the response to early antigens, and the response to late expressed antigens rarely
develops [18]. CD8+ T cells play a major role in the formation of responses to
proteins EBNA3A, 3B, and 3C. A less specific immune response develops against
EBNA1, EBNA2, and LMP2. Individuals expressing HLA-B*3801 have been shown 3 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control to have strong responses to the EBNA2 epitope, and carriers of HLA-A*0203 have
strong responses to the epitope from EBNA-LP. In persistently infected individuals
the EBV-specific T cell pool contains resting antigen-expressed T cells that are not
active and do not proliferate. Lymphoid markers CCR7 and CD62L, specific for the
latent antigen, are expressed on T cells. The phenotype, functional profile, and
clonotypic composition of TCRs specific for CD8+ T cells remain stable for many
years [19]. The EBV-specific CD4+ T cell response in healthy carriers is much
weaker and may be 10 times less pronounced than the CD8+ T cell response to the
same antigen. EBV-specific CD4+ memory T cells share the same phenotype
regardless of whether they are specific for latent or lytic antigens. CD4+ T cells do
not express perforin and granzyme, and upon ex vivo stimulation, the cytokine
polyfunctionality of cells increases, and TNF-alpha production predominates [20]. NK-T cells are a conserved population of congenital T cells expressing the semi-
invariant Va24-Ja18/Vβ11 T cell receptor. 3.Severe CAEBV (SCAEBV). Only one study evaluated the frequency
of NK T cells in the blood during EBV infection, and it was shown that the number
of NK T cells was increased in the first month of infection. A change in cellular
phenotype and function was noted with an increase in the content of CD56 (bright)
with a high ability to destroy EBV-infected cells. NK-T cells play an important role
in the control of primary EBV infection by eliminating infected B cells and increas-
ing the antigen-specific response of T cells through the release of immunomodula-
tory cytokines [21]. It has been shown that patients with primary y y
p
p
y
immunodeficiency are predisposed to the development of EBV-associated disease. The presence of NK T cells reduces the EBV transformation of B cells in vitro. With
EBV infection of blood lymphocytes, the previous depletion of NK T cells leads to
both an increase in the number of B cells infected with EBV and an increase in the
total viral load in culture. It has been suggested that NK T cells play a role in the
early immune recognition of newly EBV-infected B cells [22]. 1.2 Interferon-γ IFN-γ achieves this by stimulating
characteristic Th1-effector mechanisms: innate cell-mediated immunity (through
the activation of NK cell effector functions), specific cytotoxic immunity (through
the interaction of T cells with APC), and macrophage activation. IFN-γ increases
the content of lymphocytes and leads to their long-term persistence in the tissue,
induces activation of the complement cascade and acute phase response, plays a role
in the switch of IgG class production, and has a direct antiviral effect [24]. Nor-
mally, in the early stages of the host’s immune response, IFN-γ production by NK
cells, CD4+ T (Th1) cells, and CD8+ T cells is aimed at improving antigen recogni-
tion in APCs such as macrophages and dendritic cells. IFN-γ is one of the key
cytokines that differentiate naive CD4 cells into Th1 effector T cells, which produce
the main mediators of cellular immunity against viral and intracellular bacterial
infections [25]. Together, IFN-γ and IL-12 generate a very strong Th1 response. Th1
cell-mediated immunity and Th2 cell-mediated humoral immunity are modulated
by IFN-γ, which affects the differentiation of naive T cells into Th1 or Th2 cells. y
γ,
When activated, almost all CD8+ T cells, NK cells, and Th1 lymphocytes pro-
duce IFN-γ, which stimulates cytokine activity and increases the expansion of low
avid NK cells. Of all the interferons/cytokines of the Th1 response, IFN-γ is most
strongly correlated with the Th1 response [26]. The effects induced by IFN-γ lead to
increased immune surveillance. In addition, IFN-γ blocks the production of IL-4, an
inducer of Th2 cell differentiation and proliferation. The synergistic effects of IL-21,
IL-18, and IL-15 increase IFN-γ production. The most potent regulator of IFN-γ
production is IL-15 compared to IL-21 in human NK and T cells. The cytokines IL-15
and IL-18 are produced by macrophages, while IL-21 is mainly produced by acti-
vated T cells. IFN-γ increases the expression of the HLA (major histocompatibility
complex) class I and II antigen by increasing the expression of subunits, increasing
the expression and activity of proteasomes, resulting in increased sensitivity of the
host to an infectious pathogen and an increased ability to identify and respond to
this pathogen [26]. Thus, IFN-γ has many important immunostimulatory and
immunomodulatory effects. y
With the development of inflammation, a high level of IFN-γ leads to the
activation of both canonical and non-canonical pathways. 1.2 Interferon-γ Interferons (IFNs) are important biological regulatory proteins called cytokines
and mediators of cellular homeostatic reactions that are produced in response to viral
infection inhibiting the replication of a wide range of DNA and RNA viruses, thereby
creating negative feedback. Inhibition of the viral replication cycle is carried out with
the help of the synthesis of viral polypeptides [23]. When IFNs are administered
in vivo, the level of viremia decreases, that is, interferons can be used as antiviral
drugs, and the antiviral effect is mediated both by the immune system itself and by
intracellular antiviral mechanisms. All types of IFNs inhibit more than one step in the
viral life cycle: viral entry and decay, viral mRNA transcription, viral protein synthe-
sis, viral genome replication, and progeny assembly and isolation of virions. According to the amino acid sequence IFNs are divided into three types: I II and III According to the amino acid sequence, IFNs are divided into three types: I, II, and III. IFN-γ is the only representative of type II IFN. It is structurally unrelated to type
I IFNs, binds to another receptor and is encoded by a separate chromosomal locus. Type II IFN or immune IFN—IFN-γ is a highly pleiotropic cytokine, secreted not in
response to viral infection, but indirectly by mitogen-activated T cells and NK cells,
which are the primary producers of IFN-γ during the innate and adaptive phases of
the immune response to viral infection. Other cells such as B cells, NK T cells, and
professional antigen-presenting cells (APCs) have now been shown to secrete IFN-
γ. The production of IFN-γ by monocytes/macrophages and dendritic cells acting
locally is important in cell activation [24]. y
IFN-γ plays an important role in the activation of macrophages for the produc-
tion of tumor necrosis factor-α (TNF-α), increases macrophage phagocytosis and
microbicidal activity, the formation of active nitrogen and oxygen intermediates, 4 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 including superoxide radicals - nitric oxide and hydrogen peroxide, which are
powerful cytotoxic effectors, stimulates the Th1-T cell response and has a strong
inflammatory activity. IFN-γ is the main product of Th1 cells and further shifts the
immune response towards the Th1 phenotype. 1.2 Interferon-γ In the canonical signaling
pathway, IFN-γ dimerizes and binds to two IFN-γ receptors, which are composed of
two different ligand-binding chains: high-affinity IFNGR-1 (α) with high expres-
sion and two signal-transforming low-affinity IFNGR-2 (β),—with related signaling
mechanisms. The IFNGR1 and IFNGR2 chains belong to the class II cytokine recep-
tor family. The IFNGR2 chain limits sensitivity to IFN-γ and the IFNGR1 chain is
usually in excess. But the expression level of IFNGR2 can be tightly regulated
depending on the state of cell differentiation or activation. Receptors are expressed
on the surface of almost all cell types. The expression level is determined by the cell
type and its activation status. Initially, IFN-γ binds to IFNGR1, and the formed IFN-
γ*IFNGR1 complex facilitates its binding to IFNGR2, then downstream signaling
pathway events are initiated [27]. IFN-γ gene transcription is induced through
several mechanisms. The most studied response to IFN-γ, mediated by STAT-1-
containing transcription factor GAF (gamma-activated factor), which is activated
by tyrosine kinases Jak1 and Jak2 and binds to the gamma-activating sequence GAS
(Gamma Activating Sequence), which is present in the promoter regions of many
genes. As a result of gene activation, the formation of cellular immune response to a
viral infection begins [28]. The JAK/STAT pathway is the main signaling pathway
initiated by IFN-γ stimulation. Further, IFN-γ, together with one of its receptor 5 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control subunits IFNGR1 and pSTAT1, is translocated into the cytoplasmic domain in com-
bination with endocytosis and induces gene expression by binding to GAS elements
in the promoter region of inducible IFN genes [29]. When viruses inhibit the func-
tions of STAT1 molecules, IFN-γ can independently induce a noncanonical signaling
pathway [30]. That is, IFN-γ is capable of inducing gene expression in STAT1/
bone marrow macrophages, suggesting that IFN-γ acts independently of STAT-1 or in
an alternative non-canonical manner. Typically, activation of noncanonical pathways
occurs later, after STAT1 activation. However, there is evidence that noncanonical
pathways can be activated in the absence or presence of STAT1 in a dependent
manner [31]. The IFN-γ and IFN-α/β signaling pathways intersect at several levels,
partially overlap, which allows cross-interaction of certain functions within the cell. This crossover mechanism is relevant because in vivo cells are not stimulated in
isolation by a single cytokine, but rather a cytokine cocktail that induces gene
expression through the integration of multiple signaling pathways. 1.3 The use of interferon-γ in the treatment of herpesvirus infections In recent years, numerous works have been published in the world on the
treatment of herpesvirus infections with recombinant IFN-γ, showing high clinical
and antiviral efficacy [27, 37–39]. IFN-γ demonstrated a 7–10 times more potent
antiviral effect than IFN-α or -β. When IFN-γ is added at the 3–4th days after
infecting, there is a decrease in EBV-induced B cell proliferation and immunoglob-
ulin secretion, while the addition of IFN-α and -β has an effect only within 24 h. Lotz et al. Found that EBV-infected cells can be regulated by all IFNs at an early
stage. Subsequently, there comes an intermediate period when only IFN-γ is able to
directly influence EBV-induced B-cell responses. In the third phase, B-lymphocytes
become insensitive to the direct action of all IFNs and are exposed only to cytotoxic
cells [40]. In 2002 the introduction of recombinant IFN-γ, as well as IFN-β, showed
high efficiency of inhibition of replication of the herpes simplex virus type 1 (HSV-
1) [41]. That is, the high level of inhibition achieved by the administration of
exogenous IFN-γ was the result of a synergistic interaction with endogenous
IFN-α/β, which is produced locally in response to HSV-1 infection. Other
researchers revealed that IFN-β and IFN-γ interact synergistically, blocking viral
DNA synthesis and nucleocapsid formation in HSV-1 infected cells, without affect-
ing the viability of the host cells. Thus, the authors concluded that IFN-mediated
suppression of HSV-1 replication plays the role of the main mechanism by which
the host immune system limits the spread of infection in vivo [42]. In a double-
blind, placebo-controlled study, it was shown that the introduction of recombinant
IFN-γ three times a week subcutaneously reduces the incidence of severe infections
in patients with various genetic types of chronic granulomatous disease [43]. p
g
yp
g
In the Russian Federation, the only IFN-γ preparation has been registered under
the trade name Ingaron, developed by SPP PHARMACLON Ltd. via the microbio-
logical synthesis in a recombinant E. coli strain and purified by column chromatog-
raphy. The drug consists of 144 amino acid residues, devoid of the first three of
them (Cys-Tyr-Cys), replaced by Met. 1.2 Interferon-γ When infected with a virus, IFN-γ can induce apoptosis by regulating Fas
ligands to remove virus-infected cells, enhancing the expression of type I IFNs, pro-
inflammatory cytokines, and chemokines by endothelial, epithelial cells and fibro-
blasts to attract macrophages, neutrophils, and T cells to the sites of infection [32]. IFN-γ can also initiate the expression of dsRNA-specific adenosine deaminase
(ADAR), which inhibits viral replication by editing or disrupting the translation of
viral proteins [33]. p
Virus infection of a cell begins with the attachment of the virus to the surface of
the host cell through a receptor and/or through cell membrane molecules such as
glycans. Viruses can release their genomes directly into the cell after fusion of its
membrane with the plasma membrane, while other viruses enter cells through
cellular endocytosis, which allows the virus to release the core virion containing the
viral genome directly into the cytoplasm [34]. The isolated genome, either naked or
associated with viral proteins, moves to certain regions of the cytoplasm or nucleus
for its replication [35]. IFN-γ can inhibit the entry of the virus from the endosome
into the cytoplasm. y
p
Virus replication is the primary goal of the virus life cycle [36]. Suppression of
any stage of the life cycle can lead to suppression of viral genome replication during
viral infection. IFN-γ is a potent antiviral cytokine that interferes with various
stages of the viral life cycle in stimulated cells using the following mechanisms [35]: 1.Inhibition of the viral penetration, both at the extracellular and intracellular
stages, by controlling the expression and/or distribution of the receptors
necessary for the penetration of the virus; 2.Inhibition of the viral replication by disrupting the replication niche of the
virus; 3.Disruption of gene expression, interfering with translation; 4.Violation of stability by interfering with nucleocapsid assembly; 5.Violation of virus shedding by breaking the disulfide bond of the required
participant in cellular interaction; 7.IFN-γ can also inhibit the penetration of the virus at the stage of transfer of the
invading virus from the endosome into the cytoplasm [35]. 6 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 1.3 The use of interferon-γ in the treatment of herpesvirus infections The purpose of this study is to evaluate the efficacy of IFN-γ therapy for the
content of the number of EBV DNA copies in saliva samples by the Real-time PCR
method, for the dynamics of INF-α and INF-γ production (spontaneous, serum, and
induced levels) and the clinical picture in patients suffering from chronic Epstein-
Barr virus infection (CEBVI) one and three months after the end of therapy. 2. Material and methods
2.1 Schemes of therapy Table 1.
Ch The study procedures were in accordance with the Good Clinical Practice (GCP)
guidelines and ethical principles of the Declaration of Helsinki. The study was
approved by the Ethics Committee of Fresenius Medical Care (Dialysis Center St. Petersburg, Russia). Written informed consent was obtained from all participants
before the study was initiated. 2.1 Schemes of therapy All patients were divided into three groups for different therapy regimens • The first group consisted of 51 patients (from 22 to 49 years old) who received
IFN-γ therapy (500,000 IU every other day, intramuscular injections (i/m)). The total course was 15 injections; • The second group consisted of 42 patients (from 22 to 48 years old) who received
prolonged therapy with a drug from the group of acyclic natural nucleosides -
valaciclovir (Valtrex 500 mg 2 times/day, orally) for two months; • The third group consisted of 46 patients (from 19 to 52 years old) who received
prolonged therapy with a synthetic nucleoside analog of guanosine—valganciclovir 7 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control (Valcyte 450 mg 2 times a day, orally) for 2 months in combination with IFN-γ
(10–20 intramuscular injections of Ingaron 500,000 IU every other day). Previously, all patients in this group, as prescribed by a doctor or independently
(often repeatedly), received therapy with drugs from the group of acyclic
natural nucleosides, including valaciclovir for short courses (7–10 days). There
was no pronounced clinical and laboratory positive effect from the previous
therapy, for this reason, these patients have prescribed valganciclovir in
combination with IFN-γ. To assess the efficacy, a comparative analysis of the amount of EBV DNA in
saliva samples was carried out one month after the end of the treatment course. Clinical complaints were compared for the patients of Group 1 in one and three
months after the treatment course. Patient groups and therapy are presented in Table 1. Patient
group
Therapy in the main
groups
Subgroup
of patients
Therapy in subgroups
1st group
(n = 51)
Ingaron 500,000 IU every
other day, i/m. Course of 15 injections
—
—
2nd group
(n = 42)
Valtrex 500 mg 2 times/
day, 2 months
—
—
3d group
(n = 46)
Valcyte 450 mg 2 times/
day, 2 months + Ingaron
3А group
(n = 22)
Valcyte 450 mg 2 times/day (2 months) +
Ingaron 500,000 IU every other day, i/m. Course of 10 injections
3В group
(n = 24)
Valcyte 450 mg 2 times/day (2 months) +
Ingaron 500,000 IU every other day, i/m. Course of 20 injections
Table 1. Characteristics of therapy in patient groups. Table 1. Characteristics of therapy in patient groups. 2.3 Statistical analysis Statistical analysis of the obtained results was carried out using the statistical
software package IBM SPSS Statistics, version 26 (Armonk, NY: IBM Corp.). Group
results are presented as mean standard error of the mean (SEM). Statistical
processing of the results was carried out using parametric (Pearson’s method) and
nonparametric (Kendall’s tau (τ)) criteria. To check the condition of independence
of observations, linear regression analysis (with the calculation of the coefficient of
determination (R Square) and the Durban-Watson criterion) and analysis of vari-
ance (ANOVA Analisis of Variance) with the calculation of the Fisher criterion (F)
were carried out to test the significance of the model. The standardized coefficient ß
was calculated with 95% Confidence Interval (95% CI). The critical level of signif-
icance of the difference in indicators was taken equal to 0.05. 2.2 Survey methods Clinical research methods included the collection of anamnesis, data on previous
immuno- or antiviral therapy, and the presence of concomitant diseases. The clini-
cal condition of patients was assessed according to the generally accepted method,
including objective data and registration of patient complaints at the time of exam-
ination. The severity of patient complaints was recorded using a subjective assess-
ment scale on a 3-point scale (0—no symptoms, 1—mild symptoms, 2—moderate
severity of symptoms, 3—significant severity of symptoms). y
y
p
g
y
y
p
Diagnosis of CEBVI was based on clinical data and positive results of EBV DNA
studies in saliva samples conducted by polymerase chain reaction (PCR) with real-
time hybridization-fluorescence detection. The test systems “AmpliSens EBV/
CMV/HHV6-screen-FL” (FBSI “Central Research Institute of Epidemiology”, Rus-
sia) were used. The unit of measurement used to estimate the viral load during DNA
extraction from saliva is the number of copies of EBV DNA per ml of sample. According to the instructions this indicator is calculated using the formula: Number p
p
p
According to the instructions, this indicator is calculated using the formula: Number 8 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 of DNA copies = CDNA 100, where CDNA is the number of copies of the viral
DNA in the sample. The analytical sensitivity of the test system is 400 copies/ml. DNA in the sample. The analytical sensitivity of the test system is 400 copies/ml. We studied the dynamics of IFN-α and -γ production before the initiation of
IFN-γ therapy and 1 and 3 months after the end of the course. Determined the level
of IFN-α and IFN-γ in the blood serum, as well as the spontaneous and induced
production of these cytokines in the culture of blood lymphocytes. Newcastle dis-
ease virus (NDV) (obtained at the L.A. Tarasevich State Institute of Culture, St. Petersburg) with an infectious titer of 8 lg EID/0.2 ml in a volume of 8 μl/hole and
Phytohemagglutinin (PHA-P) (PanEko, Russia) at the dose of 10 μg/ml were used
as inducers of IFN-α and -γ production respectively. The quantitative content of
cytokines was determined in the serum and supernatant of a 24-h whole blood
culture by solid-phase ELISA using the test systems “alpha-Interferon-IFA-BEST”
and “gamma-Interferon-IFA-BEST” (JSC “VectorBest”, Russia). Reference values
for spontaneous, serum, and induced production of IFN-α and IFN-γ are provided
by the manufacturer of the test systems. 3. Results The examination was carried out in 139 patients with СEBVI: 86 women and 53
men with average age of 35.27 1.28 years. The duration of CEBVI from the
appearance of the first complaints to laboratory confirmation and the diagnosis was
2.23 0.21 years. 98 (7.720%) and 27 (24.54%) patients suffered in childhood from
chronic tonsillitis with no response to antibiotic therapy and infectious mononucle-
osis respectively. All patients underwent differential diagnosis of CEBVI with other
viral infections (HIV, viral hepatitis, cytomegalovirus infection, toxoplasmosis),
helminthic invasions, autoimmune diseases associated with EBV infection. CEBVI is characterized by a long course and frequent relapses with clinical and
laboratory signs of viral activity, described in detail in the literature [44–46]. Patients worried about prolonged subfebrile condition (37.1–37.3°C), weakness,
unmotivated fatigue, excessive sweating (especially at night), a constant feeling of
discomfort and/or pain in the throat, lymphadenitis, swelling of the nasal mucosa
with abundant drainage mucus, stomatitis. Some patients have a cough, skin rashes,
arthralgia, pain in the muscles of the trunk and extremities are possible. There may
be manifestations of conjunctivitis, otitis media. Neurological disorders develop
headaches, memory and sleep disorders, decreased concentration, irritability, tear-
fulness, a tendency to depression. Perhaps an increase in internal organs (according
to ultrasound, hepato- or splenomegaly) and feeling of heaviness in the right
hypochondrium. Also, patients complain of frequent colds, the addition of other
herpesviral infections. In the history of such patients, long-term stressful situations, 9 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control psychoemotional and physical overloads often take place, against the background of
which the patient’s condition worsens. 3.1 Comparative analysis of the efficacy of antiviral therapy In all patients (N = 139) CEBVI was confirmed by PCR reaction in saliva samples. Table 2 shows the results of a comparative analysis of the dynamics of the number of
EBV DNA copies in groups of patients who received different therapy regimens. Patient group
Number of copies/ml before
therapy
Number of copies/ml after
therapy
1st group
IFN-γ
(N = 51)
294630.59 72210.69
154786.97 18671.15 (N = 36) in 15
patients—0.00 copies
(29.41%)
2nd group
valaciclovir (2 months)
(N = 42)
278857.24 44608.15
47108.18 25928.62 (N = 30) in 12
patients—0.00 copies
(28.57%)
3d group
valganciclovir
(2 months) + IFN-γ
(N = 46)
425250.00 62697.09
35934.50 33764.56 (N = 13) in 33
patients—0.00 copies
(71.74%)
Table 2. Dynamics of the number of EBV DNA copies one month after the end of antiviral therapy in patients with
CEBVI. Patient group
Number of copies/ml before
therapy
Number of copies/ml after
therapy
1st group
IFN-γ
(N = 51)
294630.59 72210.69
154786.97 18671.15 (N = 36) in 15
patients—0.00 copies
(29.41%)
2nd group
valaciclovir (2 months)
(N = 42)
278857.24 44608.15
47108.18 25928.62 (N = 30) in 12
patients—0.00 copies
(28.57%)
3d group
valganciclovir
(2 months) + IFN-γ
(N = 46)
425250.00 62697.09
35934.50 33764.56 (N = 13) in 33
patients—0.00 copies
(71.74%)
Table 2. Dynamics of the number of EBV DNA copies one month after the end of antiviral therapy in patients with
CEBVI. From the presented data in the 1st group after Ingaron therapy, only 15 (29.41%)
patients had negative PCR results in saliva samples. In the 2nd group of patients
taking valaciclovir negative PCR results were obtained in 12 (28.57%) patients. In
group 3, one month after taking the combination therapy valganciclovir + Ingaron,
33 (71.74%) patients obtained negative PCR results in saliva samples. p
g
p
The patients of the 3rd group, according to the combination therapy were
distributed as follows: • 3A subgroup—22 patients received Valcyte 900 mg/day (2 months) + Ingaron
10 injections of 500,000 IU every other day; • 3A subgroup—22 patients received Valcyte 900 mg/day (2 months) + Ingaron
10 injections of 500,000 IU every other day;
• 3B subgroup—24 patients received Valcyte 900 mg/day (2 months) + Ingaron
20 injections of 500,000 IU every other day. Table 3 shows the results obtained in these subgroups. 3.1 Comparative analysis of the efficacy of antiviral therapy Therapy scheme (Group 3)
Number of DNA copies/
ml before therapy
Number of DNA copies/ml after
therapy
Subgroup 3A:
Valcyte 900 mg/day (2 months) +
Ingaron 500,000 IU 10
(N = 22)
334086.00 95214.02
In 12 patients—0.00 copies; (54.54%)
in 12 patients—6285.57 2823.61
Subgroup 3B:
Valcyte 900 mg/day (2 months) +
Ingaron 500,000 IU 20
(N = 24)
381745.32 161946.09
In 21 patients—0.00 copies; (87.50%)
in 3 patients—123469.51 46615.32
Table 3. Dynamics of the number of EBV DNA copies one month after the end of combined antiviral therapy in the 3rd
group of patients. • 3B subgroup—24 patients received Valcyte 900 mg/day (2 months) + Ingaron
20 injections of 500,000 IU every other day. Table 3 shows the results obtained in these subgroups. Table 3 shows the results obtained in these subgroups. Therapy scheme (Group 3)
Number of DNA copies/
ml before therapy
Number of DNA copies/ml after
therapy
Subgroup 3A:
Valcyte 900 mg/day (2 months) +
Ingaron 500,000 IU 10
(N = 22)
334086.00 95214.02
In 12 patients—0.00 copies; (54.54%)
in 12 patients—6285.57 2823.61
Subgroup 3B:
Valcyte 900 mg/day (2 months) +
Ingaron 500,000 IU 20
(N = 24)
381745.32 161946.09
In 21 patients—0.00 copies; (87.50%)
in 3 patients—123469.51 46615.32
Table 3. Dynamics of the number of EBV DNA copies one month after the end of combined antiviral therapy in the 3rd
f
i 10 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 From the data presented in Table 2 one can see that in the total 3rd group of
patients, there is a reliably positive dynamics of the number of DNA copies the
decrease in a month after combination therapy. In subgroup 3A, negative PCR
results were obtained in 54.54% of patients. The best result was observed in the
patients of subgroup 3B (in 87.50% of patients) who received 20 injections of IFN-γ
500,000 IU every other day, in combination with valganciclovir. That is, the posi-
tive result of this therapy regimen is due not so much to the combination of
medicines, but to the amount and duration of IFN-γ administration. 3.2 Dynamics of INF-α and INF-γ production After the comparative analysis of the efficacy of different regimens of CEBVI
therapy, we analyzed the dynamics of INF-α and INF-γ production (spontaneous,
serum, and induced) in the culture of lymphocytes in the first group of patients
(N = 51) before the start of therapy with IFN-γ, after one and three months after the
end of therapy. We also assessed the dynamics of clinical complaints in these
patients after IFN-γ therapy. Tables 4 and 5 present the data obtained. Research
indicator
IFN-α level (pg/
ml)before
therapy
IFN-α level (pg/ml)
after 1 month of
therapy
IFN-α level (pg/ml)
after 3 months of
therapy
p
1
2
3
Spontaneous
IFN-α
3.76 0.58
5.80 4.02
3.85 19.24
Р1,2 = 0.345
Р2,3 = 0.435
Р1,3 = 0.359
Serum IFN-α
5.09 1.47
4.21 0.70
5.57 1.20
Р1,2 = 0.289
Р2,3 = 0.202
Р1,3 = 0.380
Induced
IFN-α
296.78 127.43
578.154 129.46
294.78 60.67
Р1,2 = 0.284
Р2,3 = 0.360
Р1,3 = 0.145
Table 4. Dynamics of IFN-α production before the start, one and three months after therapy in the 1st group of CEBVI
patients (N = 51). Research
indicator
IFN-γ level
(pg/ml) before
therapy
IFN-γ level (pg/ml)
after 1 month of
therapy
IFN-γ level (pg/ml)
after 3 months of
therapy
p
1
2
3
Spontaneous
IFN-γ
2.07 0.26
2.57 0.75
2.00 0.57
Р1,2 = 0.34
Р1,3 = 0.36
Р2,3 = 0.57
Serum IFN-γ
1.85 0.14
5.57 1.20
2.10 0.68
Р1,2 = 0.024
Р1,3 = 0.21
Р2,3 = 0.38
Induced
IFN-γ
1862.72 624.52
2487.96 437.73
4308.12 3053.77
Р1,2 = 0.38
Р1,3 = 0.38
Р2,3 = 0.27
Table 5. Dynamics of IFN-γ production before the start, one and three months after therapy in the 1st group of CEBVI
patients (N = 51). Table 4. Table 4. Dynamics of IFN-α production before the start, one and three months after therapy in the 1st group of CEBVI
patients (N = 51). Research
indicator
IFN-γ level
(pg/ml) before
therapy
IFN-γ level (pg/ml)
after 1 month of
therapy
IFN-γ level (pg/ml)
after 3 months of
therapy
p
1
2
3
Spontaneous
IFN-γ
2.07 0.26
2.57 0.75
2.00 0.57
Р1,2 = 0.34
Р1,3 = 0.36
Р2,3 = 0.57
Serum IFN-γ
1.85 0.14
5.57 1.20
2.10 0.68
Р1,2 = 0.024
Р1,3 = 0.21
Р2,3 = 0.38
Induced
IFN-γ
1862.72 624.52
2487.96 437.73
4308.12 3053.77
Р1,2 = 0.38
Р1,3 = 0.38
Р2,3 = 0.27
Table 5. Dynamics of IFN-γ production before the start, one and three months after therapy in the 1st group of CEBVI
patients (N = 51). le 4. amics of IFN-α production before the start, one and three months after therapy in the 1st group of CEBVI
ents (N = 51) Table 4. Dynamics of IFN-α production before the start, one and three months after therapy in the 1st group of CEBVI
patients (N = 51). Table 5. Dynamics of IFN-γ production before the start, one and three months after therapy in the 1st group of CEBVI
patients (N = 51). 11 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control One month after the end of therapy with IFN-γ, a tendency to an increase in the
spontaneous production of IFN-α was revealed (statistically insignificant), but after
three months the values returned to the initial values. Serum IFN-α production did
not change after one and three months, remaining within the normal range. There
was a tendency to an increase in the induced production of IFN-α one month after
the end of therapy, followed by a normalization of the level after three months. Thus, IFN-γ had no significant effect on IFN-α production in the general group of
patients after one and three months of therapy. y
From the data presented in Table 4, it follows that in the group of patients a
month after the end of therapy with IFN-γ, the serum (p = 0.024) production of
IFN-γ increased, and after three months the serum level practically returned to the
initial value (p = 0.57). The level of spontaneous production one and three months
after the end of therapy did not change significantly. Table 4. Induced production of IFN-γ
also tended to increase one and three months after the end of therapy without
significant dynamics. g
y
When analyzing the initial data of the level of induced IFN-γ, it was found that
these values sharply differed in patients, i.e. from the lower to the upper limit
values of the reference (281-4335 pg/ml). pg
In this regard, the group of patients (N = 51) was divided into 2 groups in
accordance with the induced production of IFN-γ before the start of therapy: • 1st subgroup (N = 30)—the level of induced IFN-γ closer to the upper limit of
the reference values (2706.00 1058.94 pg/ml); • 2nd subgroup (N = 21)—the level of induced IFN-γ closer to the lower limit of
the reference values (287.20 64.65 pg/ml). • 2nd subgroup (N = 21)—the level of induced IFN-γ closer to the lower limit of
the reference values (287.20 64.65 pg/ml). Figure 1 shows the data on the dynamics of the induced IFN-γ production in
these groups of patients. The results of the study showed that after the course of therapy with IFN-γ in
the 1st subgroup, the content of induced IFN-γ had a tendency to a gradual
decrease, while in the 2nd subgroup there was a significant increase in the level of
induced IFN-γ three months after therapy (p = 0.027). At the same time, the values
of IFN-γ levels in both groups remained within the reference values. Figure 2 shows
the results of the dynamics of the spontaneous level of IFN-γ before and after IFN-γ
therapy in both subgroups. Figure 1. Dynamics of the level of induced IFN-γ before the start, one and three months after IFN-γ therapy in patients
with CEBVI in the subgroups 1 and 2. Figure 1. Dynamics of the level of induced IFN-γ before the start, one and three months after IFN-γ therapy in patients
with CEBVI in the subgroups 1 and 2. 12 Figure 2. Dynamics of the level of spontaneous IFN-γ before the start, one and three months after IFN-γ therapy in
patients with CEBVI in subgroups 1 and 2. Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Figure 2. Table 4. Dynamics of the level of spontaneous IFN-γ before the start, one and three months after IFN-γ therapy in
patients with CEBVI in subgroups 1 and 2. Figure 3. Dynamics of the level of serum IFN-γ before the start, one and three months after IFN-γ therapy in patients with
CEBVI in subgroups 1 and 2. Figure 3. Dynamics of the level of serum IFN-γ before the start, one and three months after IFN-γ therapy in patients with
CEBVI in subgroups 1 and 2. The presented data show that the values of the spontaneous level of IFN-γ in
both groups significantly increased after one month. After three months, there was
a trend towards a decrease in the spontaneous level of IFN-γ in both groups, while
remaining above the baseline values. However, these values in both groups did not
differ from the reference values (0–6 pg/ml). Figure 3 shows the dynamics of
serum IFN-γ levels after therapy in both groups of patients. py
g
p
p
The results of the research showed that in both subgroups the increase in serum
IFN-γ production was significant one month after the end of therapy (p = 0.03 and
p = 0.02, respectively). In three months after the treatment course, there was a
tendency to a slight decrease in serum IFN-γ, while the data obtained did not differ
from the baseline (before the start of therapy levels) and from the reference values
provided by the manufacturer of the test system (0–10 pg/ml). 3.3 Dynamics of clinical complaints The next stage of the work was the analysis of the frequency of the main clinical
complaints in patients of both subgroups before the start, one and three months
after IFN-γ therapy (Table 6). From the data in Table 6, one can see that in one and three months after the
therapy with IFN-γ in patients of the 1st group there was a significant decrease in 13 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control Frequency of complaints (%)
Before therapy
(n = 30)
after 1 month
of therapy
after 3 months
of therapy
p
1
2
3
Subfebrile temperature
83.33
30.76
30.76
Р1,2 = 0.004
Р1,3 = 0.004
Р2,3 = 0.000
Lymphadenitis
53.33
43.33
26.66
Р1,3 = 0.047
Р2,3 = 0.05
Sore throat
93.33
43.33
36.66
Р1,2 = 0.001
Р1,3 = 0.001
Weakness
76.66
66.66
53.33
Р1,3 = 0.001
Chills
70.00
13.33
20.00
Р1,2 = 0.001
Р1,3 = 0.001
Sweating
93.33
53.33
46.66
Р1,2 = 0.001
Р1,3 = 0.001
Runoff of mucus
33.33
13.33
16.66
Р1,2 = 0.05
Decreased concentration of
attention and memory
56.66
40.00
36.66
Р1,3 = 0.050
Table 6. Frequency of main clinical complaints (%) in patients before the start, one and three months after IFN-γ
therapy in patients of the 1st group (1st subgroup—with the level of induced IFN-γ closer to the upper limit of
the reference values). Table 6. Frequency of main clinical complaints (%) in patients before the start, one and three months after IFN-γ
therapy in patients of the 1st group (1st subgroup—with the level of induced IFN-γ closer to the upper limit of
the reference values). Table 6. Frequency of main clinical complaints (%) in patients before the start, one and three months after IFN-γ
therapy in patients of the 1st group (1st subgroup—with the level of induced IFN-γ closer to the upper limit of
the reference values). subfebrile temperature, sore throat, chills, sweating, and decreased concentration. The rest of the complaints tended to decrease or remain unchanged. The dynamics
of clinical complaints in the patients of the 2nd subgroup is presented in Table 7. Table 7.
Frequency ofclinical complaints (%) in patientsbeforethe start,one and three months after IFN-γ therapy in patients
of the 1st group (2nd subgroup—with the level of induced IFN-γ closer to the lower limit of the reference values). 3.3 Dynamics of clinical complaints Frequency of complaints
(%)
Before therapy
(n = 21)
After 1 month
of therapy
After 3 months
of therapy
p
Lymphadenitis
66.66
14.28
19.04
Р1,2 = 0.002
Р1,3 = 0.05
Sore throat
33.33
23.80
19.04
Р1,3 = 0.002
Р1,3 = 0.002
Chills
47.67
28.57
23.80
Р1,2 = 0.001
Р1,3 = 0.001
Sweating
61.90
52.38
47.67
Р1,2 = 0.029
Р1,3 = 0.001
Runoff of mucus
21.05
10.52
10.52
Р1,2 = 0.029
Р1,3 = 0.029
Stomatitis
15.78
10.52
9.52
Р1,2 = 0.004
Р1,3 = 0.001
Joint pain
15.78
10.52
9.52
Р1,2 = 0.004
Р1,3 = 0.001
Decreased concentration of
attention and memory
33.33
23.80
26.31
Р1,2 = 0.002
Sleep disturbance
15.78
14.28
10.52
Р1,3 = 0.004
Р2,3 = 0.046 14 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 In the 2nd subgroup of patients, one and three months after IFN-γ therapy, a
significant positive dynamics of the main clinical complaints were observed, in par-
ticular, a decrease in lymphadenitis, sore throat, chills, sweating, mucus drainage
along the back of the throat, stomatitis, joint pain, decreased concentration attention,
sleep disorders. That is, patients with an initially reduced level of induced IFN-γ
before starting IFN-γ therapy have a more pronounced response to the therapy. g
γ
py
p
p
py
When analyzing the clinical picture, we revealed that in the group of patients with
a higher level of induced IFN-γ production at the time of initiation of therapy com-
plaints were more intensive and occurred with higher frequency (Figures 4 and 5). 3.5 Prognostic significance of the number of copies of EBV DNA In order to clarify the prognostic significance of the number of EBV DNA in
saliva samples, a linear regression analysis was carried out with the calculation of
the coefficients of determination R2 (R Square) and using the Durban-Watson test
and analysis of variance (ANOVA “Analysis of Variance”) using criterion F and the
calculation of the standardized coefficient beta (ß) with a 95% confidence interval. The results of the F criterion and the ß coefficient, indicating the significance of the
obtained regression models, are presented below. • The number of EBV DNA copies in saliva samples before the initiation of IFN-γ
therapy affects the level of induced IFN-α production one month after the end
of therapy (F = 12.166; p = 0.002; β = 0.615; CI: 75.999; 264.975; p = 0.002); • The number of copies of EBV DNA in saliva samples before the initiation of
IFN-γ therapy affects the level of induced IFN-γ production one month after
the end of therapy (F = 3.852 p = 0.061; β = 0.365; CI:-0.011; 0.001;
p = 0.061). Figure 4. Figure 4. Frequency of main clinical complaints (%) in patients before the start, one and three months after IFN-γ
therapy in patients with CEBVI in the 1st subgroup. g
Frequency of main clinical complaints (%) in patients before the start, one and three months after IFN-γ
therapy in patients with CEBVI in the 1st subgroup. Figure 5. Frequency of clinical complaints (%) in patients before the start, one and three months after IFN-γ therapy in
patients with CVEBI in the 2nd subgroup. Figure 5. Frequency of clinical complaints (%) in patients before the start, one and three months after IFN-γ therapy in
patients with CVEBI in the 2nd subgroup. gu e 5. Frequency of clinical complaints (%) in patients before the start, one and three months after IFN-γ therapy in
patients with CVEBI in the 2nd subgroup. 15 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control 3.4 Relationship between the number of EBV DNA copies and clinical
complaints Further, a correlation analysis was carried out to reveal the relationship between
the numbers of EBV DNA copies in saliva samples before the start of IFN-γ therapy
with the severity of clinical complaints in patients. The results are shown in
Table 8. Complaints
Сorrelation coefficient
Weakness
τ = 0.473; р = 0.026
r = 0.553; р = 0.026
Sore throat
τ = 0.629; р = 0.002
r = 0.741; р = 0.001
Joint pain
τ = 0.413; р = 0.052
r = 0.521; р = 0.039
Table 8. Influence of the number of EBV DNA copies on the severity of clinical complaints in patients with СEBVI
(N = 51). Table 8. Influence of the number of EBV DNA copies on the severity of clinical complaints in patients with СEBVI
(N = 51). Thus, the number of copies of EBV DNA in saliva samples affects the develop-
ment of weakness, sore throat, and arthralgia in patients with CEBVI. 4. Discussion Currently, there is no single approach to the treatment of CEBVI, despite the
fact that there are a number of specific antiviral drugs. In particular, acyclic nucle-
osides are widely used, such as acyclovir, valaciclovir (Valtrex), famciclovir
(Famvir), and synthetic nucleoside analogs of guanosine: ganciclovir (cymevene),
valganciclovir (Valcyte). In most cases, antiviral therapy is ineffective, which has
been confirmed in numerous studies. In 2016, the results of efficacy analysis of
infectious mononucleosis treatment were published according to the WHO World
Register of Clinical Trials, both completed and ongoing. It was shown that the
effectiveness of antiviral drugs (acyclovir, valaciclovir) in acute infectious mono-
nucleosis is doubtful. Acyclovir and valaciclovir reduce EBV replication by
inhibiting viral DNA polymerase and decreasing the oral secretion of EBV in
patients with infectious mononucleosis. Balfour HH, et al. showed that taking the
drug in a dose of 1 g every 8 h for 14 days leads to a decrease in clinical complaints
in infectious mononucleosis [46]. In the case of viral shedding, shedding was
observed to suppress the shedding against the background of antiviral therapy, but
this effect ceased after the end of antiviral therapy [47]. The authors did not obtain
a statistically significant difference between the groups of patients receiving
antiviral drugs and the control groups. Most of the studies processed were unclear
or at high risk of bias. Experimental studies in vitro have shown that EBV thymidine
kinase has a variable affinity for antiherpetic antiviral drugs, that is, acyclovir and
dihydroxypropylmethylguanine are relatively weak substrates for EBV thymidine
kinase [48]. In our study, in the group of patients receiving therapy with Valtrex
(valaciclovir) at a dose of 1 g per day for 2 months, suppression of EBV DNA
replication in saliva samples was obtained in 28.57% of patients. This is confirmed
by literature. The effectiveness of the use of valganciclovir in suppressing EBV
replication and reducing the severity of clinical complaints in patients has been
shown [49]. Taking valganciclovir leads to a decrease in the amount of EBV DNA
from an average of 4.3 log10 copies/ml to 1.2 log10 copies/ml by 0.77 logs (95% CI,
.62–.91 logs; P < .001) [50]. Valaciclovir and famciclovir suppress EBV DNA
replication by 18% and 30%, respectively [51], while valganciclovir reduces EBV
DNA secretion by 46% [52]. That is, valganciclovir can be used in the treatment
of CEBVI. The research by Kure S. 3.6 Influence of the induced IFN-γ level on clinical complaints The next stage of the work was the correlation analysis of the influence of the
initial level of induced IFN-γ on the clinical picture of the disease in patients of the
1st and 2nd subgroups (Group 1). It was shown that in the 1st subgroup, a high level
of induced IFN-γ inversely influences the development of sweating in patients
(r = 0.506; p = 0.023; τ = 0.419; p = 0.021). In subgroup 2, the initially low level
of induced IFN-γ inversely influences the development of weakness (r = 0.405;
p = 0.045; τ = 0.419; p = 0.037). It was not possible to identify other significant
correlations in the subgroups. 16 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 4. Discussion et al., devoted to the study of the inhibitory effect of
pure recombinant human (rh) IFN-α and IFN-γ on EBV infection in B-cell lines,
BJAB lines, and in normal mature B-lymphocytes, showed that the pretreatment of
cells within 24 h with rhIFN-α and rhIFN-γ suppressed the production of EBV
specific nuclear antigen (EBNA-1) in BJAB cells 24 h after EBV infection. Both
rhIFN types also effectively inhibited EBV infection in normal mature B lympho-
cytes, as evidenced by a decrease in [3H] thymidine incorporation 6 days after EBV
infection and the total number of proliferating cells 21 days after infection. The
authors showed that rhIFN-α exhibited a more pronounced inhibitory effect than
rhIFN-γ. None of the rhIFNs showed a pronounced inhibitory effect on EBNA
expression in covert EBV-infected Raji and Daudi cell lines. These results indicate
that rhIFNs act predominantly at the early stage of EBV infection [53]. In our work,
it was shown that in group 1 (N = 51) one month after rhIFN-γ therapy, 15 (29.41%)
patients had negative PCR results in saliva samples, and 36 (70.59%) patients had
copies of EBV DNA decreased. That is, rhIFN-γ can completely inhibit viral repli-
cation in 29.41% of patients. However, in this group of patients, a pronounced
reliable dynamics of clinical complaints were obtained after the end of therapy. In
2002, it was shown that treatment of Vero cells with IFN-β or IFN-γ inhibits HSV-1
replication by less than 20-fold, while co-treatment with IFN-β and IFN-γ inhibits 17 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control HSV-1 replication by 1000 times [41]. The authors suggested that the high level of
inhibition achieved by the administration of exogenous IFN-γ is the result of a
synergistic interaction with endogenous IFN-α/β, which are locally produced in
response to HSV-1 infection. Our results confirm these in vitro data. If we compare
the results we obtained in the groups of patients who received rhIFN-γ and
monotherapy with valganciclovir in terms of the dynamics of the number of DNA
copies in saliva samples, then no difference was obtained between these groups,
that is, the effectiveness of monotherapy with rhIFN-γ or valaciclovir has similar
efficacy (29.41% and 28.57% respectively). 4. Discussion Our results are consistent with previ-
ously published data, in particular, the Russian literature describes the results of the
study of rhIFN-γ (Ingaron) and presents evidence of the high efficiency of its use in
the treatment of herpesvirus infections [54]. The authors showed that the drug has
a direct antiviral effect, and the clinical effect is manifested through the activation
of cellular immunity, which controls the viral antigen. In group 3, a month after
taking the combination therapy valganciclovir+rhIFN-γ, a negative PCR result was
obtained in 19 (71.74%) patients. The effectiveness of the therapy did not depend
on the combination of drugs but on the duration of the course of rhIFN-γ adminis-
tration. The best result from therapy was in patients who received 20 injections of
rhIFN-γ in combination with valganciclovir. It was in this group that the number of
copies of EBV DNA in saliva samples was negative in 87.50% of patients. Thus, a
positive result on the number of EBV DNA copies during this treatment regimen is
due not so much to the total combination course, but to the amount and duration of
rhIFN-γ administration. γ
In 2003, an open, randomized, controlled, multicenter clinical study was
conducted to study the anti-fibrotic effect of rhIFN-γ in 153 patients with chronic
viral hepatitis B. RhIFN-γ was introduced i/m daily at a dose of 1 MU for three
months and 1 MU every other day for the following six months. As a result, it was
shown that rhIFN-γ has a pronounced anti-fibrotic effect in patients with chronic
hepatitis B [55]. The effectiveness of treatment was 66% in the group of patients
versus 16.2% in the control group. Later in 2011, the results of the study of rhIFN-γ
monotherapy in 25 HBsAg-positive patients with stage 2-4 fibrosis who received
long-term rhIFN-γ therapy were published [56]. The authors also showed that long-
term therapy for nine months leads to pronounced positive dynamics of inflamma-
tion and fibrosis of the liver tissue. Our results with long-term administration of
rhIFN-γ confirm these data. With herpes viral infection, the secretion of cytokines is altered, modulating a
strong and effective antiviral immune response against infected host cells. After
primary infection, herpes viruses persist in the host organism for a long time [57]. 4. Discussion Thus, the
dysregulation of the production of proinflammatory cytokines is based on the fact
that virions already contain molecules that directly target the proper cytokine signal-
ing. After infection of host cells and transcription of viral DNA leading to translation
of viral miRs into viral peptides, other mechanisms of proper immune surveillance
are targeted, including, in particular, presentation of HLA class I antigen, as well as
decreased expression of NKG2D ligands [61]. the EBV protein LMP1 inhibits TNF-α and induces the production and secretion of
IL-10, and the miR-BHRF1-2-5p EBV blocks the proinflammatory signaling of IL-1
[60]. Cytokine signaling is a very early response to viral infection and explains the
presence of corresponding inhibitory viral factors in the tegument. Thus, the
dysregulation of the production of proinflammatory cytokines is based on the fact
that virions already contain molecules that directly target the proper cytokine signal-
ing. After infection of host cells and transcription of viral DNA leading to translation
of viral miRs into viral peptides, other mechanisms of proper immune surveillance
are targeted, including, in particular, presentation of HLA class I antigen, as well as
decreased expression of NKG2D ligands [61]. INF-γ plays not only an important role in modulating T-cell immunity but also,
having a direct antiviral activity is used as an effective therapeutic agent in the
treatment of viral infection [62]. Okano et al. conducted a study of the efficacy of
therapy with recombinant IFN-γ in a patient with infectious mononucleosis and X-
linked lymphoproliferative syndrome (XLP). EBV-determined nuclear antigen and
EBV DNA have been found in various tissues of the patient. After therapy with
recombinant IFN-γ, there was positive dynamics in the reduction of virus-infected
cells and a linear increase in the content of IFN-γ in the blood serum. NK cell
activity remained within normal limits throughout the course of therapy. The
authors suggested that cytotoxic cells can produce endogenous IFN-γ [63]. A. Linde
et al. also revealed an increase in serum IFN-γ levels 24 h (p = 0.05) and 48 h
(p = 0.01) after EBV infection, subsequently, the level of IFN-γ returned to baseline
values [64]. In another study, in patients with acute infectious mononucleosis, an
increase in the level of serum IFN-γ was shown only during the first week from the
moment of infection, later the level of IFN-γ returned to normal [65]. 4. Discussion One of the factors contributing to the persistence of herpes viruses is their ability to
adopt two different modes of the life cycle: latent and lytic. After primary infection,
herpes viruses pass into a latent, transcriptional-translational suppressed state,
which can often be interrupted by lytic episodes. During the latency phase, tran-
scripts were identified, in particular, such as microRNAs (miRs), which play a role
in the mechanism of evasion of the virus from the host’s immune response, includ-
ing impaired interferon signaling [58]. which can often be interrupted by lytic episodes. During the latency phase, tran-
scripts were identified, in particular, such as microRNAs (miRs), which play a role
in the mechanism of evasion of the virus from the host’s immune response, includ-
ing impaired interferon signaling [58]. It has been shown that the early EBV protein BZLF1 can block IFN-γ production
by inhibiting the downstream IFN-γ signaling pathway. Essentially, BZLF1 stops the
transcription of all expressed HLA class II molecules and, therefore, the activation of
T-helper cells required for the induction of an immune response, inhibits IFN-γ-
induced tyrosine STAT1 phosphorylation and nuclear translocation of BZLF1, It has been shown that the early EBV protein BZLF1 can block IFN-γ production
by inhibiting the downstream IFN-γ signaling pathway. Essentially, BZLF1 stops the
transcription of all expressed HLA class II molecules and, therefore, the activation of
T-helper cells required for the induction of an immune response, inhibits IFN-γ-
induced tyrosine STAT1 phosphorylation and nuclear translocation of BZLF1,
reduces the expression of the IFN-γ receptor, stimulating the mechanism, with the
help of which EBV can avoid the antiviral immune response during primary infection
[59]. In addition, the EBV lytic transactivator Zta suppresses the production of IFN-β, reduces the expression of the IFN-γ receptor, stimulating the mechanism, with the
help of which EBV can avoid the antiviral immune response during primary infection
[59]. In addition, the EBV lytic transactivator Zta suppresses the production of IFN-β, 18 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 the EBV protein LMP1 inhibits TNF-α and induces the production and secretion of
IL-10, and the miR-BHRF1-2-5p EBV blocks the proinflammatory signaling of IL-1
[60]. Cytokine signaling is a very early response to viral infection and explains the
presence of corresponding inhibitory viral factors in the tegument. 4. Discussion Interesting
data were obtained when studying the dynamics of IFN-γ level production in
patients with tuberculosis, who showed a decrease in the average IFN-γ level over
time (p = 0.001), but this decrease occurred during the first 8 weeks from the start
of specific therapy (p = 0.019). When comparing baseline susceptible (N = 55) and
drug-resistant patients (N = 18), there was no difference in the change in IFN-γ
levels over time. Since the production of IFN-γ and secretion from T cells increase
in response to an increase in antigenic load and then stabilize over 24 weeks, a
decrease in the concentration of IFN-γ may indicate a positive response to the
therapy and play the role of monitoring the response to therapy [66]. py
p y
g
p
py
Our data indicate the absence of a significant increase in the production of the
induced, serum, and spontaneous level of INF-γ three months after the end of
therapy with INF-γ in the general group of patients, which is fully consistent with
the previously published results of other authors. But when analyzed separately in
each group of patients, it was shown that in the group with an initially low level, the
administration of INF-γ led to a significant increase in the level of induced INF-γ
three months after the end of therapy (p = 0.027). This is probably due to the initial
low level of induced INF-γ and a more pronounced response to INF-γ therapy,
which manifested itself in a significant positive dynamics of the main clinical
complaints. Thus, we demonstrated that the dynamics of the production of the
initially low level of induced INF-γ can be a marker of the positive effect of the
therapy with INF-γ. py
The absence of positive dynamics of the increase in the production of induced
INF-γ in the general group of patients one and three months after the end of therapy
with INF-γ indicates the absence of the effect of the drug on the level of production
of endogenous INF-γ, which was previously demonstrated in studies by other
authors. At the same time, INF-γ has a pronounced antiviral effect, which was
shown earlier, and does not cause the increase of INF-γ production to the levels that
would exceed the reference values. 4. Discussion 19 Current Perspectives on Viral Disease Outbreaks - Epidemiology, Detection and Control When analyzing the clinical picture, we revealed that in the group of patients
with a higher level of induced IFN-γ production at the time of initiation of therapy,
complaints were more pronounced and more frequent. This is probably due to a
more intensive inflammatory response in this group of patients. This conclusion is
supported by previously published data that these inflammatory reactions are
enhanced by the presence of IFN-γ, which dramatically increases the production of
inflammatory mediators by macrophages [67]. Conflict of interest The authors declare that they have no potential conflicts of interest. 5. Conclusions 1.RhINF-γ has a pronounced antiviral effect, which is expressed in a significant
decrease in the number of EBV DNA copies in patients with CEBVI. 1.RhINF-γ has a pronounced antiviral effect, which is expressed in a significant
decrease in the number of EBV DNA copies in patients with CEBVI. 1.RhINF-γ has a pronounced antiviral effect, which is expressed in a significant
decrease in the number of EBV DNA copies in patients with CEBVI. 2.The introduction of rhINF-γ leads to positive dynamics of the clinical picture
of the disease. The most pronounced positive dynamics were found in patients
with an initially low level of induced INF-γ. 2.The introduction of rhINF-γ leads to positive dynamics of the clinical picture
of the disease. The most pronounced positive dynamics were found in patients
with an initially low level of induced INF-γ. 2.The introduction of rhINF-γ leads to positive dynamics of the clinical picture
of the disease. The most pronounced positive dynamics were found in patients
with an initially low level of induced INF-γ. 3.The positive dynamics of the production of the initially low level of induced
INF-γ can be a marker of the effectiveness of the therapy with rhINF-γ in
patients with CEBVI. 4.The efficacy of therapy in patients with CEBVI is determined by the duration
of the introduction of rhINF-γ: 500,000 IU every other day at least 20
injections shows the best result. 5.In the group of CEBVI patients with an initial level of induced IFN-γ at the
lower limit of reference values, therapy with rhINF-γ leads to a significant
increase in the level of induced INF-γ three months after the end of therapy. 6.Therapy with rhINF-γ one and three months after the end of treatment of
patients does not cause changes in the production of INF-α to levels that would
exceed the reference values in patients with CEBVI. Financing The study was not sponsored. 20 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
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Irina A. Rakityanskaya1* and Tatiana S. Ryabova1,2
1 Outpatient Department of Allergology-Immunology and Clinical Transfusiology
City Ambulant Department N112, St. Petersburg, Russian Federation
2 Military Medical Academy Named After S.M. Kirov Ministry of Defense of the
Russian Federation, St. Petersburg, Russian Federation
*Address all correspondence to: tat-akyla@inbox.ru
© 2021 The Author(s). Licensee IntechOpen. This chapter is distributed under the terms
of the Creative Commons Attribution License (http://creativecommons.org/licenses/
Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Recombinant Human Interferon-Gamma: Prospects for the Treatment of Chronic Epstein-Barr…
DOI: http://dx.doi.org/10.5772/intechopen.101325 Author details
Irina A. Rakityanskaya1* and Tatiana S. Ryabova1,2
1 Outpatient Department of Allergology-Immunology and Clinical Transfusiology
City Ambulant Department N112, St. Petersburg, Russian Federation
2 Military Medical Academy Named After S.M. Kirov Ministry of Defense of the
Russian Federation, St. Petersburg, Russian Federation
*Address all correspondence to: tat-akyla@inbox.ru
© 2021 The Author(s). Licensee IntechOpen. This chapter is distributed under the terms
of the Creative Commons Attribution License (http://creativecommons.org/licenses/
by/3.0), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly cited. © 2021 The Author(s). Licensee IntechOpen. This chapter is distributed under the terms
of the Creative Commons Attribution License (http://creativecommons.org/licenses/
by/3.0), which permits unrestricted use, distribution, and reproduction in any medium,
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https://journalofpalaeogeography.springeropen.com/track/pdf/10.1186/s42501-019-0035-5
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English
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Characteristics of Early Cretaceous wildfires in peat-forming environment, NE China
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Journal of Palaeogeography/Journal of palaeogeography
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cc-by
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© The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. Abstract Inertinite maceral compositions in coals from the Early Cretaceous Erlian, Hailar, and Sanjiang Basins in NE China are
analyzed in order to reveal palaeowildfire events and palaeoclimate variations. Although huminite is the dominant
maceral group in the studied basins, the inertinite group, as a byproduct of palaeowildfires, makes up a
considerable proportion. Occurrence of inertinite macerals indicates that wildfires were widespread and frequent,
and supports the opinion that the Early Cretaceous was a “high-fire” interval. Inertinite contents vary from 0.2% to
85.0%, mostly within the range of 10%–45%, and a model-based calculation suggests that the atmospheric oxygen
levels during the Aptian and Albian (Early Cretaceous) were around 24.7% and 25.3% respectively. Frequent fire
activity during Early Cretaceous has been previously related to higher atmospheric oxygen concentrations. The
inertinite reflectance, ranging from 0.58%Ro to 2.00%Ro, indicates that the palaeowildfire in the Early Cretaceous
was dominated by ground fires, partially reaching-surface fires. These results further support that the Cretaceous
earliest angiosperms from NE China were growing in elevated O2 conditions compared to the present day. Keywords: Inertinite, Coal, Wildfire, Palaeo-atmospheric oxygen level, Angiosperm, Early Cretaceous, NE China 2004; Bowman et al. 2009). The minimum oxygen content
that can support combustion in nature is 15% (Belcher
and McElwain 2008). Wildfire plays an important role in
many ecosystems, which not only affects the emission of
atmospheric carbon dioxide and aerosols, but also plays
an important controlling role in the distribution and evo-
lution of the biological community (Scott and Stea 2002;
Bowman et al. 2009; Scott 2010). The inertinite content in
coal or other sediments is related to atmospheric oxygen
levels, and thus can be used in interpretation of the
palaeoenvironment of peatlands (Scott and Glasspool
2006; Diessel 2010; Glasspool and Scott 2010; Zhan et al. 2011; Shao et al. 2012; Glasspool et al. 2015). Journal of Palaeogeography Journal of Palaeogeography (2019) 8:17 Wang et al. Journal of Palaeogeography (2019) 8
https://doi.org/10.1186/s42501-019-0035-5 Open Access Characteristics of Early Cretaceous wildfires
in peat-forming environment, NE China Shuai Wang, Long-Yi Shao*, Zhi-Ming Yan, Ming-Jian Shi and Yun-He Zhang * Correspondence: shaol@cumtb.edu.cn
College of Geoscience and Surveying Engineering, China University of
Mining and Technology (Beijing), Beijing 100083, China 1 Introduction Although many studies have discussed
the coal-forming environment and coal petrology of the
Early Cretaceous coals of NE China, few studies focus on
the palaeoclimate significance based on the fire-derived
inertinites (Xu 2011; Zhang et al. 2014). Therefore, in
this study, Early Cretaceous coals in the Erlian, Hailar
and Sanjiang Basins of NE China are selected to assess
the characteristics of wildfire types and atmospheric
oxygen levels. The work provides further insight into
the occurrences of wildfires and palaeoenvironmental
changes during this period. experienced two stages of tectonic evolution under differ-
ent tectonic regimes. During the Paleozoic, tectonic devel-
opment was controlled by the evolution of the Palaeo-
Asian Ocean between Siberia and North China cratons,
but since Jurassic, it was dominated by the subduction of
Palaeo-Asian Ocean and the collision of Mongolia–
Okhotsk suture (Wang et al. 2007; Wu et al. 2011). The
latter tectonic regime fundamentally changed the tectonic
framework of NE China and initiated NE- to NNE-ori-
ented tectonic zones (Li 1988), which resulted in the de-
velopment of a series of Late Jurassic to Early Cretaceous
NE- to NNE-oriented faulted coal-bearing basins. NE China includes Heilongjiang, Jilin and Liaoning
Provinces and the eastern part of Inner Mongolia Au-
tonomous Region with a vast area of roughly 1.6 million
km2 (Shao et al. 2013). Tectonically, the region consists
of Hailar Basin and Erlian Basin in the west, Songliao
Basin in the center, and Sanjiang Basin in the east
(Fig. 1), respectively. The faulted basins in NE China are 1 Introduction As a byproduct of peatland evolution under the common
influence of geological conditions including palaeoclimate,
palaeobotany, palaeogeography and palaeotectonics, coal is
not only an important energy resource, but also a sediment
sensitive to environmental changes in deep geological time
(Shao et al. 2012). Therefore, the maceral compositions of
coal can record subtle changes in depositional conditions
and
palaeoclimate
(Petersen
and
Ratanasthien
2011;
Petersen and Lindström 2012). Almost all coal macerals in the inertinite group have
been identified as incompletely combusted charcoal and
are closely tied to wildfires in peatlands (Scott 2000, 2010;
Scott and Stea 2002; Scott and Glasspool 2006, 2007;
Glasspool and Scott 2010; Hudspith et al. 2012; Zhang et
al. 2016). The occurrence of wildfire needs sufficient
temperature, fuel and oxygen conditions (Brown et al. 2012). Charcoal, as the byproduct of wildfire, is first re-
corded in the latest Silurian and has subsequently been
found in all geological periods from different depositional
environments (Jones and Chaloner 1991; Glasspool et al. The Cretaceous is an important coal-forming period in
geological history (Han and Yang 1980) and is character-
ized by global greenhouse climates (Hu et al. 2012; Wang
2013). Coal seams of this period are widely distributed
around the world (Brown et al. 2012). Previous research on
wildfires in coal mainly investigated coals in the northern
hemisphere (North America, Europe, India, and Asia) (Uhl
and Kerp 2003; Hamad et al. 2016; Jasper et al. 2017). Wildfires were widespread and frequent during large parts
of the Cretaceous, and thus the Cretaceous has been con-
sidered as a high frequency interval of wildfires in Earth’s * Correspondence: shaol@cumtb.edu.cn
College of Geoscience and Surveying Engineering, China University of
Mining and Technology (Beijing), Beijing 100083, China * Correspondence: shaol@cumtb.edu.cn
College of Geoscience and Surveying Engineering, China University of
Mining and Technology (Beijing), Beijing 100083, China Page 2 of 13 Page 2 of 13 Wang et al. Journal of Palaeogeography (2019) 8:17 Wang et al. Journal of Palaeogeography history (Bond and Scott 2010; Diessel 2010; Brown et al. 2012). It is believed that the frequent occurrence of fire
events is related to the abundance of gymnosperms and
the emergence of angiosperms (Bond and Scott 2010;
Brown et al. 2012). 4.1 Maceral compositions Table 1 shows the maceral and mineral matter distributions
of the samples collected from the three basins studied. In the Erlian Basin, huminite is the most dominant mac-
eral group (14.4%–99.3%) with an average value of 63.1%,
but a few samples exhibit higher values of inertinite and lip-
tinite contents as well (Table 1). The inertinite content of
all samples varies between 0.2% and 85.0% with an average
value of 33.9%. Liptinite is not commonly observed, the
content of which ranges between 0.2% and 15.0% with an
average value of 3.0%. Fusinite, semifusinite and iner-
todetrinite are the abundant inertinite macerals with
average content at 13.4%, 8.1%, 11.3%, respectively. Funginite, macrinite and micrinite are rarely found in
the samples. The minerals comprise 0.8%–17.7% with
an average value of 4.9%. From bottom to top, the lithostratigraphic units of the
Lower Cretaceous coal measures include the Aershan,
Tengger and Saihantala Formations in the Erlian Basin;
Tongbomiao, Nantun, Damoguaihe and Yimin Forma-
tions in the Hailar Basin; and Didao, Chengzihe and
Muling Formations in the Sanjiang Basin, respectively
(Fig. 2). Chronostratigraphically, they correspond to the
Aptian and most of the Albian, Early Cretaceous (Sun
and Zheng 2000; Zhang et al. 2015; ICS 2017) (Fig. 2). In the Hailar Basin, it is noted that huminite and iner-
tinite are the dominant maceral groups, followed by
mineral components, while liptinite is rare (Table 1). The huminite group is 81.5% in average of the total mac-
erals, ranging from 40.2% to 95.6%, the inertinite group
18.6% in average, ranging from 4.4% to 59.8%, and the
mineral components are 1.3% in average. Fusinite and
semifusinite are the abundant inertinite macerals with
average content at 17.8% and 0.7%, respectively. 3 Sampling and methodology p
g
gy
The studied coal samples were collected from: (1) coal
mines in the Saihantala Formation of the Jiergalangtu,
Baiyinhua, and Chaokewula sags in the Erlian Basin; (2)
the Yimin Formation of the Yimin sag in the Hailar Basin;
and (3) the Chengzihe Formation of Jixi mine area in the
Sanjiang Basin (Fig. 3), comprising 19, 12, and 5 samples,
respectively. All the collected samples were stored imme-
diately in plastic bags to ensure as little contamination or
oxidation as possible. Samples were analyzed in the State
Key Laboratory of Coal Resources and Safe Mining,
Beijing, China. The maceral content was determined by
point counting, and huminite and inertinite reflectance
measurements were carried out on most samples. The
coal petrographic analyses were made according to con-
ventional procedures (ICCP 2001; Sýkorová et al. 2005). In the Sanjiang Basin, the huminite is also the domin-
ant group, ranging from 74.9% to 92.0%, with an average
value of 87%, while the inertinite group accounts for
9.8% in average, ranging from 2.7% to 24.3% (Table 1). The liptinite is 3.2% in average and the mineral compo-
nents are 0.4% in average. Fusinite and semifusinite are
the major inertinite macerals with average content at
6.2% and 3.6%, respectively. 2 Geological setting Northeastern China is located at the eastern part of the
Central Asian Orogenic Belt (Wu et al. 2011), which Fig. 1 Outline map showing the Early Cretaceous sedimentary basins of NE China (modified from Sha 2007). The inset map of China is modified
after the National Bureau of Surveying and Mapping of China (No. GS(2016)1603). I – Hailar Basin; II – Erlian Basin; III – Sanjiang Basin Fig. 1 Outline map showing the Early Cretaceous sedimentary basins of NE China (modified from Sha 2007). The inset map of China is modified
after the National Bureau of Surveying and Mapping of China (No. GS(2016)1603). I – Hailar Basin; II – Erlian Basin; III – Sanjiang Basin Page 3 of 13 Wang et al. Journal of Palaeogeography (2019) 8:17 Page 3 of 13 Wang et al. Journal of Palaeogeography (0.590%Ro), and optically black (zero) standards at 23 °C
were used, and a total of 100 valid points in each polished
block were counted. Finally, the testing results are con-
verted into percentage of each maceral and average re-
flectance value in the total valid points. For observation of
the homogenization status of cell walls, macerals were ob-
served under scanning electron microscopy. filled by Lower Cretaceous coal measures, mostly continen-
tal clastics, including conglomerate, sandstone, siltstone,
mudstone and coal, from 1000 m to 3000 m in thickness
(Li 1988), formed mainly in continental environments. Lower Cretaceous successions are unconformably overlain
by Upper Cretaceous sedimentary rocks, and unconform-
ably underlain by the Upper Jurassic (Shao et al. 2013). The Hailar Basin consists of up to 6 km of Upper
Mesozoic–Cenozoic continental sediments and forms a
NE-trending basin together with the adjacent Tamtsag
Basin in Mongolia to the south (Gao et al. 2009; Guo et
al. 2018). The Erlian Basin is a Mesozoic–Cenozoic
intra-continental faulted basin, developed on Hercynian
folded basement, which is located in the suture between
the Asian and Siberian Plates (Zhu et al. 2000). The San-
jiang Basin is an important Mesozoic coal-bearing basin,
which is located in the Jiamusi Massif of the eastern
Heilongjiang Province (Yang et al. 2005). 4.2 Inertinite reflectance values Coal samples were crushed to less than 1 mm diameter
to make polished blocks for microscopic observation. Maceral analyses, as well as huminite and inertinite re-
flectance measurements were made on polished blocks
under reflected white and fluorescent light, with 50× oil
immersion objectives using a Leica DM4500P LED micro-
scope. For the maceral analyses, a total of 500 valid points
in each polished block were counted. For the reflectance
measurements, an immersion oil with a refractive index of
1.518 and YAG (0.903%Ro), GGG (1.719%Ro), sapphire Since inertinite reflectance is affected by combustion
temperature, the temperature of wildfire combustion can
be inferred by measuring the inertinite reflectance
(Petersen and Lindström 2012). Although there is no
completely linear relationship between inertinite reflect-
ance and burning temperature, it can be described by
the linear regression eq. T = 184.10 + 117.76 × %Ro (coef-
ficient of determination r2 = 0.91), where T is the com-
bustion temperature and %Ro is the measured inertinite
reflectance (Jones 1997). Page 4 of 13 Wang et al. Journal of Palaeogeography (2019) 8:17 Wang et al. Journal of Palaeogeography Fig. 2 Columnar sections showing lithology and coal seams of the Lower Cretaceous coal measures in the Erlian, Hailar and Sanjiang Basins. The
palynological data are based on Heilongjiang Bureau of Geology and Mineral Resources (1993), Zhang and Long (1995) and Zhu et al. (2000) Fig. 2 Columnar sections showing lithology and coal seams of the Lower Cretaceous coal measures in the Erlian, Hailar and Sanjiang Basins. The
palynological data are based on Heilongjiang Bureau of Geology and Mineral Resources (1993), Zhang and Long (1995) and Zhu et al. (2000) Sanjiang Basin is 294.79–330.12 °C with an average
value of 308.22 °C. The measured inertinite reflectance results are shown
in Table 2, from which it can be seen that inertinite re-
flectance in the Erlian Basin is 0.59%Ro–2.00%Ro with
an average of 1.03%Ro; inertinite reflectance in the Hai-
lar Basin is 0.58%Ro–0.90%Ro, with an average value of
0.75%Ro; and the Sanjiang Basin inertinite reflectance
of 0.94%Ro–1.24%Ro, with an average value of 1.05%Ro. Based on the relationship between inertinite reflectance
and combustion temperature (Jones 1997), the wildfire
combustion temperature for the studied sections in NE
China
was
calculated
(Table
2). 4.2 Inertinite reflectance values The
combustion
temperature of wildfire in the Erlian Basin is 253.58–
419.62 °C with an average value of 305.34 °C; the
wildfire combustion temperature in the Hailar Basin is
252.40–290.08 °C with an average value of 271.83 °C;
and
the
wildfire
combustion
temperature
in
the 5.1 Inertinite macerals: wildfire implications 5.1 Inertinite macerals: wildfire implications A mix of inertinite particle sizes from more than 500 μm
to less than 10 μm could be observed in polished blocks,
which recorded local wildfire activity and regional activ-
ity (Scott and Glasspool 2007; Robson et al. 2015). The
common characteristics of inertinite are the relatively
high reflectivity (Fig. 3). Fusinite, semifusinite, and iner-
todetrinite are the most common inertinite macerals
(Fig. 3a–c, e). Fusinite and semifusinite have open cellu-
lar structure and homogenized cell walls (Fig. 4). Com-
paratively,
semifusinite
has
lower
reflectivity
than
fusinite (Fig. 3e). Rare inertinite in areas indicates that Page 5 of 13 Wang et al. Journal of Palaeogeography (2019) 8:17 (2019) 8:17 Wang et al. Journal of Palaeogeography Fig. 3 Photomicrographs of typical coal macerals in the studied coals. Inertinite shows higher reflectivity than huminite. Huminite maceral group:
ulminite and corpohuminite. Inertinite maceral group: fusinite, semifusinite and Inertodetrinite. Oil immersion, white light. a, b Distinct cellular
structure is preserved in the fusinite (Fu); from sample 407, Hailar Basin; c, d Fusinite (Fu) with distinct cellular structure and corpohuminite (Co)
with spherical or oval shape indicating resistance to decay; from sample 419, Hailar Basin; e Semifusinite (Sf) with brittle fractures has contacts
with ulminite (Ul); from sample 302, Sanjiang Basin; f Due to homogenization, structures within the cell walls are not visible in the ulminite (Ul);
from sample 211, Erlian Basin Fig. 3 Photomicrographs of typical coal macerals in the studied coals. Inertinite shows higher reflectivity than huminite. Huminite maceral group:
ulminite and corpohuminite. Inertinite maceral group: fusinite, semifusinite and Inertodetrinite. Oil immersion, white light. a, b Distinct cellular
structure is preserved in the fusinite (Fu); from sample 407, Hailar Basin; c, d Fusinite (Fu) with distinct cellular structure and corpohuminite (Co)
with spherical or oval shape indicating resistance to decay; from sample 419, Hailar Basin; e Semifusinite (Sf) with brittle fractures has contacts
with ulminite (Ul); from sample 302, Sanjiang Basin; f Due to homogenization, structures within the cell walls are not visible in the ulminite (Ul);
from sample 211, Erlian Basin Hailar
Basin)
to
lower
wildfire
activity
(Sanjiang
Basin). fuel would have accumulated between periods of fire ac-
tivity (Robson et al. 2015). Enrichment of inertinite in Lower Cretaceous coals
is very common in the studied area. The coals in the
western part of the study area contain higher charcoal
abundances than those in the eastern part based on
the coal petrological evidence (Table 1). Higher levels
of inertinite in contemporaneous coals have also been
recorded from New Zealand, America, Canada, Africa,
and North China (Diessel 2010; Sun et al. 2017). The
variability in inertinite content indicates that wildfires
were prevalent in the coal-forming peatland during
the Early Cretaceous, and may record transitional
periods from higher wildfire activity (Erlian Basin and 5.2 Fire types According to different temperature and fuel, wildfires
can be subdivided into three categories (Scott 1989;
Scott and Jones 1994; Scott 2000), namely: (1) ground
fires that burn organic material below litter, producing
temperatures of around 400 °C; (2) surface fires that
burn litter and herbaceous and shrubby plants, produ-
cing temperatures of around 600 °C; and (3) crown fire
that burn the canopy of trees and lager shrubs, produ-
cing temperatures of 800 °C or higher. Based on the
calculated burning temperature, we have summarized Wang et al. Journal of Palaeogeography (2019) 8:17 Page 6 of 13 Table 1 Maceral and mineral compositions of the Lower Cretaceous coals in NE China
Area
Sample
No. 5.2 Fire types Total
macerals
(vol.%)
Total
minerals
(vol.%)
Percentage of maceral groups in the total macerals (vol.%, mmf)
Percentage of inertinite macerals in the total macerals (vol.%, mmf)
Huminite
Reflectance
(%Ro)
Huminite
Liptinite
Inertinite
Fusinite
Semifusinite
Sclerotinite
Macrinite
Micrinite
Inertodetrinite
Hailar Basin
401
100.0
0.0
84.7
0.0
15.3
14.6
0.7
0.0
0.0
0.0
0.0
0.42
407
99.5
0.5
84.2
0.0
15.8
15.8
0.0
0.0
0.0
0.0
0.0
0.38
411
99.8
0.2
79.4
0.0
20.6
18.2
2.4
0.0
0.0
0.0
0.0
0.43
416
93.8
6.2
93.6
0.0
6.4
4.7
1.7
0.0
0.0
0.0
0.0
0.40
419
97.4
2.6
87.2
0.0
12.8
12.8
0.0
0.0
0.0
0.0
0.0
0.42
426
98.3
1.7
89.2
0.0
10.8
10.8
0.0
0.0
0.0
0.0
0.0
0.40
431
98.8
1.2
90.9
0.0
9.1
9.1
0.0
0.0
0.0
0.0
0.0
0.39
436
98.5
1.5
83.8
0.0
16.2
16.2
0.0
0.0
0.0
0.0
0.0
0.35
441
100.0
0.0
81.4
0.0
18.6
18.6
0.0
0.0
0.0
0.0
0.0
0.40
446
99.6
0.4
95.6
0.0
4.4
4.4
0.0
0.0
0.0
0.0
0.0
0.30
452
99.4
0.6
67.2
0.0
32.8
32.8
0.0
0.0
0.0
0.0
0.0
0.32
455
100.0
0.0
40.2
0.0
59.8
55.8
4.0
0.0
0.0
0.0
0.0
0.41
Sanjiang Basin
302
100.0
0.0
92.0
2.3
5.7
3.5
2.2
0.0
0.0
0.0
0.0
0.55
305
100.0
0.0
88.7
1.5
9.8
6.8
3.0
0.0
0.0
0.0
0.0
0.41
310
99.8
0.2
74.9
0.8
24.3
19.2
5.1
0.0
0.0
0.0
0.0
0.57
311
99.3
0.7
91.5
2.2
6.3
1.5
4.8
0.0
0.0
0.0
0.0
0.60
313
99.0
1.0
88.1
9.2
2.7
0.0
2.7
0.0
0.0
0.0
0.0
0.44
Erlian Basin
201
99.2
0.8
64.2
1.2
34.6
6.5
15.0
0.0
0.0
0.0
13.1
0.32
203
98.1
1.9
68.7
5.4
25.9
4.9
4.2
0.0
1.2
0.2
15.4
0.40
204
95.2
4.8
86.3
2.3
11.3
5.0
2.7
0.0
0.0
0.0
3.6
0.33
205
91.0
9.0
89.2
1.5
9.2
1.3
2.7
0.0
0.0
0.0
5.2
/
206
96.3
3.7
96.8
1.9
1.3
0.4
0.0
0.0
0.0
0.0
0.9
0.33
207
94.2
5.8
98.7
0.6
0.6
0.2
0.0
0.0
0.0
0.0
0.4
/
208
92.0
8.0
29.3
9.5
61.2
20.4
19.7
0.2
5.0
0.0
15.9
0.42
209
94.4
5.6
54.3
1.4
44.3
16.6
11.2
0.0
0.2
0.0
16.3
/
210
98.0
2.0
31.1
2.2
66.7
33.1
17.9
0.6
0.6
0.0
14.5
0.39
211
96.9
3.1
67.5
1.7
30.9
18.0
2.1
0.0
0.0
0.0
10.8
/
212
94.6
5.4
14.4
0.6
85.0
39.5
11.9
0.0
0.2
0.0
33.4
/
213
97.6
2.4
34.2
2.0
63.7
29.6
9.9
0.0
0.4
0.2
23.6
/
214
98.0
2.0
58.8
6.1
35.1
7.4
14.9
0.0
1.0
0.0
11.8
0.34
215
97.4
2.6
63.1
9.4
27.4
7.3
8.2
0.2
0.6
0.0
11.1
/ Page 7 of 13 Wang et al. 5.2 Fire types Journal of Palaeogeography (2019) 8:17 Wang et al. Journal of Palaeogeography (2019) 8:17 ble 1 Maceral and mineral compositions of the Lower Cretaceous coals in NE China (Continued)
ea
Sample
No. Total
macerals
(vol.%)
Total
minerals
(vol.%)
Percentage of maceral groups in the total macerals (vol.%, mmf)
Percentage of inertinite macerals in the total macerals (vol.%, mmf)
Huminite
Reflectance
(%Ro)
Huminite
Liptinite
Inertinite
Fusinite
Semifusinite
Sclerotinite
Macrinite
Micrinite
Inertodetrinite
216
89.0
11.0
95.1
3.9
1.0
0.2
0.0
0.0
0.2
0.0
0.6
0.32
217
94.1
5.9
29.9
1.1
69.0
44.4
6.8
0.2
0.4
0.0
17.2
/
218
97.2
2.8
83.7
15.0
1.2
0.2
0.0
0.0
0.0
0.0
1.0
/
219
82.3
17.7
99.3
0.5
0.2
0.0
0.0
0.0
0.0
0.0
0.2
/
220
98.8
1.2
32.1
0.4
67.5
19.9
27.2
0.0
0.2
0.0
20.2
0.36
14–1*
98.6
1.4
68.4
0.2
31.4
22.8
3.7
0.7
0.2
0.0
4.0
/
14–2*
97.6
2.4
76.2
1.4
22.4
8.1
3.6
0.4
0.0
0.0
10.3
/
14–3*
98.8
1.2
71.5
1.8
26.7
11.5
3.5
1.0
0.2
0.0
10.5
/
11–1*
99.1
0.9
14.9
0.5
84.6
54.2
6.1
0.2
1.9
0.0
22.2
/
11–2*
84.5
15.5
86.9
1.5
11.6
2.2
0.4
0.4
0.0
0.0
8.6
/
ata from the Tengger Formation of the Huolinhe sag in the Erlian Basin (Xu 2011). mmf Mineral-matter-free (= no mineral matter) Wang et al. Journal of Palaeogeography (2019) 8:17 Page 8 of 13 Table 2 Measured inertinite reflectance and inferred burning temperatures of wildfire in the Lower Cretaceous coals, NE China
Area
Sample No. *Data from the Tengger Formation of Huolinhe sag in Erlian Basin (Xu 2011)
**T = 184.10 + 117.76 × %Ro (Jones 1997) 5.2 Fire types Effective points
Measured inertinite reflectance (%Ro)
Inferred burning
temperature T** (°C)
Minimum
Maximum
Average
Hailar Basin
401
100
0.42
2.06
0.88
287.73
407
101
0.51
1.60
0.77
274.78
411
100
0.51
2.07
0.80
278.31
416
101
0.44
1.43
0.90
290.08
419
107
0.22
1.82
0.72
268.89
426
101
0.47
0.99
0.73
270.06
431
100
0.43
1.25
0.67
263.00
436
100
0.37
1.30
0.68
264.18
441
101
0.36
1.65
0.73
270.06
446
70
0.34
1.44
0.72
268.89
452
101
0.28
1.04
0.58
252.40
455
100
0.52
1.17
0.76
273.60
Sanjiang Basin
302
103
0.63
2.05
1.01
303.04
305
101
0.54
1.52
1.04
306.57
310
100
0.59
2.07
1.24
330.12
311
100
0.60
1.90
0.94
294.79
313
101
0.70
2.06
1.04
306.57
Erlian Basin
201
105
0.34
1.00
0.64
259.47
203
97
0.62
1.88
1.02
304.22
204
102
0.28
2.08
1.05
307.75
205
102
0.38
1.67
0.86
285.37
206
101
0.42
2.06
1.03
305.39
207
100
0.40
2.07
1.05
307.75
208
101
0.59
2.07
1.06
308.93
209
100
0.63
2.06
1.22
327.77
210
105
0.44
1.36
0.71
267.71
211
103
0.31
1.17
0.68
264.18
212
100
0.57
1.36
0.88
287.73
213
100
0.43
2.06
0.93
293.62
214
101
0.43
1.86
0.83
281.84
215
101
0.53
1.73
0.78
275.95
216
104
0.36
1.95
0.80
278.31
217
101
0.53
1.64
0.99
300.68
218
101
0.38
1.58
0.65
260.64
219
67
0.40
1.01
0.59
253.58
220
102
0.61
2.07
1.24
330.12
14–1*
/
/
2.10
1.30
337.19
14–2*
/
/
2.80
2.00
419.62
14–3*
/
/
2.90
1.30
337.19
11–1*
/
/
3.00
2.00
419.62
11–2*
/
/
1.20
1.10
313.64
*Data from the Tengger Formation of Huolinhe sag in Erlian Basin (Xu 2011)
**T = 184.10 + 117.76 × %Ro (Jones 1997) Page 9 of 13 Wang et al. Journal of Palaeogeography (2019) 8:17 (2019) 8:17 Wang et al. Journal of Palaeogeography Fig. 4 Scanning electron microscope micrographs of inertinite in the studied coals. Fusinite, one of the major maceral types in the inertinite
group, shows structured and homogenized cell walls, indicating a wildfire origin. a Longitudinal section of fusinite shows fibrous structure. Sample 416, Yimin Formation, Hailar Basin; b Longitudinal section of fusinite shows fibrous structure and pitting. Sample 441, Yimin Formation,
Hailar Basin; c Cross section of fusinite shows weakly deformed cellular pore in fusinite. Sample 455, Yimin Formation, Hailar Basin; d Cross section
of fusinite shows deformed cellular pores in fusinite. 5.2 Fire types Sample 455, Yimin Formation, Hailar Basin Fig. 4 Scanning electron microscope micrographs of inertinite in the studied coals. Fusinite, one of the major maceral types in the inertinite
group, shows structured and homogenized cell walls, indicating a wildfire origin. a Longitudinal section of fusinite shows fibrous structure. Sample 416, Yimin Formation, Hailar Basin; b Longitudinal section of fusinite shows fibrous structure and pitting. Sample 441, Yimin Formation,
Hailar Basin; c Cross section of fusinite shows weakly deformed cellular pore in fusinite. Sample 455, Yimin Formation, Hailar Basin; d Cross section
of fusinite shows deformed cellular pores in fusinite. Sample 455, Yimin Formation, Hailar Basin 5.3 Fires in the Early Cretaceous peatland and the
implications for atmospheric oxygen levels the fire types during the Aptian and Albian. During the
Aptian, most inertinite has a low reflectance (0.94%–
1.30%) and burning temperature (294.79–337.19 °C), in-
dicating that they are mainly derived from ground fire. Some inertinite has high-reflectance values suggesting
that it was derived from high temperatures, partially
reaching surface fires (Fig. 5b). Sporo-pollens in coals
show that the vegetation in peatland was dominated by
conifers (gymnosperms) (Xu 2011). During the Albian,
all inertinite macerals have low reflectance (0.58%–
1.24%) and low burning temperature (252.40–330.12 °C),
suggesting they were mainly derived from ground fire
(Fig. 5a). Sporo-pollen assemblages in the coals indicate
that the vegetation was dominated by conifers and ferns
(pteridophytes) (Shen et al. 2018), which might feed the
ground fire. the fire types during the Aptian and Albian. During the
Aptian, most inertinite has a low reflectance (0.94%–
1.30%) and burning temperature (294.79–337.19 °C), in-
dicating that they are mainly derived from ground fire. Some inertinite has high-reflectance values suggesting
that it was derived from high temperatures, partially
reaching surface fires (Fig. 5b). Sporo-pollens in coals
show that the vegetation in peatland was dominated by
conifers (gymnosperms) (Xu 2011). During the Albian,
all inertinite macerals have low reflectance (0.58%–
1.24%) and low burning temperature (252.40–330.12 °C),
suggesting they were mainly derived from ground fire
(Fig. 5a). Sporo-pollen assemblages in the coals indicate
that the vegetation was dominated by conifers and ferns
(pteridophytes) (Shen et al. 2018), which might feed the
ground fire. The wildfire activity can be almost influenced by the
changes in lighting, fuel type, temperature and moisture
(Scott 2000; Belcher et al. 2010; Robson et al. 2015). 5.2 Fire types Global climate patterns from the Early Cretaceous show a
long-term greenhouse trend (Hu et al. 2012). During the
Early Cretaceous, global warming associated with in-
creased atmospheric carbon dioxide levels is likely to have
enhanced storm tracks and convective storms, leading to
a likely increase in the frequency of lightning strikes and
subsequent ignition of wildfires (Belcher et al. 2010). The seasonality and intensity of precipitation affect
groundwater level and moisture content of fuel, deter-
mining fire ignition and spread in peat swamp ecosys-
tems (Usup et al. 2004; Yan et al. 2016). Fire combustion Page 10 of 13 Wang et al. Journal of Palaeogeography (2019) 8:17 Wang et al. Journal of Palaeogeography Fig. 5 Inertinite reflectance histograms showing calculated burning temperature (T = 184.10 + 117.76 × %Ro) of selected reflectance intervals and
the possible types. a Sample from the Saihantala and Yimin Formations corresponding to the Albian. All inertinite has low reflectance and low
temperature suggesting that it was derived from ground fire; b Sample from the Tengger and Chengzihe Formations of the Aptian. 80%
inertinite of low reflectance and low temperature is interpreted to indicate that it was derived from ground fire, while 20% inertinite of high
reflectance suggests that it was derived from high temperatures reached in surface fires. n Number of samples Fig. 5 Inertinite reflectance histograms showing calculated burning temperature (T = 184.10 + 117.76 × %Ro) of selected reflectance intervals and
the possible types. a Sample from the Saihantala and Yimin Formations corresponding to the Albian. All inertinite has low reflectance and low
temperature suggesting that it was derived from ground fire; b Sample from the Tengger and Chengzihe Formations of the Aptian. 80%
inertinite of low reflectance and low temperature is interpreted to indicate that it was derived from ground fire, while 20% inertinite of high
reflectance suggests that it was derived from high temperatures reached in surface fires. n Number of samples Fig. 5 Inertinite reflectance histograms showing calculated burning temperature (T = 184.10 + 117.76 × %Ro) of selected reflectance intervals and
the possible types. a Sample from the Saihantala and Yimin Formations corresponding to the Albian. All inertinite has low reflectance and low
temperature suggesting that it was derived from ground fire; b Sample from the Tengger and Chengzihe Formations of the Aptian. 5.2 Fire types 80%
inertinite of low reflectance and low temperature is interpreted to indicate that it was derived from ground fire, while 20% inertinite of high
reflectance suggests that it was derived from high temperatures reached in surface fires. n Number of samples suggests low moisture content of fuels, which further in-
dicates a low ground water level and lower air humidity
(Yan et al. 2016). Increased rainfall will result in wetter
fuel and be beneficial to plant growth. When coupled
with increased temperatures and higher atmospheric
oxygen levels, wetter plants will have more potential to
burn, although they are previously difficult to ignite
(Robson et al. 2015). 25.3% respectively, which exceeded the present atmos-
pheric oxygen level of 21%. Therefore, the records of iner-
tinite, the large amounts of charred plant and the inferred
high
atmospheric
oxygen
levels
suggest
the
Early
Cretaceous was a high-fire period in NE China. The Early
Cretaceous in NE China is an important period for the
early evolution of angiosperms (Tao et al. 2013), so these
results provide new information to provide context for this
period of botanical innovation. In short, the earliest angio-
sperms were growing in elevated O2 conditions compared
to the present day. In addition to these factors, O2 is a key factor affecting
the occurrence of wildfire. Based on the correlation model
between inertinite content and atmospheric oxygen con-
centration (p(O2)) (Glasspool et al. 2015), we have summa-
rized the inertinite contents in the Aptian and Albian
(about 22.6% and 27.7%, respectively), and then employed
them to the established nonlinear fitting chart (Fig. 6). The
result shows that p(O2) levels of the Aptian and Albian
during the Early Cretaceous in NE China are 24.7% and In addition to regional effects (Glasspool and Scott
2010), wildfires activity may also provide feedback
towards promoting plant diversification and increasing
greenhouse gas by releasing CO2 through combustion of
biomass (Chanton et al. 2000; Bond and Scott 2010). Wildfire can lead to plant mortality, and the ability of a Wang et al. Journal of Palaeogeography (2019) 8:17 Page 11 of 13 Fig. 6 Calculation of oxygen levels from the studied areas based on the model proposed by Glasspool et al. (2015). The oxygen curves have
been calculated from the inertinite in coal data from Glasspool and Scott (2010) and Glasspool et al. (2015). Abbreviations
C
C
h
i Co: Corpohuminite; Fu: Fusinite; GGG: Gadolinium galium garnet; Co: Corpohuminite; Fu: Fusinite; GGG: Gadolinium galium garnet;
Id:
Inertodetrinite;
mmf:
Mineral-matter-free
(=
no
mineral
matter);
Ro:
Reflectance
in
oil;
Sf:
Semifusinite;
T:
Temperature;
Ul:
Ulminite;
YAG: Yttrium alumimium garnet Acknowledgements 1) Lower Cretaceous coals from NE China have been
studied for their maceral compositions and inertinite
reflectance. The results show that although macerals
in the studied coals are generally dominated by
huminite, inertinite contents are significant, ranging
from 0.2% to 85.0%, mostly within the range between
10% and 45%. We thank Jin-Yun Fan and Yu-Guo Kang for their assistance in sampling. We
also thank the editor-in-chief, Zeng-Zhao Feng, editor Xiu-Fang Hu, reviewers
Jason Hilton and Dieter Uhl for their constructive comments to improve the
manuscript. 5.2 Fire types S-shaped curves are assumed to
ensure smooth transition from 0% inertinite to 100% inertinite of total macerals. Three curves represent the minimum, best and maximum
estimate from left to right, respectively Fig. 6 Calculation of oxygen levels from the studied areas based on the model proposed by Glasspool et al. (2015). The oxygen curves have
been calculated from the inertinite in coal data from Glasspool and Scott (2010) and Glasspool et al. (2015). S-shaped curves are assumed to
ensure smooth transition from 0% inertinite to 100% inertinite of total macerals. Three curves represent the minimum, best and maximum
estimate from left to right, respectively indicating that wildfires were widely distributed in the
Early Cretaceous coal-forming peatland. plant to survive fire obviously determines the develop-
ment of plant living in disturbed environments in a
high-fire world (Brown et al. 2012; Shao et al. 2012). If
frequent, fire may kill saplings of larger trees, conse-
quently the herbaceous vegetation can be maintained
(Bond and Keeley 2005). The herbaceous plant-fire cycle
shows a competitive advantage during times of warmth
and high CO2 and O2 (Bond and Scott 2010). Post-fire
erosion is also an important factor having a major
impact on Cretaceous terrestrial environments and may
add phosphorous runoff into oceanic or lacustrine
settings leading to anoxia and carbon burial (Brown et
al. 2012). Therefore, the relationships between Lower
Cretaceous
charcoal
assemblages,
plant
evolution,
oxygen levels and anoxia events in Earth system should
be further studied in order to reveal the palaeoenviron-
mental and palaeoecological information in the Lower
Cretaceous coal-bearing strata. 3) Based
on
the
relationship
between
burning
temperature and inertinite reflectance, the burning
temperature of palaeowildfire ranges from 252.40 °C
to 419.62 °C, suggesting that the palaeowildfire in the
Aptian and Albian was dominated by ground fire. 3) Based
on
the
relationship
between
burning
temperature and inertinite reflectance, the burning
temperature of palaeowildfire ranges from 252.40 °C
to 419.62 °C, suggesting that the palaeowildfire in the
Aptian and Albian was dominated by ground fire. 4) Based on the established relationship between the
palaeo-atmospheric O2 level and the inertinite content,
the atmospheric oxygen contents of the Aptian and
Albian were around 24.7% and 25.3% respectively. 5) These results support that the Cretaceous earliest
angiosperms
from
NE
China
were
growing
in
elevated O2 conditions compared to the present day. Co: Corpohuminite; Fu: Fusinite; GGG: Gadolinium galium garnet;
Id:
Inertodetrinite;
mmf:
Mineral-matter-free
(=
no
mineral
matter);
Ro:
Reflectance
in
oil;
Sf:
Semifusinite;
T:
Temperature;
Ul:
Ulminite;
YAG: Yttrium alumimium garnet References Belcher, C.M., L. Mander, G. Rein, F.X. Jervis, M. Haworth, S.P. Hesselbo, I.J. Glasspool, and J.C. McElwain. 2010. Increased fire activity at the Triassic/
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This research is funded by the National Science and Technology Major
Project
(2016ZX05041004–003),
the
Yue
Qi
Scholar
Project
of
China
University of Mining and Technology (Beijing), and the Central University
Fundamental Research Fund (2010YD09). These funds help to the design of
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study and helped to revise the manuscript. ZMY participated in the design and
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Acetylcholine release in mouse hippocampal CA1 preferentially activates inhibitory-selective interneurons via α4β2* nicotinic receptor activation
|
Frontiers in cellular neuroscience
| 2,015
|
cc-by
| 9,308
|
Acetylcholine release in mouse
hippocampal CA1 preferentially
activates inhibitory-selective
interneurons via α4β2* nicotinic
receptor activation L. Andrew Bell , Karen A. Bell and A. Rory McQuiston * Acetylcholine (ACh) release onto nicotinic receptors directly activates subsets of
inhibitory interneurons in hippocampal CA1. However, the specific interneurons activated
and their effect on the hippocampal network is not completely understood. Therefore,
we investigated subsets of hippocampal CA1 interneurons that respond to ACh release
through the activation of nicotinic receptors and the potential downstream effects this
may have on hippocampal CA1 network function. ACh was optogenetically released in
mouse hippocampal slices by expressing the excitatory optogenetic protein oChIEF-
tdTomato in medial septum/diagonal band of Broca cholinergic neurons using Cre
recombinase-dependent adeno-associated viral mediated transfection. The actions of
optogenetically released ACh were assessed on both pyramidal neurons and different
interneuron subtypes via whole cell patch clamp methods. Vasoactive intestinal peptide
(VIP)-expressing interneurons that selectively innervate other interneurons (VIP/IS) were
excited by ACh through the activation of nicotinic receptors containing α4 and β2
subunits (α4β2*). ACh release onto VIP/IS was presynaptically inhibited by M2 muscarinic
autoreceptors. ACh release produced spontaneous inhibitory postsynaptic current
(sIPSC) barrages blocked by dihydro-β-erythroidine in interneurons but not pyramidal
neurons. Optogenetic suppression of VIP interneurons did not inhibit these sIPSC
barrages suggesting other interneuron-selective interneurons were also excited by
α4β2* nicotinic receptor activation. In contrast, interneurons that innervate pyramidal
neuron perisomatic regions were not activated by ACh release onto nicotinic receptors. Therefore, we propose ACh release in CA1 facilitates disinhibition through activation of
α4β2* nicotinic receptors on interneuron-selective interneurons whereas interneurons
that innervate pyramidal neurons are less affected by nicotinic receptor activation. Citation: Keywords: optogenetics, nicotinic receptor, CA1, hippocampus, interneuron-selective interneuron, disinhibition Bell LA, Bell KA and McQuiston AR
(2015) Acetylcholine release in
mouse hippocampal CA1
preferentially activates
inhibitory-selective interneurons via
α4β2 nicotinic receptor activation. Front. Cell. Neurosci. 9:115. doi: 10.3389/fncel.2015.00115 Edited by:
Tycho M. Hoogland,
Erasmus MC, Netherlands Reviewed by:
William Lytton,
SUNY Downstate, USA
Huib Mansvelder,
VU University, Netherlands *Correspondence:
A. Rory McQuiston,
Department of Anatomy and
Neurobiology, Virginia
Commonwealth University, Box
980709, Richmond, VA, 23298 USA
amcquiston@vcu.edu Received: 13 January 2015
Accepted: 12 March 2015
Published: 13 April 2015 ORIGINAL RESEARCH
published: 13 April 2015
doi: 10.3389/fncel.2015.00115 Breeding Strategies and Chat
Immunofluorescence Two different breeding strategies were developed for these
studies. Studies examining nicotinic responses in interneuron
subtypes utilized a triple cross consisting of Chat-Cre × VIP-Cre
× YFP-reporter (CVY). Studies that utilized archaerhodopsin to
silence specific interneuron subtypes in CA1 used a triple cross
consisting of Chat-Cre × VIP-Cre × Arch-GFP (CVA) (see Bell
et al., 2015 for more details). Animals Viptm1(cre)Zjh/J (VIP-Cre, JAX Stock No. 010908), B6;129P2-
Pvalbtm1(cre)Arbr/J (PV-cre, Jax Stock No. 008069), B6;129S6-
Chattm1(cre)Lowl/J
(Chat-Cre,
JAX
Stock
No. 006410),
B6.Cg-Gt(ROSA)26Sortm3(CAG-EYFP)Hze/J (YFP, Jax Stock No. 007903), and B6;129S-Gt(ROSA)26Sortm35.1(CAG-aop3/GFP)Hze/J
(Arch-GFP, Jax Stock No. 012735) mice (Hippenmeyer et al.,
2005; Madisen et al., 2010; Rossi et al., 2011; Taniguchi et al.,
2011) used in these studies were housed in an animal care facility
approved by the American Association for the Accreditation
of Laboratory Animal Care (AAALAC). Animal experimental
procedures followed a protocol approved by the Institutional
Animal Care and Use Committee of Virginia Commonwealth
University (AD20205). This protocol adhered to the ethical
guidelines described in The Care and Use of Laboratory Animals
8th Edition (Garber et al., 2011). All efforts were made to
minimize animal suffering and to reduce the number of animals
used. g
In the mammalian central nervous system, 11 nicotinic
receptor subunits have been identified, 9 of which have been
found in the hippocampus (Sudweeks and Yakel, 2000). A
significant portion of the influence that nicotinic receptor
activation has on hippocampal network function is likely due to
the expression of nicotinic receptors on inhibitory interneurons. In particular, α7 (Alkondon et al., 1997; Jones and Yakel,
1997; Frazier et al., 1998b; McQuiston and Madison, 1999),
α4β2∗(McQuiston and Madison, 1999; Sudweeks and Yakel,
2000) and α2 nicotinic receptors (McQuiston and Madison,
1999; Sudweeks and Yakel, 2000; Jia et al., 2009) have
been shown to be functionally expressed on various subsets
of hippocampal interneurons. Furthermore, electrically-evoked
release of Acetylcholine (ACh) has been shown to result in α7
nicotinic receptor mediated excitatory postsynaptic responses
in CA1 interneurons (Alkondon et al., 1998; Frazier et al.,
1998a). Based on the identification of α7-mediated nicotinic
synaptic events and the prevalence of functional α7 nicotinic
responses in interneurons, α7 subunits had been thought to
be the primary subunits mediating nicotinic receptor activation
of hippocampal inhibitory interneurons. However, more recent
studies that utilized optogenetics to release ACh from medial
septum/diagonal band of Broca (MS/DBB) axon terminals
in mouse hippocampal CA1 showed that nicotinic EPSPs
in interneurons were almost exclusively mediated by α4β2∗
nicotinic receptors (Bell et al., 2011). These latter studies fit with
behavioral studies that suggested that α4β2∗nicotinic receptors
may have a significant role in nicotine enhancement of memory
processing (Davis and Gould, 2006). Introduction In terms of aging and neurodegenerative disease, a
significant loss of α4 nicotinic receptor subunit expression has
been observed in aging mice (Gahring et al., 2005) and an
80% decrease in α4 subunit expression has been reported in
Alzheimer’s patients (Kellar et al., 1987). Furthermore, beta
amyloid protein, a protein that has been associated with the
etiology of Alzheimer’s disease, can inhibit α4β2∗receptors
at low concentrations (Wu et al., 2004). Therefore, it appears
that α4β2∗nicotinic receptor function in the hippocampus is
necessary for normal memory formation and their dysfunction
may contribute to memory impairment associated with aging and
neurodegenerative disease. receptors on hippocampal CA1 interneurons can be activated
by ACh release from MS/DBB terminals (Bell et al., 2011),
the identity of the specific subsets of interneurons displaying
α4β2∗
nicotinic
responses
remains
unknown. Therefore,
using Cre-driver mice, fluorescent protein reporter mice, and
optogenetics, we have investigated the subsets of hippocampal
CA1 interneurons that respond with nicotinic responses
following the release of ACh. Introduction The formation of new memories in the hippocampus is influenced by nicotinic receptor
function. This is exemplified by observations that the encoding of memories can be enhanced
by the exogenous activation of nicotinic receptors (Davis and Gould, 2006; Levin et al., 2009) April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org Nicotinic transmission onto CA1 interneurons Bell et al. and memory performance can be impaired by the injection
of α4β2∗(nicotinic receptors that contain α4 and β2 subunits
but may include other types of subunits) or α7 nicotinic
receptor antagonists directly into the hippocampus (Levin, 2002). Furthermore, dysfunction of both α4 and β2 nicotinic subunits in
the hippocampus have been correlated with memory impairment
associated with addiction, neurodegenerative disease and aging. In regard to nicotine addiction, the β2 nicotinic subunit in the
hippocampus has been linked to chronic nicotine withdrawal
(Davis and Gould, 2009) and high affinity nicotinic receptors in
the hippocampus, which are likely composed of α4β2∗subunits
(Nguyen et al., 2004), are upregulated in smokers (Perry et al.,
1999). In terms of aging and neurodegenerative disease, a
significant loss of α4 nicotinic receptor subunit expression has
been observed in aging mice (Gahring et al., 2005) and an
80% decrease in α4 subunit expression has been reported in
Alzheimer’s patients (Kellar et al., 1987). Furthermore, beta
amyloid protein, a protein that has been associated with the
etiology of Alzheimer’s disease, can inhibit α4β2∗receptors
at low concentrations (Wu et al., 2004). Therefore, it appears
that α4β2∗nicotinic receptor function in the hippocampus is
necessary for normal memory formation and their dysfunction
may contribute to memory impairment associated with aging and
neurodegenerative disease. and memory performance can be impaired by the injection
of α4β2∗(nicotinic receptors that contain α4 and β2 subunits
but may include other types of subunits) or α7 nicotinic
receptor antagonists directly into the hippocampus (Levin, 2002). Furthermore, dysfunction of both α4 and β2 nicotinic subunits in
the hippocampus have been correlated with memory impairment
associated with addiction, neurodegenerative disease and aging. In regard to nicotine addiction, the β2 nicotinic subunit in the
hippocampus has been linked to chronic nicotine withdrawal
(Davis and Gould, 2009) and high affinity nicotinic receptors in
the hippocampus, which are likely composed of α4β2∗subunits
(Nguyen et al., 2004), are upregulated in smokers (Perry et al.,
1999). Frontiers in Cellular Neuroscience | www.frontiersin.org Preparation of Hippocampal Slices Brain slices were obtained by methods previously described (Bell
et al., 2011). In brief, horizontal slices containing the mid-
temporal hippocampus were cut at 350–450 µm on a Leica
VT1200 (Leica Microsystems, Buffalo Grove, IL). Sections were
incubated in a holding chamber kept at 36◦C for 30 min and
then allowed to return to room temperature. The holding and
recording chamber solution consisted of normal saline (in mM):
NaCl 125, KCl 3.0, CaCl2 1.2, MgSO4 1.2, NaHPO4 1.2, NaHCO3
25, glucose 25 bubbled with 95% O2/5% CO2. Recordings were
performed at 32–35◦C. Amplification of Fluorescent Markers
Slices were fixed in 4% paraformaldehyde (Boston BioProducts)
and
incubated
with
streptavidin
Alexa
Fluor
633
(Life
Technologies,
Invitrogen)
in
phosphate
buffered
saline
(PBS) with Triton-X 100 as previously described (Bell et al.,
2011). Processed slices were then reconstructed using a Zeiss
LSM 710 confocal microscope (Carl Zeiss, Jena, Germany). Alexa Fluor 633 was excited with the 633 nm line of a
HeNe 5 mW laser and cells were visualized using a 20×
dry lens (0.8 N.A., voxel dimensions 0.2 × 0.2 × 1.1 µm). The imaged interneurons were traced using the Autoneuron
module within the Neurolucida program (MBP, Burlington,
VT). For amplification of YFP-labeled interneurons, 1:200
dilution of rabbit anti-GFP conjugated to Alexa Fluor 488
(Life Technologies, Invitrogen) in goat blocking buffer (10%
normal serum, 2% bovine serum albumin, 0.4% Triton-X 100
in 0.1 M phosphate buffer) was added to fixed and washed
slices for overnight incubation. Before and after primary
and secondary antibody incubations, slices were washed
in PBS. Slices were mounted in either Prolong Gold® (Life
Technologies, Invitrogen) or VECTASHIELD® hard mount
(Vector Laboratories). Generation and Stereotaxic Injection of
rAAV-Flex-rev-oChIEF-tdTomato into the
MS/DBB of Chat-Cre Mice In total,
7 × 100 nl injections were made between 3.75 and 5.0 mm in
depth. For injections into the left nucleus basalis, coordinates
were AP = −0.5, Lat = −1.6, Depth = 5.0–4.2 mm, and injection
volume was 100 nl/site every 200 µm for a total of 500 nl. 10–15
days post viral injection, 42–70 day old mice were sacrificed for
experimentation. Light-Evoked Release of ACh from MS/DBB
Cholinergic Axon Terminals and Light-Evoked
Silencing of CA1 Interneuron Subtype
Populations p
Cholinergic
terminals
expressing
oChIEF-tdTomato
were
stimulated by blue light and interneurons expressing Arch-
GFP were hyperpolarized by yellow light. Both light paths
were transmitted through the epi-illumination light path of an
Olympus BX51WI microscope and a 10× water immersion
objective (0.3 NA). Blue light flashes (1 ms in duration) and
yellow light pulses (4 s in duration) were generated from
light-emitting diodes (LEDs) (UHP-microscope-LED-460 or
UHP-T-LED-White filtered by an HQ 575/50x excitation filter,
respectively, Prizmatix Modiin-Ilite, Givat Shmuel, Israel). Blue
or yellow light exiting the LEDs were reflected or passed through
a dichroic mirror (515dcxru, Chroma Technology, Bellows
Falls, VT, USA) and were focused into the epi-illumination
light path of the Olympus BX51WI microscope and back
aperture of the 10x water immersion objective (0.3 NA) using
an optiblock beam combiner (Prizmatix) and a dichroic mirror
(700dcxxr, Chroma Technology, Bellows Falls, VT, USA) in the
filter turret. Generation and Stereotaxic Injection of
rAAV-Flex-rev-oChIEF-tdTomato into the
MS/DBB of Chat-Cre Mice A recombinant adeno-associated virus (rAAV, serotype 1, 1.05 or
1.8 × 1013 VC/ml titer) expressing FLEXed oChIEF-tdTomato
was generated using a previously described method (Bell et al.,
2011) in order to selectively express oChIEF-tdTomato in
infected cells that also expressed Cre recombinase. Mice were
initially anesthetized via intraperitoneal injection of ketamine
(100 mg/kg IP) and xylazine (2.5 mg/kg IP). Anesthesia was
maintained with O2 supplemented with isoflurane. For injections into the MS/DBB, an incision was made in
the skin along the midsagittal suture, and a small hole was
drilled in the skull overlying the septum. An aluminosilicate
glass pipette containing rAAV-Flex-rev-oChIEF-tdTomato was
lowered to the level of the MS/DBB, 1.0 mm rostral to Given the importance of α4β2∗nicotinic receptors in
normal and pathophysiological nervous system function, it is
crucial to identify neuronal types endogenously activated by
nicotinic receptors. Although it is known that α4β2∗nicotinic April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org 2 Nicotinic transmission onto CA1 interneurons Bell et al. in voltage clamped current recordings (Vh = −70 mV). Otherwise, a standard KGluc and lower BAPTAK4 intracellular
solutions where used to measure membrane potential responses. Membrane potentials and/or currents were measured with
a Model 2400 patch clamp amplifier (A-M Systems, Port
Angeles, WA) and converted into a digital signal by a
PCI-6040E A/D board (National instruments, Austin, TX). WCP Strathclyde Software was used to store and analyze
membrane potential and current responses on a PC computer
(courtesy of Dr. J Dempster, Strathclyde University, Glasgow,
Scotland). To detect and analyze spontaneous inhibitory
postsynaptic currents (sIPSCs), miniAnalysis (Synaptosoft, Fort
Lee, NJ) was used. Further analysis was performed with
Originpro 8.1 (OriginLab Corp., Northampton, MA, USA),
Excel (Microsoft, Redmond, WA) and SPSS 20.0 (IBM,
Armonk, NY). Bregma and infused at a rate of 100 nl/min using a software
driven injectomate (Neurostar, Sindelfingen, Germany). In total,
7 × 100 nl injections were made between 3.75 and 5.0 mm in
depth. For injections into the left nucleus basalis, coordinates
were AP = −0.5, Lat = −1.6, Depth = 5.0–4.2 mm, and injection
volume was 100 nl/site every 200 µm for a total of 500 nl. 10–15
days post viral injection, 42–70 day old mice were sacrificed for
experimentation. Bregma and infused at a rate of 100 nl/min using a software
driven injectomate (Neurostar, Sindelfingen, Germany). Electrophysiological Measurements Data were analyzed using WCP software and miniAnalysis
for the electrophysiological measurements. Statistics were
performed using SPSS 20.0 (IBM, Armonk, NY). Statistical
significances for groups of 3 or more were determined using a
one-way ANOVA with Bonferroni post hoc tests. The averaged
statistical significances for groups of 2 were determined with
two-tailed t-tests. For averaged time-dependent sIPSC frequency
data, a one-way ANOVA was done to test whether the
averaged sIPSC frequency changed over the course of each
experiment. Differences were determined to be statistically
significant for p values less than 0.05. All data was reported as
the mean, standard error of the mean (SEM). Asterisks were p y
g
Whole cell patch clamp recordings from hippocampal CA1
interneurons were performed using patch pipettes (2–5 MΩ)
pulled from borosilicate glass (8250 1.65/1.0 mm) on a Narishige
PC-10 pipette puller filled with (in mM): KCl 55, KGluc
70, NaCl 8, MgATP 2, NaGTP 0.1, HEPES 10, BAPTAK4
2, QX314 chloride 10, biocytin 0.1% or KGluc 130, NaCl 8,
MgATP 2, NaGTP 0.1, HEPES 10, BAPTAK4 0.1, biocytin
0.1%. Elevated intracellular KCl, BAPTAK4, and the inclusion
of QX314 in the intracellular solution were used for the
measurement of spontaneous inhibitory postsynaptic currents
(IPSCs), which appear as inward or negative going currents April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org 3 Nicotinic transmission onto CA1 interneurons Bell et al. as follows unless otherwise noted, ∗∗∗p < 0.001, ∗∗p < 0.01,
∗p < 0.05. as follows unless otherwise noted, ∗∗∗p < 0.001, ∗∗p < 0.01,
∗p < 0.05. optogenetically released ACh resulted in depolarizations that
increased in amplitude in the presence of atropine (Figures 1C,
2A–E,I). The nicotinic responses were not significantly affected
by bath application of the α7 nicotinic receptor antagonist MLA
(25 nM, Figures 1A,B, gray, n = 12), but they were blocked
by bath application of the α4β2∗nicotinic receptor antagonist
DHβE (1 µM, Figures 1A,B, orange, one-way ANOVA, p <
0.001, Bonferroni post hoc p < 0.001, n = 20) suggesting that
they were mediated by α4β2∗nicotinic receptors (Bell et al.,
2011). Anatomical reconstruction of some nicotinic responding
interneurons displayed morphology similar to that described
for type 2 VIP/IS interneurons (Figure 1A; Acsády et al.,
1996a) whereas others could not be definitively correlated with
previously described classes of VIP/IS interneurons because
of limited axonal morphology. Electrophysiological properties
of nicotinic responding VIP interneurons were diverse. Chemicals All chemicals were purchased from VWR unless otherwise
indicated. VU
10010
(M4-selective
positive
allosteric
modulator),
SR
95531
hydrobromide
(Gabazine,
GABAA
antagonist), Baclofen (GABAB antagonist), QX314 chloride
(intracellular sodium channel blocker), and AF-DX 116 (selective
M2- muscarinic receptor antagonist) were obtained from Tocris
Bioscience (Ellisville, Missouri) and 6, 7-Dinitroquinoxaline-2,
3-dione (DNQX, AMPA receptor antagonist), DL-2-Amino-5-
phosphono pentanoic acid (APV, NMDA receptor antagonist)
from Ascent Scientific (Bristol, U.K.). Biocytin (B-1592) was
purchased from Life Technologies (Invitrogen). Electrophysiological Measurements The
average resting membrane potential for nicotinic responding
VIP interneurons was −73.9 mV ± 0.8 mV (n = 30) and the
average input resistance was 395.3 MΩ, ± 20.8 MΩ(n = 30). The nicotinic responsive interneurons showed no consistent
active membrane properties. Some interneurons displayed
irregular action potential firing patterns (Figures 1D–F)
whereas others had regular accommodating action potential
firing patterns (Figure 1G) (average accommodation ratio
(last interval/first interval) 2.75 ± 0.84, n = 30). Many
nicotinic receptor responding interneurons had decreasing
action potential amplitudes during depolarizing test pulses
(ratio last/first = 0.34, ± 0.07, n = 30) (Figures 1D,F). Furthermore, different nicotinic responding VIP interneurons
could either display a voltage sag (Figure 1G) or it could
be absent during hyperpolarizations (Figures 1D,F) (average
sag ratio of 1.09 ± 0.01, n = 30). Therefore, nicotinic
responding VIP interneurons could not be classified based
on electrophysiological properties. In contrast to VIP/IS
interneurons, endogenous nicotinic excitatory responses were
not observed in VIP basket cells, parvalbumin interneurons,
or pyramidal neurons (Bell et al., 2015, data not shown). Thus, nicotinic responses resulting from ACh release may
preferentially occur in interneuron-selective interneurons. Frontiers in Cellular Neuroscience | www.frontiersin.org Results ACh Released from MS/DBB Terminals
Selectively Produced α4β2∗Nicotinic Responses
in VIP Interneuron-Selective Interneurons
There are two types interneurons that express vasoactive-
intestinal peptide (VIP) in hippocampal CA1: those that
exclusively innervate other interneurons (interneuron-selective
interneurons, VIP/IS) and those that innervate the perisomatic
region of pyramidal neurons (VIP basket cells, VIP/BC) (Acsády
et al., 1996b). While nicotinic responses appear to occur in
neocortical VIP interneurons (Arroyo et al., 2012), little is
known about how hippocampal VIP interneurons respond to
ACh released from MS/DBB cholinergic terminals. Therefore,
we investigated the actions of ACh release on VIP interneurons
using whole cell patch clamp recordings and optogenetics in
acute mouse hippocampal brain slices. To target whole cell
patch clamp recordings from VIP interneurons, we utilized CVY
animals (see methods) that expressed YFP in VIP interneurons. To optogenetically release ACh from MS/DBB cholinergic
terminals in hippocampal brain slices, we expressed the
excitatory optogenetic protein oChIEF-tdTomato in MS/DBB
cholinergic neurons through Cre-dependent AAV mediated
transfection. Following whole cell patch clamp measurements,
interneurons were morphologically reconstructed to determine if
the interneuron from which we recorded was either a perisomatic
projecting basket cell or an interneuron-selective interneuron
(Figure 1A, VIP/IS). Cells with incomplete morphology were
labeled ‘‘noID’’ (VIP/noID). Nicotinic Responses in VIP/IS Interneurons are
Presynaptically Inhibited by M2 Autoreceptors Presynaptically Inhibited by M2 Autoreceptors
In order determine whether muscarinic receptors contributed
to depolarizing responses in VIP/IS interneurons, we bath
applied atropine to inhibit muscarinic receptors. Rather than
inhibiting the depolarization, atropine potentiated this response
(Bell et al., 2011). This potentiation was independent of the
number (10—Figure 2A vs. 120—Figures 2B,C) or frequency
of pulses (20 Hz—Figures 2A,B vs. 8 Hz—Figure 2C). In
some VIP/IS interneurons (5 of 20), previously subthreshold
nicotinic responses could become suprathreshold following the
application of atropine (Figures 2A–C). On average, the presence
of atropine resulted in a 283 ± 30% increase in the area
of the response (Figure 2D, t-test, p < 0.001, n = 20). To
test whether this potentiation was due to a presynaptic or
postsynaptic mechanism, we blocked postsynaptic G-protein
coupled signaling by substituting GTP with GDP-β-S in the In a previous study, we demonstrated that all morphologically
identified VIP basket cells responded to ACh release with a
muscarinic receptor-dependent slow depolarization completely
inhibited by atropine (Bell et al., 2015). In the present study,
we attempted to preferentially record from VIP/IS cells by
targeting recordings to small VIP fluorescent neurons in the
middle of the stratum lacunosum-moleculare (SLM). These
SLM interneurons had smaller cell bodies (≤10 um) that
have been correlated with VIP/IS cells and not VIP basket
cells (Acsády et al., 1996a). In most VIP/IS cells (19 of 21)
and all small cell bodied SLM VIP/noID cells (15 of 15) April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org 4 Nicotinic transmission onto CA1 interneurons Bell et al. Bell et al. FIGURE 1 | Acetylcholine (ACh) release activates α4β2∗-nicotinic
receptors on vasoactive-intestinal peptide (VIP) interneuron-selective
interneurons. (A) VIP interneuron-selective (IS) interneuron (morphology, A1)
responded to optogenetically released ACh with fast depolarizations (black
traces, 10 × 20 Hz) that were inhibited by 1 µM DHβE (orange traces) but not
25 nM MLA (gray trace). (B) All VIP interneurons not displaying basket cell
morphology were unaffected by bath application of 25 nM MLA (gray bar,
n = 12) but were blocked by 1 µM DHβE (orange bar, one-way ANOVA,
p < 0.001, Bonferroni post hoc p < 0.001, n = 20). (C) Histogram illustrating the
distribution of response types across VIP expressing interneurons: VIP/IS cells,
and VIP/noID. Most VIP/IS cells (19 of 21) and all non-visually identified VIP cells
(19 of 19) exhibited nicotinic-dependent depolarizations (purple). Nicotinic Responses in VIP/IS Interneurons are
Presynaptically Inhibited by M2 Autoreceptors Most VIP/IS cells (19 of 21) and all non-visually identified VIP cells
(19 of 19) exhibited nicotinic-dependent depolarizations (purple). (D–F) Example
of VIP interneurons with nicotinic responses that displayed irregular action
potential firing patterns that decreased in amplitude in response to depolarizing
current injection. Negative current pulses produced hyperpolarizing membrane
responses with little or no voltage sag. (G) A VIP interneuron that produced
accommodating regular action potential firing patterns to depolarizing current
injection and a hyperpolarizing sag in response to negative current injection. interneurons. (A) VIP interneuron-selective (IS) interneuron (morphology, A1)
responded to optogenetically released ACh with fast depolarizations (black
traces, 10 × 20 Hz) that were inhibited by 1 µM DHβE (orange traces) but not
25 nM MLA (gray trace). (B) All VIP interneurons not displaying basket cell
morphology were unaffected by bath application of 25 nM MLA (gray bar,
n = 12) but were blocked by 1 µM DHβE (orange bar, one-way ANOVA,
p < 0.001, Bonferroni post hoc p < 0.001, n = 20). (C) Histogram illustrating the intracellular solution. When postsynaptic G-protein signaling
was blocked, atropine continued to potentiate the nicotinic
response (Figures 2E,I, one-way ANOVA, p < 0.001, Bonferroni
post hoc test p < 0.001, n = 7) suggesting that ACh release
from MS/DBB terminals onto nicotinic receptors is inhibited by
presynaptic muscarinic autoreceptors. VU 10010 affected the nicotinic response. M4 receptors appeared
to have no role in mediating presynaptic inhibition as VU
10010 (5 µM) had no effect on nicotinic response amplitudes
(Figures 2G,I one-way ANOVA, ns, n = 5). In contrast, AF-
DX 116 (500 nM) (Figures 2F,I) significantly increased the
size of nicotinic responses suggesting that ACh release from
MS/DBB terminals onto VIP/IS interneurons was inhibited
by presynaptic M2 receptors (Figure 2I, one-way ANOVA,
p < 0.001, Bonferroni post hoc test p < 0.001, n = 6). The magnitude of the potentiation by AF-DX116 was similar
to that produced by atropine (Figure 2I) suggesting M2
receptors were involved. Furthermore, prior application of AF-
DX116 occluded the effect of atropine on nicotinic response
amplitudes (Figures 2H,I, t-test, ns, n = 6). Therefore, M2
muscarinic receptors mediate most if not all of the inhibition of
ACh release. We next determined whether GDP-β-S effectively blocked
postsynaptic G-protein coupled signaling in our experimental
system. To do this we bath applied the GABAB agonist
baclofen (10 µM) and measured hyperpolarizing responses
in VIP/IS interneurons. Nicotinic Responses in VIP/IS Interneurons are
Presynaptically Inhibited by M2 Autoreceptors In all cells where GTP was included
in the intracellular solution (Figures 2J,K, black), baclofen
caused a large sustained hyperpolarization (average amplitude
at 4.5 min application = −11.6 ± 0.8 mV, one-way ANOVA,
p < 0.001, Bonferroni post hoc p < 0.01 for time points
4–7 min, n = 4). In contrast, baclofen had no significant effect
on the membrane potential of VIP/IS interneurons in which
GDP-β-S was included in the intracellular solution (average
amplitude at 4.5 min application = −1.1 ± 0.9 mV, Figures 2J,K,
blue, one-way ANOVA, ns, n = 4). Therefore, inclusion of
GDP-β-S in the intracellular solution was effective in blocking
postsynaptic G-protein coupled signaling and the atropine
mediated potentiation of the nicotinic response was at least in
part mediated by a presynaptic mechanism. Frontiers in Cellular Neuroscience | www.frontiersin.org Nicotinic Responses in VIP/IS Interneurons are
Presynaptically Inhibited by M2 Autoreceptors (D–F) Example
of VIP interneurons with nicotinic responses that displayed irregular action
potential firing patterns that decreased in amplitude in response to depolarizing
current injection. Negative current pulses produced hyperpolarizing membrane
responses with little or no voltage sag. (G) A VIP interneuron that produced
accommodating regular action potential firing patterns to depolarizing current
injection and a hyperpolarizing sag in response to negative current injection. FIGURE 1 | Acetylcholine (ACh) release activates α4β2∗-nicotinic
receptors on vasoactive-intestinal peptide (VIP) interneuron-selective
interneurons. (A) VIP interneuron-selective (IS) interneuron (morphology, A1)
responded to optogenetically released ACh with fast depolarizations (black
traces, 10 × 20 Hz) that were inhibited by 1 µM DHβE (orange traces) but not
25 nM MLA (gray trace). (B) All VIP interneurons not displaying basket cell
morphology were unaffected by bath application of 25 nM MLA (gray bar,
n = 12) but were blocked by 1 µM DHβE (orange bar, one-way ANOVA,
p < 0.001, Bonferroni post hoc p < 0.001, n = 20). (C) Histogram illustrating the FIGURE 1 | Acetylcholine (ACh) release activates α4β2∗-nicotinic
receptors on vasoactive-intestinal peptide (VIP) interneuron-selective distribution of response types across VIP expressing interneurons: VIP/IS cells,
and VIP/noID. Most VIP/IS cells (19 of 21) and all non-visually identified VIP cells
(19 of 19) exhibited nicotinic-dependent depolarizations (purple). (D–F) Example
of VIP interneurons with nicotinic responses that displayed irregular action
potential firing patterns that decreased in amplitude in response to depolarizing
current injection. Negative current pulses produced hyperpolarizing membrane
responses with little or no voltage sag. (G) A VIP interneuron that produced
accommodating regular action potential firing patterns to depolarizing current
injection and a hyperpolarizing sag in response to negative current injection. distribution of response types across VIP expressing interneurons: VIP/IS cells,
and VIP/noID. Most VIP/IS cells (19 of 21) and all non-visually identified VIP cells
(19 of 19) exhibited nicotinic-dependent depolarizations (purple). (D–F) Example
of VIP interneurons with nicotinic responses that displayed irregular action
potential firing patterns that decreased in amplitude in response to depolarizing
current injection. Negative current pulses produced hyperpolarizing membrane
responses with little or no voltage sag. (G) A VIP interneuron that produced
accommodating regular action potential firing patterns to depolarizing current
injection and a hyperpolarizing sag in response to negative current injection. distribution of response types across VIP expressing interneurons: VIP/IS cells,
and VIP/noID. Postsynaptic Targets of Interneurons Excited by
Nicotinic Receptor Activation (A–C) Optogenetically released ACh produced depolarizing responses to
short/fast (A, 10 × 20 Hz), prolonged/fast (B, 120 × 20 Hz), and
prolonged/slow (C, 120 × 8 Hz) blue light flashes (black traces). The
depolarizations were potentiated by 10 µM atropine (green traces). (D) Atropine
(green) significantly potentiated the area of the nicotinic response (normalized to
control, black, 10 × 20 Hz) (t-test, p < 0.001, n = 0). (E). Inclusion of GDP-β-S
(black trace) in the intracellular recording solution did not inhibit atropine (green
trace) potentiation of the nicotinic responses. (F) M2 antagonist AF-DX 116
(500 nM, red trace) potentiated nicotinic responses when GDP-β-S was
included in the intracellular solution. (G) M4 positive allosteric modulator VU
10010 did not affect nicotinic responses (one-way ANOVA, ns, n = 5). (H) M2 antagonist AF-DX 116 (500 nM, red trace) occluded atropine (green trace)
potentiation of nicotinic responses. (I) Histogram showing that atropine
(GDP-β-S) (one-way ANOVA, p < 0.001, Bonferroni post hoc test p < 0.001,
n = 7) and AF-DX 116 (GDP-β-S) (Bonferroni post hoc test p < 0.001, n = 6)
significantly potentiated nicotinic responses. Atropine (green checkers) did not
significantly increase nicotinic responses previously potentiated by AF-DX 116
(GDP-β-S) (t-test, ns, n = 6). (J) Application of 10 µM baclofen hyperpolarized
VIP interneurons (black trace) but not when GDP-β-S (blue trace) was included
in the intracellular solution. (K) All VIP interneurons tested produced significant
hyperpolarizations when exposed to baclofen (black dots, one-way ANOVA,
p < 0.001, Bonferroni post hoc p < 0.01 for time points 4–7 min, n = 4). Recordings that included GDP-β-S in the patch pipette did not respond to
baclofen application (blue dots, one-way ANOVA, ns, n = 4). light flashes (Figure 3D, one-way ANOVA, p < 0.01, n = 23). This increase in frequency was subsequently blocked by bath
application of DHβE (1 µM) suggesting that α4β2∗nicotinic
receptors mediated the excitation of presynaptic interneurons
(Figure 3D, one-way ANOVA, ns relative to control, n = 8). In
order to determine whether VIP interneurons were the exclusive
presynaptic interneurons activated by ACh release, Arch-GFP
was expressed in VIP interneurons (Bell et al., 2015). When
Arch was expressed in VIP-Cre interneurons, we found that a
yellow light pulse did not affect the increased frequency of sIPSCs
produced by ACh release (Figures 3F–H, one-way ANOVA, ns,
n = 21). Postsynaptic Targets of Interneurons Excited by
Nicotinic Receptor Activation We next investigated the downstream effects of the interneurons
that were excited by nicotinic receptor activation. We recorded
changes produced by nicotinic receptor activation on the
frequency of sIPSCs in different CA1 interneuron subtypes
located in the dendritic layers of CA1 (Figures 3A–H), CA1
pyramidal cells (Figures 3I–L), and layer 2/3 neocortical
pyramidal neurons (Figures 3M–P). To increase the amplitudes
of sIPSCs and improve their detection, recordings were made To examine which muscarinic receptor subtype mediated
this presynaptic inhibition, we tested whether the M2-selective
antagonist AF-DX 116 or the M4 positive allosteric modulator April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org 5 Nicotinic transmission onto CA1 interneurons Bell et al. Bell et al. FIGURE 2 | Presynaptic M2 autoreceptors inhibit the release of ACh
onto α4β2∗nicotinic receptors in VIP/IS interneurons. (A–C) Optogenetically released ACh produced depolarizing responses to
short/fast (A, 10 × 20 Hz), prolonged/fast (B, 120 × 20 Hz), and
prolonged/slow (C, 120 × 8 Hz) blue light flashes (black traces). The
depolarizations were potentiated by 10 µM atropine (green traces). (D) Atropine
(green) significantly potentiated the area of the nicotinic response (normalized to
control, black, 10 × 20 Hz) (t-test, p < 0.001, n = 0). (E). Inclusion of GDP-β-S
(black trace) in the intracellular recording solution did not inhibit atropine (green
trace) potentiation of the nicotinic responses. (F) M2 antagonist AF-DX 116
(500 nM, red trace) potentiated nicotinic responses when GDP-β-S was
included in the intracellular solution. (G) M4 positive allosteric modulator VU
10010 did not affect nicotinic responses (one-way ANOVA, ns, n = 5). (H) M2
antagonist AF-DX 116 (500 nM, red trace) occluded atropine (green trace)
potentiation of nicotinic responses. (I) Histogram showing that atropine
(GDP-β-S) (one-way ANOVA, p < 0.001, Bonferroni post hoc test p < 0.001,
n = 7) and AF-DX 116 (GDP-β-S) (Bonferroni post hoc test p < 0.001, n = 6)
significantly potentiated nicotinic responses. Atropine (green checkers) did not
significantly increase nicotinic responses previously potentiated by AF-DX 116
(GDP-β-S) (t-test, ns, n = 6). (J) Application of 10 µM baclofen hyperpolarized
VIP interneurons (black trace) but not when GDP-β-S (blue trace) was included
in the intracellular solution. (K) All VIP interneurons tested produced significant
hyperpolarizations when exposed to baclofen (black dots, one-way ANOVA,
p < 0.001, Bonferroni post hoc p < 0.01 for time points 4–7 min, n = 4). Postsynaptic Targets of Interneurons Excited by
Nicotinic Receptor Activation Recordings that included GDP-β-S in the patch pipette did not respond to
baclofen application (blue dots, one-way ANOVA, ns, n = 4). antagonist AF-DX 116 (500 nM, red trace) occluded atropine (green trace)
potentiation of nicotinic responses. (I) Histogram showing that atropine antagonist AF-DX 116 (500 nM, red trace) occluded atropine (green trace)
potentiation of nicotinic responses. (I) Histogram showing that atropine
(GDP-β-S) (one-way ANOVA, p < 0.001, Bonferroni post hoc test p < 0.001,
n = 7) and AF-DX 116 (GDP-β-S) (Bonferroni post hoc test p < 0.001, n = 6)
significantly potentiated nicotinic responses. Atropine (green checkers) did not
significantly increase nicotinic responses previously potentiated by AF-DX 116
(GDP-β-S) (t-test, ns, n = 6). (J) Application of 10 µM baclofen hyperpolarized
VIP interneurons (black trace) but not when GDP-β-S (blue trace) was included
in the intracellular solution. (K) All VIP interneurons tested produced significant
hyperpolarizations when exposed to baclofen (black dots, one-way ANOVA,
p < 0.001, Bonferroni post hoc p < 0.01 for time points 4–7 min, n = 4). Recordings that included GDP-β-S in the patch pipette did not respond to
baclofen application (blue dots, one-way ANOVA, ns, n = 4). FIGURE 2 | Presynaptic M2 autoreceptors inhibit the release of ACh
onto α4β2∗nicotinic receptors in VIP/IS interneurons. FIGURE 2 | Presynaptic M2 autoreceptors inhibit the release of ACh
onto α4β2∗nicotinic receptors in VIP/IS interneurons. (A–C) Optogenetically released ACh produced depolarizing responses to
short/fast (A, 10 × 20 Hz), prolonged/fast (B, 120 × 20 Hz), and
prolonged/slow (C, 120 × 8 Hz) blue light flashes (black traces). The
depolarizations were potentiated by 10 µM atropine (green traces). (D) Atropine
(green) significantly potentiated the area of the nicotinic response (normalized to
control, black, 10 × 20 Hz) (t-test, p < 0.001, n = 0). (E). Inclusion of GDP-β-S
(black trace) in the intracellular recording solution did not inhibit atropine (green
trace) potentiation of the nicotinic responses. (F) M2 antagonist AF-DX 116
(500 nM, red trace) potentiated nicotinic responses when GDP-β-S was
included in the intracellular solution. (G) M4 positive allosteric modulator VU
10010 did not affect nicotinic responses (one-way ANOVA, ns, n = 5). (H) M2 FIGURE 2 | Presynaptic M2 autoreceptors inhibit the release of ACh
onto α4β2∗nicotinic receptors in VIP/IS interneurons. Frontiers in Cellular Neuroscience | www.frontiersin.org Postsynaptic Targets of Interneurons Excited by
Nicotinic Receptor Activation (N) Voltage clamp recordings from a neocortical pyramidal neuron
demonstrated that ACh release produced an increase in sIPSC frequency. (O) PSTH demonstrated that the time-dependent frequency of sIPSCs in
the neocortical pyramidal neuron increased following ACh release. (P) The
averaged time-dependent sIPSC frequency in all measured neocortical
pyramidal neurons increased following ACh release (black line, gray
shading = S.E.M., one-way ANOVA, p < 0.001, n = 5) and was blocked by
1 µM DHβE (orange line, orange shading = S.E.M., one-way
ANOVA, ns, n = 5). ACh release persisted in the presence of yellow light (yellow bar). (H) The
increased averaged time-dependent sIPSC frequency measured across all
non-VIP interneurons (black line, gray shading = S.E.M, one-way ANOVA,
p < 0.001, n = 21) was not suppressed by activation of Arch in VIP
interneurons. (J) Voltage clamp recordings from a CA1 pyramidal neuron
showed no change in sIPSC frequency following ACh release (blue bars). (K) PSTH demonstrated that the time-dependent sIPSC frequency was
unchanged following ACh release in an individual CA1 pyramidal neuron. (L) Averaged time-dependent sIPSC frequency across all CA1 pyramidal
cell recordings demonstrated no change sIPSC frequency following ACh
release (black line, gray shading = S.E.M, one-way ANOVA, ns, n = 42). (N) Voltage clamp recordings from a neocortical pyramidal neuron
demonstrated that ACh release produced an increase in sIPSC frequency. (O) PSTH demonstrated that the time-dependent frequency of sIPSCs in
the neocortical pyramidal neuron increased following ACh release. (P) The
averaged time-dependent sIPSC frequency in all measured neocortical
pyramidal neurons increased following ACh release (black line, gray
shading = S.E.M., one-way ANOVA, p < 0.001, n = 5) and was blocked by
1 µM DHβE (orange line, orange shading = S.E.M., one-way
ANOVA, ns, n = 5). FIGURE 3 | ACh release drives nicotinic receptor-mediated
feedforward inhibition onto CA1 interneurons but not CA1 pyramidal
neurons. (A,E,I,M) Schematic drawings of four recording paradigms. sIPSCs were recorded in response to ACh release in non-VIP CA1
interneurons located at the border of SR and SLM (A–H), in CA1 pyramidal
neurons (I–L), or in layer 2/3 neocortical pyramidal neurons (M–P). All
recordings were performed in the presence of 10 µM atropine, 30 µM
DNQX, and 50 µM APV. (B) Voltage clamp recordings (Vh = −70 mV)
demonstrating that optogenetic release of ACh (blue bars, 10 × 20 Hz)
increased the number of sIPSCs observed in CA1 non-VIP interneurons. Postsynaptic Targets of Interneurons Excited by
Nicotinic Receptor Activation This suggested that other non-VIP/IS interneurons also
respond to ACh release through the activation of α4β2∗nicotinic
receptors. with elevated intracellular chloride, QX314 to block action
potentials that escaped voltage clamp, and elevated BAPTA to
maintain low intracellular calcium levels. Under these recording
conditions, voltage clamped sIPSCs resulted in inward currents. In all experiments, muscarinic receptors were blocked by
atropine, ionotropic glutamate receptors were blocked by DNQX
(30 µM) and APV (50 µM), and GABAB receptors were blocked
by CGP54626 (1 µM). ACh was released by 10 × 1 ms flashes
of blue light at 20 Hz at 1 min intervals. Peristimulus-time
histograms for sIPSCs were constructed to detect any changes in
the average time-dependent sIPSC frequency. Following the activation of nicotinic receptors by the
optogenetic release of ACh, approximately half of dendritically
located hippocampal CA1 interneurons (23 of 49 non VIP
expressing, morphologically unidentified) displayed an increase
in average sIPSC frequency (Figures 3B–D). One example
illustrated that ACh release caused the time-dependent sIPSC
frequency to increase from 0.035–0.231 Hz (Figure 3C). When
normalized and averaged across all interneuron recordings, the
average time-dependent sIPSC frequency increased by 574%
(± 283%) during and immediately after 500 (ms after last flash) Hippocampal
CA1
interneurons
are
inhibited
by
interneuron-selective interneurons as well as interneurons
that innervate both interneurons and pyramidal cells. Therefore,
we examined whether the non-VIP interneurons activated by
nicotinic receptors inhibited pyramidal neurons in addition to
interneurons. In all morphologically identified CA1 pyramidal
neurons examined (n = 42), no change in time-dependent sIPSC April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org 6 Nicotinic transmission onto CA1 interneurons Bell et al. ACh release persisted in the presence of yellow light (yellow bar). (H) The
increased averaged time-dependent sIPSC frequency measured across all
non-VIP interneurons (black line, gray shading = S.E.M, one-way ANOVA,
p < 0.001, n = 21) was not suppressed by activation of Arch in VIP
interneurons. (J) Voltage clamp recordings from a CA1 pyramidal neuron
showed no change in sIPSC frequency following ACh release (blue bars). (K) PSTH demonstrated that the time-dependent sIPSC frequency was
unchanged following ACh release in an individual CA1 pyramidal neuron. (L) Averaged time-dependent sIPSC frequency across all CA1 pyramidal
cell recordings demonstrated no change sIPSC frequency following ACh
release (black line, gray shading = S.E.M, one-way ANOVA, ns, n = 42). Discussion Our data suggest that nicotinic transmission preferentially
engages specific networks in hippocampal CA1. Without
affecting pyramidal neurons, nicotinic cholinergic transmission
activated very specific groups of interneurons in hippocampal
CA1 that selectively inhibit other interneurons (interneuron-
selective interneurons). Release of ACh appeared to activate
nicotinic receptors on both VIP and non-VIP interneuron-
selective
interneurons. Importantly,
nicotinic
responses
were potently controlled by M2 muscarinic receptor-driven
presynaptic inhibition. p
y
p
Our data confirmed previous reports from our laboratory
that suggested that hippocampal CA1 interneurons can be
excited by ACh released onto postsynaptic α4β2∗nicotinic
receptors (Bell et al., 2011). Our current studies extend
these findings by demonstrating that α4β2∗-mediated nicotinic
responses preferentially occurred in morphologically identified
VIP/IS interneurons. We did not observe nicotinic responses in
VIP/BCs, PV interneurons or pyramidal neurons. Furthermore,
disynaptic IPSCs produced by nicotinic receptor activation
were only detected in interneurons and not pyramidal cells. Importantly, these disynaptic IPSCs were not inhibited by
optogenetic silencing of VIP interneurons suggesting that
other non-VIP-expressing interneuron-selective interneurons
were also excited by the release of ACh onto α4β2∗nicotinic
receptors (Acsády et al., 1996b; Gulyás et al., 1996). This may be
expected as VIP/IS interneurons only make up a minority (37%)
of interneuron-selective interneurons (Acsády et al., 1996a). Importantly, a significant portion of the interneurons innervated
by interneuron-selective interneurons target the dendrites of
CA1 pyramidal neurons (Acsády et al., 1996a; Gulyás et al.,
1996). Therefore, nicotinic disinhibition in hippocampal CA1
may facilitate dendritic integration of synaptic inputs in CA1
pyramidal neurons. Nicotinic receptor-mediated transmission in hippocampal
CA1 has been shown to be potently inhibited by the release
of ACh onto muscarinic receptors (Bell et al., 2011). Here
we demonstrated that the muscarinic receptor inhibition of
nicotinic transmission persisted when postsynaptic G-protein
functioning was blocked—suggesting a presynaptic mechanism. This presynaptic inhibition of ACh release appears to be
mediated by M2 muscarinic receptors, similar to findings in the
thalamus (Sun et al., 2013). Importantly, muscarinic receptor
presynaptic inhibition was potent and often prevented nicotinic
responses from eliciting action potentials in interneuron-
selective
interneurons. Thus,
therapeutic
pharmacological
blockade of M2 muscarinic receptors would be expected to
facilitate nicotinic receptor-mediated influence on disinhibitory
circuitry in hippocampal CA1. Similar to our findings in the hippocampus, nicotinic
receptor-mediated disinhibition has been observed in the
auditory cortex (Letzkus et al., 2011). Postsynaptic Targets of Interneurons Excited by
Nicotinic Receptor Activation (C) A peristimulus time histogram (PSTH) illustrating the increase in
time-dependent sIPSC frequency in nonVIP interneurons following ACh
release. (D) An increase in the averaged time-dependent sIPSC frequency
across all non-VIP interneurons (black line, gray shading = S.E.M, one-way
ANOVA compared to baseline, p < 0.01, n = 23) was completely blocked
by 1 µM DHβE (orange line, orange shading = SEM, one-way ANOVA, ns
compared to baseline, n = 8). (F) Voltage clamp recordings showing that
suppression of VIP interneurons by yellow light activation of Arch (yellow
bar) did not inhibit the increase in sIPSC frequency following ACh release
(blue bars). (G) PSTH showing time-dependent sIPSC frequency following FIGURE 3 | ACh release drives nicotinic receptor-mediated
feedforward inhibition onto CA1 interneurons but not CA1 pyramidal somewhat unexpected as previous studies had suggested that
ACh release may activate nicotinic receptors on interneurons
that innervate CA1 pyramidal neurons (Nagode et al., 2011). Furthermore, neocortical interneurons that innervate layer
2/3 pyramidal neurons have been shown to be excited by
ACh release onto nicotinic receptors (Arroyo et al., 2012). frequency was observed during or following the release of ACh
(Figures 3J–L). Furthermore, normalization and averaging the
time-dependent sIPSC frequency across all pyramidal neurons
showed no significant increase in sIPSC frequency following
ACh release compared to baseline sIPSC frequency (Figure 3L,
one-way ANOVA, ns, n = 42). These observations were April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org 7 Nicotinic transmission onto CA1 interneurons Bell et al. Therefore, to test whether in our system we can activate nicotinic
receptors on interneurons that innervate pyramidal neurons,
we expressed oChIEF-tdTomato in cholinergic neurons of the
nucleus basalis. This permitted us to record from layer 2/3
pyramidal neurons of the neocortex and measure changes in
sIPSC frequency following ACh release (Figures 3N–P). Similar
to previous reports (Arroyo et al., 2012), ACh release increased
the time-dependent frequency of sIPSC in neocortical pyramidal
neurons (Figures 3N–P, one-way ANOVA, p < 0.001, n = 5)
and the increased frequency was blocked by DHβE (1 µM,
one-way ANOVA, ns relative to control, n = 5). Therefore,
our data suggested that ACh release onto nicotinic receptors
in hippocampal CA1 preferentially activates interneurons that
innervate other interneurons rather than interneurons that
inhibit pyramidal neurons. of cholinergic terminals. However, activation of Arch in our
preparation had no effect on the nicotinic driven inhibitory
postsynaptic currents measured in interneurons. Postsynaptic Targets of Interneurons Excited by
Nicotinic Receptor Activation Thus, Arch
must not be expressed at sufficient concentrations in cholinergic
terminals to influence optogenetically-driven release of ACh. p
g
y
Our nicotinic data were inconsistent with previous findings
that suggested that CA1 pyramidal neurons (∼20%) (Gu and
Yakel, 2011) and interneurons that innervate pyramidal neurons
(Nagode et al., 2011) may be excited by ACh released onto
nicotinic receptors. Although we have never observed a nicotinic
response in recordings from 132 pyramidal neurons or 104
non IS interneuron subtypes, it is possible that we did not
sample enough neurons or had a bias toward recording from
particular interneuron subtypes. Furthermore, different injection
methods and excitatory optogenetic proteins used between the
different studies may have limited our ability to record nicotinic
responses in pyramidal neurons or interneurons that innervated
pyramidal cells. Alternatively, the studies that reported nicotinic
responses in other cell types did not confirm the recorded
neurons identity with post hoc anatomical reconstructions
or electrophysiological characterization. Therefore, it remains
possible that the nicotinic responses (Gu and Yakel, 2011)
and nicotinic receptor-driven disynaptic IPSCs (Nagode et al.,
2011) measured in putative pyramidal neurons were actually
recordings made from interneurons and not pyramidal cells. Another possibility for the lack of nicotinic receptor-driven
disynaptic IPSCs in pyramidal neurons observed in our study
may be that nicotinic responses in interneurons that target
pyramidal neurons are mostly subthreshold. Regardless of
these inconsistencies, our data suggest that a primary effect
of α4β2∗nicotinic receptor-mediated transmission is to excite
interneuron-selective interneurons and aid in disinhibition of the
hippocampal CA1 network. Frontiers in Cellular Neuroscience | www.frontiersin.org References Acsády, L., Arabadzisz, D., and Freund, T. F. (1996a). Correlated morphological
and neurochemical features identify different subsets of vasoactive intestinal
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sensitive nicotinic current in rat hippocampal interneurons, but not pyramidal
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D. F., et al. (2011). Guide for the Care and Use of Laboratory Animals. 8th Edn. Washington, D.C.: National Academies Press. Alkondon, M., Pereira, E. F., and Albuquerque, E. X. (1998). α-bungarotoxin-
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dynamic hippocampal synaptic plasticity. Neuron 71, 155–165. doi: 10.1016/j. neuron.2011.04.026 Arroyo, S., Bennett, C., Aziz, D., Brown, S. P., and Hestrin, S. (2012). Prolonged
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calretinin are specialized to control other interneurons in the rat hippocampus. J. Neurosci. 16, 3397–3411. Hippenmeyer, S., Vrieseling, E., Sigrist, M., Portmann, T., Laengle, C., Ladle,
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to ETS transcription factor signaling. PLoS Biol. 3:e159. doi: 10.1371/journal. pbio.0030159 Bell, L. A., Bell, K. A., and McQuiston, A. R. (2015). Summary Optogenetic techniques have recently permitted more extensive
studies on the effect of ACh release in various regions of the
CNS. In particular, nicotinic responses to ACh release have been
studied in several brain regions including the interpeduncular
nucleus (Ren et al., 2011), hippocampus (Bell et al., 2011),
striatum (English et al., 2011), neocortex (Letzkus et al., 2011;
Arroyo et al., 2012), spinal cord (Lamotte d’Incamps et al.,
2012) and thalamus (Sun et al., 2013). A common feature of
these responses is that they activate GABAergic neurons. In
some areas, nicotinic receptors activate GABAergic projection
neurons (Ren et al., 2011; Sun et al., 2013). In other regions,
they activate select types of inhibitory interneurons (Bell
et al., 2011; English et al., 2011; Arroyo et al., 2012). The Acknowledgments The authors would like to thank Drs. John Lin and Roger
Tsien
for
donating
oChIEF-tdTomato
cDNA
and
Scott
Sternson
for
rAAV-FLEX-rev-ChR2-tdTomato. We
would
also like to thank Dr. John Dempster for the gift of his
Strathclyde Electrophysiological Software. These studies were
supported by grants from the National Institutes of Health
(1R01MH094626-01 and 1R21MH103695-01). The authors
declare no competing financial interests. Frazier, C. J., Buhler, A. V., Weiner, J. L., and Dunwiddie, T. V. (1998a). Synaptic potentials mediated via alpha-bungarotoxin-sensitive nicotinic
acetylcholine receptors in rat hippocampal interneurons. J. Neurosci. 18,
8228–8235. Discussion Some of the neocortical
interneurons excited by ACh release expressed Chat, which
has been shown to be expressed exclusively in VIP-expressing
interneurons (Porter et al., 1998; Gonchar et al., 2008). However,
unlike our studies, nicotinic transmission was observed in
interneurons that innervated both pyramidal neurons and other
interneurons (Arroyo et al., 2012). Therefore, the effect of It should be noted that the triple crosses in the experiments
described above should result in the expression of Arch-GFP
in both VIP and cholinergic neurons (CVA animals). This
could make interpretation of the results from these experiments
difficult as an inhibition of the nicotinic receptor-driven response
might result from the inhibition of VIP neurons or the inhibition April 2015 | Volume 9 | Article 115 8 Nicotinic transmission onto CA1 interneurons Bell et al. nicotinic receptor-mediated transmission in the neocortex will
likely be more complex than a primarily disinhibitory role that
we hypothesize for the hippocampus. impact that physiologically activated nicotinic receptors have
in each brain region will depend on the specific types of
GABAergic neurons activated by ACh release. In the case of
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balance and glucose homeostasis. Cell Metab 13, 195–204. doi: 10.1016/j.cmet. 2011.01.010 Levin, E. D. (2002). Nicotinic receptor subtypes and cognitive function. J. Neurobiol. 53, 633–640. doi: 10.1002/neu.10151 Levin, E. D., Petro, A., Rezvani, A. H., Pollard, N., Christopher, N. C., Strauss,
M., et al. (2009). Frontiers in Cellular Neuroscience | www.frontiersin.org References Neurosci. 10, 3617–3628. doi: 10. 1046/j.1460-9568.1998.00367.x Copyright © 2015 Bell, Bell and McQuiston. This is an open-access article distributed
under the terms of the Creative Commons Attribution License (CC BY). The use,
distribution and reproduction in other forums is permitted, provided the original
author(s) or licensor are credited and that the original publication in this journal
is cited, in accordance with accepted academic practice. No use, distribution or
reproduction is permitted which does not comply with these terms. Ren, J., Qin, C., Hu, F., Tan, J., Qiu, L., Zhao, S., et al. (2011). Habenula
‘‘cholinergic’’ neurons co-release glutamate and acetylcholine and activate
postsynaptic neurons via distinct transmission modes. Neuron 69, 445–452. doi: 10.1016/j.neuron.2010.12.038 April 2015 | Volume 9 | Article 115 Frontiers in Cellular Neuroscience | www.frontiersin.org 10
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Takotsubo syndrome induced by brachytherapy in a patient with endocervical adenocarcinoma
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Takotsubo Syndrome induced by brachytherapy in a
patient with endocervical adenocarcinoma. Aline Cristini Vieira
(
aline.cristini@hotmail.com
) Aline Cristini Vieira
(
aline.cristini@hotmail.com
)
Hospital Sirio-Libanes Short communication Posted Date: October 26th, 2020 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published on December 5th, 2020. See the published
version at https://doi.org/10.1186/s40959-020-00082-8. Page 1/10 Abstract Background: Takotsubo syndrome (TTS), also known as stress cardiomyopathy, apical ballooning
syndrome and broken heart syndrome, is characterized by acute-onset chest pain, electrocardiographic
(ECG) abnormalities and reversible left ventricular (LV) disfunction in the absence of a culprit obstructive
lesion in the coronary arteries; therefore, myocardial infarction is the most important differential
diagnosis. Usually induced by emotional/physical stress, its treatment consists in hemodynamic support
until complete and spontaneous recovery occurs, which is generally achieved within a few days to weeks. Cervical malignancies are an important public health issue in low/middle-income countries and, in the
setting of locally advanced disease, concurrent chemoradiation followed by brachytherapy is considered
the standard treatment, harboring curative potential. Background: Takotsubo syndrome (TTS), also known as st
syndrome and broken heart syndrome, is characterized by a
(ECG) abnormalities and reversible left ventricular (LV) disf
lesion in the coronary arteries; therefore, myocardial infarct
diagnosis. Usually induced by emotional/physical stress, it
until complete and spontaneous recovery occurs, which is g
Cervical malignancies are an important public health issue
setting of locally advanced disease, concurrent chemoradia
the standard treatment, harboring curative potential. Case report: We report a case of a 38-year-old woman who underwent concurrent chemoradiotherapy and
developed cardiopulmonary arrest in ventricular fibrillation during a brachytherapy session. Complementary tests disclosed altered ECG and cardiac biomarkers, no evidence of coronary artery
obstruction, as well as LV disfunction consistent with TTS on echocardiogram and cardiac MRI. After few
days of supportive therapy, complete recovery of heart function was observed. Conclusion: Especially for cancer patients, who usually experience intense emotional/physical stress
intrinsically associated with their diagnosis and aggressive treatments, considering TTS as a differential
diagnosis is warranted. Intracavitary brachytherapy procedure may represent a trigger for TTS. Case Report A 38-year-old female presented with an abnormal pap smear in January 2018 without local or systemic
manifestations. A biopsy was performed and the patient was diagnosed with endocervical
adenocarcinoma. A staging magnetic resonance imaging (MRI) of the pelvis and a positron emission
tomography – computed tomography (PET-CT) were performed, which showed a hypermetabolic bulky
lesion arising from uterine cervix (SUV max: 23.0), without parametrial, bladder, rectal involvement, or
distant metastasis. Clinical staging based on International Federation of Gynecology and Obstetrics
(FIGO) classified the disease in FIGO IIA1. The patient started chemoradiotherapy with cisplatin 40mg/m2 weekly, and high dose-rate brachytherapy
starting in the fourth week of external beam irradiation. At the end of the third session (four
brachytherapy sessions programmed), during applicator removal, although under anesthesia, the patient
developed a ventricular tachycardia with pulse, followed by cardiopulmonary arrest in ventricular
fibrillation. After two minutes of cardiopulmonary resuscitation, return of spontaneous circulation was
achieved, and the patient was admitted to an intensive care unit. During the investigation, ECG showed ST-segment elevation in lead II and in AVF, and prolonged QT
interval of 470 msec (Figure 1). There was a rise in the levels of serum creatine kinase-MB (CKMB) level
to 10.4 ng/mL (normal limit: < 5.0 ng/mL), serum troponin-I level was 2.04 ng/ml (normal limit:
< 0.16ng/ml) and natriuretic peptide B levels (BNP) to 233 pg/mL (normal limit: < 100 pg/mL). Transthoracic echocardiogram showed marked LV dysfunction, with akinesia of all apical and middle
segments of LV wall, with estimated LV ejection fraction (LVEF) of 30% (Figure.2). The coronary
angiography demonstrated no obstructive lesions in the coronary arteries and moderate hypokinesia of
the anterior and inferior apical segments of LV wall (Figure 3.). Holter showed rare and isolated
polymorphic ventricular premature beats and signs of heart dysautonomia with parasympathetic
depression and adrenergic predominance. A cardiac MRI was performed seven days after the event
showing circumferential mid-ventricle hypokinesia associated with LV systolic dysfunction, however with
a significant improvement of the global LV contractility (Figure 4A and Figure 4B), absence of myocardial
fibrosis in the late gadolinium enhancement sequences (Figure 4C), signs of myocardial edema in the LV
wall in T2-weighted sequences and moderate pericardial effusion (Figure 4D), suggestive with Takotsubo
cardiomyopathy. Treatment with carvedilol 3.125 mg twice daily and enalapril 2.5 mg twice daily (titrating the dose up to
the maximum dose tolerated by the patient) was initiated. Introduction Takotsubo syndrome (TTS), also known as stress cardiomyopathy, apical ballooning syndrome and
broken heart syndrome, is an acute and transient left ventricular (LV) myocardial dysfunction, which can
occur in the setting of a severe psychological or physical stress event, most often occurring 1 to 5 days
before.1 TTS’s clinical presentation might be indistinguishable from an acute coronary syndrome (ACS)
with respect to symptoms, electrocardiographic (ECG) changes and biomarkers. Since its first report in
1990 by Sato et al,2 TTS remains with no reliable non-invasive diagnostic approach, leaving coronary
angiography with left ventriculography as the gold standard diagnostic tool to reject or to ratify this
diagnosis to this days.3,4 Typically, it occurs in postmenopausal women with few cardiovascular risk
factors.1,3–5 The exact pathophysiology of TTS is still unknown.6 Besides anecdotal case reports describing the
occurrence of TTS in the setting of malignancy and chemotherapy, the role of chemotherapy and tumor
in the development of TTS with regard to physical and emotional stress remains unclear.7 It has been
suggested that the treatment of the malignancy itself is associated with the development of TTS.8 Herein we describe a case of a 38-year-old female patient without history of cardiovascular disorder who
developed TTS during a brachytherapy session to treat an endocervical adenocarcinoma. Page 2/10 Case Report The levels of troponin-I returned to the normal
range after 4 days, CKMB levels after 6 days and BNP in 12 days. Fifteen days after the event, the patient
presented with chest pain, and pericarditis was diagnosed. Repeat echocardiogram after 12 days of the
TTS event, showed remarkable improvement in LV function, with LVEF of 68%, preserved biventricular
function and small pericardial effusion. The patient was treated with Ibuprofen 800 mg three times per
day and Colchicine 0.5 mg twice daily for three months, with good response and no signs of recurrence. The cardiac MRI was repeated two months later, showing a preserved biventricular contractility, a Page 3/10 Page 3/10 Page 3/10 physiological pericardial effusion, and no late gadolinium enhancement suggestive of myocardial
fibrosis. Once complete cardiac recovery was achieved, she was able to resume brachytherapy, and the
remaining application was performed 15 days later as an inpatient condition and under rigorous
monitoring, uneventfully. The total cancer treatment time was 64 days. physiological pericardial effusion, and no late gadolinium enhancement suggestive of myocardial
fibrosis. Once complete cardiac recovery was achieved, she was able to resume brachytherapy, and the
remaining application was performed 15 days later as an inpatient condition and under rigorous
monitoring, uneventfully. The total cancer treatment time was 64 days. The patient received further adjuvant treatment with cisplatin 50 mg/m2 plus gemcitabine 100 mg/m2,
with discontinuation after one cycle due to severe myelotoxicity. Further, she continued her therapy with
carvedilol and enalapril for approximately 6 months when she spontaneously decided to interrupt the
treatment. The patient remains in follow-up with sustained complete response from the cancer as
demonstrated by pelvic MRI and clinical examination performed every six months for two years until the
time that this manuscript was submitted to publication. Conclusion TTS appears to occur more frequently than was previously thought. Increased awareness of the existence
of this syndrome and knowledge of its risk factors are gaining importance in recent years. Further
research is required to investigate the interplay of malignancies, its treatments and TTS, which might be
helpful to elucidate the pathophysiological mechanism of this cardiomyopathy. To the best of our
knowledge, we are herein reporting the second case of TTS arising in the setting of radiation therapy and
the first for brachytherapy. Discussion Endothelial dysfunction in epicardial and microvascular coronary arteries occurs frequently in patients
with cancer, especially during and after systemic chemotherapy or radiotherapy of the heart region, which
might be a predisposing factor for the developement of TTS.1,3,14 Mediastinal radiotherapy can induce
heart disease, such as coronary obstruction, stenosis or regurgitation due to valvular fibrosis,
cardiomyopathy and pericardial constriction and inflammation.15 Though cisplatin remains the
cornerstone of endocervical carcinoma stage IIA1 treatment chemotherapy and a standard of care,
however it is also related to some other rare side effects like vasculitis, cardiomyopathy and vascular
thrombosis. Cisplatin inducing cardiomyopathy and thromboembolic phenomena can be explained by
several mechanisms, some of which are endovascular injury with intimal fibrosis, decreased activation of
protein C, hypomagnesaemia and myocardial fiber apoptosis11. Previous usage of cisplatin might have
contributed for the development of myocardial dysfunction in our patient. Although, so far there is limited data on TTS induced by radiotherapy and no reports on brachytherapy-
induced cardiomyopathy. In fact, brachytherapy by itself is painless. However, applicators placement and
removal may present only mild discomfort or severe pain according to the different procedures (molds,
intracavitary procedures, interstitial implants), and the use of sedation or anesthesia is properly indicated. TTS in the context of intracavitary gynecological brachytherapy procedure, not the radiation delivery,
could have been triggered by the unweighted pain experienced by our patient during applicator removal. This case may represent a warning for intracavitary gynecological brachytherapy procedures, since in
many facilities in our country it is performed only with sedation, or even without any sedation or
analgesia. Although most patients with TTS experience complete cardiac function recovery, the complication rates
can be compared to those found in patients with acute coronary syndrome.13 Patients who survive an
acute episode typically recover systolic function within one to four weeks.1,3 Our patient recovered the
systolic function within two weeks. Discussion This report illustrates the case of a young patient with locally advanced endocervical adenocarcinoma,
FIGO stage IIA1, that was recommended to treatment with concurrent chemoradiotherapy and presented
TTS followed by cardiorespiratory arrest induced during brachytherapy. TTS is clinically an acute myocardial infarction-like cardiomyopathy without a culprit coronary artery
lesion.3 Approximately 80–90% of cases occur in postmenopausal women and classically TTS has been
linked to emotional stress due to excessive release of catecholamines as mechanism of response.1,9,10
Although the patient in this case outwardly displayed very little anxiety about her diagnosis and treatment
approach, it is possible that she felt a heightened degree of internal emotional stress that may have
contributed to the development of TTS. It is also possible that she presented some degree of pain during
applicator removal at the end of the third brachytherapy session, due to anesthesia superficialization,
which could have triggered a cardiomyopathy induced by the release of several inflammatory cytokines
and metabolites related to this physical distress. Of note, a small vaginal laceration was observed after
the applicator removal. An important subject of our case is the differential diagnosis with myocarditis. The presence of
pericardial effusion is not part of the diagnosis of TTS and it is very common in patients with
myocarditis. The absence of late gadolinium enhancement by cardiac RMI may also be present in
patients with myocarditis, especially in the initial days. However, the cardiac MRI performed 2 months
later to the event did not demonstrate any sign of myocardial fibrosis, which helped to rule out the
hypothesis of myocarditis. The relationship between malignancy and TTS is particularly interesting from an epidemiologic,
mechanistic and outcome standpoint as both malignancy and chemotherapy have been associated with
TTS.11 The overall long-term mortality of TTS patients with malignant disease is significantly increased
and the prevalence of cancer in patients with TTS is high, considerably exceeding that in the normal
population.12 One of the hypothesis is that cancer and TTS share similar triggering mechanisms, which Page 4/10 Page 4/10 consist in activation of the sympathetic nervous system.8,13 Therefore, TTS patients with cancer should
be considered a high-risk subgroup with respect to their increased mortality rate. Declarations Page 5/10 Page 5/10 Page 5/10 Affiliations: 1. Oncology Center, Hospital Sírio Libanês, São Paulo, Brazil 2. Cardiology Center, Hospital Sírio-Libanês, São Paulo, Brazil 3. Department of Radiation Oncology, Hospital Sírio-Libanês, Brazil. 3. Department of Radiation Oncology, Hospital Sírio-Libanês, Brazil. 4. Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP,
BR. Acknowledgements: Not applicable. Acknowledgements: Not applicable. Availability of data and materials: Not applicable. Availability of data and materials: Not applicable. Competing interests: The authors declare that they have no potential conflicts of interest related to this
publication. Funding: None. Funding: None. Author’s Contributions: All authors contributed significantly to the manuscript. All authors provided
critique and feedback on the manuscript. All authors read and approved the final version of the
manuscript. Authors' information: Affiliations: Ethics approval and consent to participate: This case report was
approved by the ethics committee of the Hospital Sírio-Libanês, São
Paulo, Brazil. Consent for publication: The patient provided consent and gave
permission to have her case, as well as relevant related workup and
diagnostic images, presented in the medical literature. LVEF: Left ventricular ejection fraction LVEF: Left ventricular ejection fraction References 1. Medina de Chazal H, Del Buono MG, Keyser-Marcus L, et al. Stress Cardiomyopathy Diagnosis and
Treatment. Journal of the American College of Cardiology. 2018;72(16):1955-1971. doi:10.1016/j.jacc.2018.07.072 2. Sato H. Tako-tsubo-like left ventricular dysfunction due to multivessel coronary spasm. In: Clinical
Aspect of Myocardial Injury: From Ischemia to Heart Failure. Kagakuhyoronsha Publishing Co;
1990:56-64. 3. Ghadri J-R, Wittstein IS, Prasad A, et al. International Expert Consensus Document on Takotsubo
Syndrome (Part I): Clinical Characteristics, Diagnostic Criteria, and Pathophysiology. European Heart
Journal. 2018;39(22):2032-2046. doi:10.1093/eurheartj/ehy076 3. Ghadri J-R, Wittstein IS, Prasad A, et al. International Expert Consensus Document on Takotsubo
Syndrome (Part I): Clinical Characteristics, Diagnostic Criteria, and Pathophysiology. European Heart
Journal. 2018;39(22):2032-2046. doi:10.1093/eurheartj/ehy076 4. Ghadri J-R, Wittstein IS, Prasad A, et al. International Expert Consensus Document on Takotsubo
Syndrome (Part II): Diagnostic Workup, Outcome, and Management. European Heart Journal. 2018;39(22):2047-2062. doi:10.1093/eurheartj/ehy077 4. Ghadri J-R, Wittstein IS, Prasad A, et al. International Expert Consensus Document on Takotsubo
Syndrome (Part II): Diagnostic Workup, Outcome, and Management. European Heart Journal. 2018;39(22):2047-2062. doi:10.1093/eurheartj/ehy077 5. Ueyama T, Kasamatsu K, Hano T, Tsuruo Y, Ishikura F. Catecholamines and Estrogen Are Involved in
the Pathogenesis of Emotional Stress-induced Acute Heart Attack. Annals of the New York Academy
of Sciences. 2008;1148(1):479-485. doi:10.1196/annals.1410.079 5. Ueyama T, Kasamatsu K, Hano T, Tsuruo Y, Ishikura F. Catecholamines and Estrogen Are Involved in
the Pathogenesis of Emotional Stress-induced Acute Heart Attack. Annals of the New York Academy
of Sciences. 2008;1148(1):479-485. doi:10.1196/annals.1410.079 6. Ghadri JR, Ruschitzka F, Lüscher TF, Templin C. Takotsubo cardiomyopathy: still much more to learn. Heart. 2014;100(22):1804-1812. doi:10.1136/heartjnl-2013-304691 6. Ghadri JR, Ruschitzka F, Lüscher TF, Templin C. Takotsubo cardiomyopathy: still much more to learn. Heart. 2014;100(22):1804-1812. doi:10.1136/heartjnl-2013-304691 7. Toyooka S, Akagi S, Furukawa M, et al. Takotsubo cardiomyopathy associated with pulmonary
resections after induction chemoradiotherapy for non-small cell lung cancer. Gen Thorac Cardiovasc
Surg. 2012;60(9):599-602. doi:10.1007/s11748-012-0058-7 7. Toyooka S, Akagi S, Furukawa M, et al. Takotsubo cardiomyopathy associated with pulmonary
resections after induction chemoradiotherapy for non-small cell lung cancer. Gen Thorac Cardiovasc
Surg. 2012;60(9):599-602. doi:10.1007/s11748-012-0058-7 8. Munoz E, Iliescu G, Vejpongsa P, et al. Takotsubo Stress Cardiomyopathy. Journal of the American
College of Cardiology. 2016;68(10):1143-1144. doi:10.1016/j.jacc.2016.06.027 8. Munoz E, Iliescu G, Vejpongsa P, et al. Takotsubo Stress Cardiomyopathy. Journal of the American
College of Cardiology. 2016;68(10):1143-1144. doi:10.1016/j.jacc.2016.06.027 9. Ghadri JR, Kato K, Cammann VL, et al. Long-Term Prognosis of Patients With Takotsubo Syndrome. Journal of the American College of Cardiology. 2018;72(8):874-882. Abbreviations TTS: Takotsubo syndrome Page 6/10 MRI: Magnetic resonance imaging References doi:10.1016/j.jacc.2018.06.016 9. Ghadri JR, Kato K, Cammann VL, et al. Long-Term Prognosis of Patients With Takotsubo Syndrome. Journal of the American College of Cardiology. 2018;72(8):874-882. doi:10.1016/j.jacc.2018.06.016 10. Sharkey SW, Windenburg DC, Lesser JR, et al. Natural History and Expansive Clinical Profile of Stress
(Tako-Tsubo) Cardiomyopathy. Journal of the American College of Cardiology. 2010;55(4):333-341. doi:10.1016/j.jacc.2009.08.057 11. Demkow U, Stelmaszczyk-Emmel A. Cardiotoxicity of cisplatin-based chemotherapy in advanced
non-small cell lung cancer patients. Respiratory Physiology & Neurobiology. 2013;187(1):64-67. doi:10.1016/j.resp.2013.03.013 Page 7/10 Figures Figures Figure 4 Cine cardiac magnetic resonance images showing a 3-chamber view of the left ventricle in end diastole
(A) and in end systole (B) demonstrating a circumferential mid-ventricle hypokinesia with greater intensity
in the anteroseptal segment (arrows). C image shows late gadolinium enhancement sequence showing a
4-chamber view of the heart without any sign of myocardial fibrosis. (D) Cine cardiac magnetic
resonance sequence demonstrating diffuse pericardium effusion of moderate intensity (arrows). (E)
Short-tau inversion-recovery (STIR) sequence, a T2-weighted sequence used to assess myocardial edema,
demonstrating the presence of hypersignal in the middle segments of the anterior, septal and lateral walls
(arrows) which indicates the presence of myocardial edema in these segments. Archivewithcorrections.docx Figure 1 ECG tracing of the patient (25 mm/s, 10 mm/mV) showing ST-segment elevation on D2 and prolonged
QT interval prolonged (QTc* 470 ms). *QTc: corrected QT interval ECG tracing of the patient (25 mm/s, 10 mm/mV) showing ST-segment elevation on D2 and prolonged
QT interval prolonged (QTc* 470 ms). *QTc: corrected QT interval Figure 2
Apical 4 chambers view showing akinesia of the mid-apical segments of the inferior septal and
anterolateral walls, determining apical ballooning (arrows). LA: Left Atrial. LV: Left Ventricle. RA: Right
Atrial. RV: Right Ventricle. Figure 2 Apical 4 chambers view showing akinesia of the mid-apical segments of the inferior septal and
anterolateral walls, determining apical ballooning (arrows). LA: Left Atrial. LV: Left Ventricle. RA: Right
Atrial. RV: Right Ventricle. Apical 4 chambers view showing akinesia of the mid-apical segments of the inferior septal and
anterolateral walls, determining apical ballooning (arrows). LA: Left Atrial. LV: Left Ventricle. RA: Right
Atrial. RV: Right Ventricle. Page 8/10 Page 8/10 Figure 3
Cineangiocoronariography showing absent of significant obstructive atherosclerotic lesions. Left
coronary in right anterior cranial oblique incidence (A). Right coronary in left anterior cranial oblique
incidence (B). Cardiac ventriculography demonstrating mid left ventricular segments hypokinesia
(arrows). Left ventricle in max diastole (C) and in max systole (D) in right oblique incidence. Figure 3 Cineangiocoronariography showing absent of significant obstructive atherosclerotic lesions. Left
coronary in right anterior cranial oblique incidence (A). Right coronary in left anterior cranial oblique
incidence (B). Cardiac ventriculography demonstrating mid left ventricular segments hypokinesia
(arrows). Left ventricle in max diastole (C) and in max systole (D) in right oblique incidence. Cineangiocoronariography showing absent of significant obstructive atherosclerotic lesions. Left
coronary in right anterior cranial oblique incidence (A). Right coronary in left anterior cranial oblique
incidence (B). Cardiac ventriculography demonstrating mid left ventricular segments hypokinesia
(arrows). Left ventricle in max diastole (C) and in max systole (D) in right oblique incidence. Page 9/10 Page 9/10 Figure 4
Cine cardiac magnetic resonance images showing a 3-chamber view of the left ventricle in end diastole
(A) and in end systole (B) demonstrating a circumferential mid-ventricle hypokinesia with greater intensity
in the anteroseptal segment (arrows). C image shows late gadolinium enhancement sequence showing a
4-chamber view of the heart without any sign of myocardial fibrosis. (D) Cine cardiac magnetic
resonance sequence demonstrating diffuse pericardium effusion of moderate intensity (arrows). Figure 1 (E)
Short-tau inversion-recovery (STIR) sequence, a T2-weighted sequence used to assess myocardial edema
demonstrating the presence of hypersignal in the middle segments of the anterior, septal and lateral walls
(arrows) which indicates the presence of myocardial edema in these segments. Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. Page 10/10
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Effect of sweeteners and storage on compositional and sensory properties of blackberry jams
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Abstract Sweeteners of natural sources, such as sugar alcohols, are in the centre of growing interest. Their impact on the phytochemi-
cals, antioxidant and sensory properties of blackberry jams were investigated during a 9-months storage period. Measure-
ments on jams prepared with different sugars and sugar alcohols (sucrose, fructose, xylitol and erythritol) were performed
at the date of preparation and in the 1st, 3rd, 6th, 9th month. Total polyphenol content, individual polyphenols, antioxidant properties, anthocyanin content and CIE L*a*b* colour were
determined. Sensory profiles were determined by a trained panel. Sensory attributes were compared by the results of the
electronic tongue and nose.if Sweeteners had a significant impact on physicochemical properties and sensory attributes. Storage time also affected the
sensory and compositional properties of jams. Changes in antioxidant properties did not follow a clear trend during the
storage period, and antioxidant capacity was not affected significantly by the sweetening agent, but showed a significant
decline from the 6th month. A positive effect of xylitol was observed in terms of a low degradation rate of anthocyanins,
while their decomposition was the fastest in the fructose-containing preparation. Jams sweetened with erythritol reached
significantly lower values for some sensory attributes (blackberry flavour and general taste intensity), however, they showed
more intense red colour. Multiple factor analysis enabled the identification of the effect of sweetener and storage time on
the pattern of the sensory data matrix. Classification according to individual sweeteners was performed successfully by the
electronic tongue, but not by electronic nose. Keywords Blackberry jam · Sweetener · Sugar alcohol · Polyphenol · Sensory analysis · Multiple factor analysis Keywords Blackberry jam · Sweetener · Sugar alcohol · Polyphenol · Sensory analysis · Multiple fac * Csilla Benedek
benedek.csilla@se‑etk.hu
1
Faculty of Health Sciences, Department of Dietetics
and Nutrition, Semmelweis University, Vas u. 17,
1088 Budapest, Hungary
2
Faculty of Food Science, Department of Physics and Control,
Szent István University, Budapest, Hungary
3
Faculty of Health Sciences, Department of Dietetics
and Nutrition, Semmelweis University, Budapest, Hungary
4
Faculty of Food Science, Department of Postharvest
and Sensory Evaluation, Szent István University, Budapest,
Hungary
5
Faculty of Food Science, Department of Refrigeration
and Livestock Products’ Technology, Szent István University,
Budapest, Hungary
6
Faculty of Food Science, Department of Applied Chemistry,
Szent István University, Budapest, Hungary European Food Research and Technology (2020) 246:2187–2204
https://doi.org/10.1007/s00217-020-03564-2 European Food Research and Technology (2020) 246:2187–2204
https://doi.org/10.1007/s00217-020-03564-2 ORIGINAL PAPER ORIGINAL PAPER Csilla Benedek1 · Zsanett Bodor2 · Vanda Tímea Merrill3 · Zoltán Kókai4 · Attila Gere4 · Zoltan Kovacs2 ·
István Dalmadi5 · László Abrankó6 Csilla Benedek1 · Zsanett Bodor2 · Vanda Tímea Merrill3 · Zoltán Kókai4 · Attila Gere4 · Zoltan
István Dalmadi5 · László Abrankó6 Received: 28 February 2020 / Revised: 2 July 2020 / Accepted: 4 July 2020 / Published online: 19 July 2020
© The Author(s) 2020 Introduction Sugar substitutes, especially natural sweeteners are getting
more popular, in accordance with the trends of modern nutri-
tion. Products with reduced energy or sugar content, as well
as sugar-free products made with sugar alcohols are very
successful on the market, which can be partly explained by
the increasing consumer aversion towards artificial additives,
including intensive sweeteners. They are also used on a large
scale by the food industry due to their favourable sensory
attributes and good technological properties as thickeners
or humectants; they are resistant to heat and pH changes
and are not involved in Maillard reaction. Although sugar
alcohols are not a health concern for healthy individuals,
showing some potential health benefits [1], undesired effects
as bloating and diarrhoea may appear at some people at the
consumption of high doses, especially those suffering of 1
Faculty of Health Sciences, Department of Dietetics
and Nutrition, Semmelweis University, Vas u. 17,
1088 Budapest, Hungary 2
Faculty of Food Science, Department of Physics and Control,
Szent István University, Budapest, Hungary 3
Faculty of Health Sciences, Department of Dietetics
and Nutrition, Semmelweis University, Budapest, Hungary 4
Faculty of Food Science, Department of Postharvest
and Sensory Evaluation, Szent István University, Budapest,
Hungary 5
Faculty of Food Science, Department of Refrigeration
and Livestock Products’ Technology, Szent István University,
Budapest, Hungary 6
Faculty of Food Science, Department of Applied Chemistry,
Szent István University, Budapest, Hungary (0123
1 3456789)
3 European Food Research and Technology (2020) 246:2187–2204 2188 bowel problems. Nevertheless, xylitol and erythritol are
reported to be more tolerable than sorbitol or mannitol. Safety of polyols is currently being re-evaluated by the Euro-
pean Food Safety Authority, this re-evaluation is planned
to be completed by the end of 2020 [2]. As a sweetener
alternative, fructose is still markedly present on the mar-
ket of diabetic products as a low-cost sweetener with a low
glycaemic index (GI). Its insulin-independent metabolism
takes place directly in the liver, acting as a major mediator
in the development of non-alcoholic fatty liver disease [3]. Due to the above-mentioned health-related limitations, the
use of sugar alcohols, and especially fructose, requires due
foresight. of pigments (anthocyanins in case of berries), interactions
with other components of the matrix (including co-pigmen-
tation), oxidative reactions; i.e., mainly Maillard process
and caramelising, and oxidation of tannins [9]. Therefore,
processing operations should be optimized not only for food
safety but also for the nutritional aspects. Introduction Properly designed
and monitored processing and storage of processed foods
are decisive in increasing shelf-life without altering their
nutritional value, colour attributes, and functionality [10]. It is also known that phenolic compounds contribute to
the sensory attributes of fruits as well, thus their alteration
during processing and storage will have an impact on many
of the sensory characteristics of fruit preserves, including
flavour, aroma and colour [7]. Nevertheless, only limited
information is available on the effect of sugar alcohols on
the preservation of these bioactive substances present in
fruits and the physicochemical changes occurring during
heat treatment and subsequent storage of the preserved
products [12]. Berries and products containing berries, either in their
fresh or preserved form, are popular amongst health-con-
scious consumers due to their high levels of bioactive com-
pounds, especially polyphenols. Polyphenol-rich diet has
been associated with a range of health benefits, including
anti-inflammatory effects, improvement of the endothelial
and vascular function, improvement of fasting serum glu-
cose, as well as beneficial effects on the gut microbiome and
modulation of energy metabolism. Thus, polyphenols are
effective in optimizing cardiometabolic health and reduce
risk factors of type II diabetes and the metabolic syndrome
and may protect against cognitive decline and dementia
[4–7]. In the present research, the impact of some sugars
(sucrose, as reference and fructose) and sugar alcohols
(xylitol and erythritol) was studied on several characteris-
tics of blackberry jams during storage, i.e., phytochemical
(total polyphenol and anthocyanin) content, in vitro anti-
oxidant capacity, colour and sensory properties. Objec-
tives also included a comparison of sensory properties
obtained by instrumental (electronic nose and tongue) and
sensory profile analysis. There has been an increased concern over the past dec-
ades regarding the protection of nutritional values and qual-
ity optimization of processed foods, including the stabiliza-
tion of polyphenols. At the same time, market trends clearly
point towards preferences for low-calorie, sugar-free fruit
preserves. Due to the favourable sensory and physiological
properties of sugar alcohols, their combination with fruits is
clearly present in the food industry. On the other hand, it is
well known that the food matrix can also have a beneficial
effect on berry anthocyanin stability [8]. However, the final
colour of a food product containing anthocyanin-rich fruits
is only partly determined by the initial anthocyanin content
of the ingredient. Introduction Anthocyanin transformation and degrada-
tion occurring during food processing operations and storage
are complex processes that can significantly influence the
actual colour of the product. Stability of anthocyanins is
influenced by their skeleton, pH, light, temperature and the
presence of complexing agents (proteins, metals) [9]. Thus,
observed colour changes in processed foods are a composite
result of various transformations of phenolic compounds in
general, leading to yellowish or brownish pigments [10]. Darkening of the products is due to various oxidative reac-
tions taking place during thermal treatment, such as oxida-
tion of ascorbic acid or Maillard reaction, promoting dark
pigments [11]. Thus, the overall colour alteration in ther-
mally processed and stored products is probably due to a
number of factors, such as degradation and polymerization Sensory profile analysis Sensory analyses were performed from freshly opened jars,
at the date of preparation and at months 1, 3, 6, and 9, dis-
tributing the samples from the same jar among panel mem-
bers after homogenization. Samples were put in transparent
glass bowls with 3-digit random sample codes. A simpli-
fied profile analysis was applied during the sessions, i.e. the
sensory descriptors (required by ISO 11,035) were previ-
ously established (Fig. 1) and the 12 panellists were given
a complete list of the attributes [20]. Panellists were trained
according to ISO 8586:2012 in the Sensory Laboratory of
Szent István University [21]. The sensory tests were carried
out meeting all the criteria of the relevant ISO standards [22,
23]. Sample characteristics were compared to internal refer-
ence values determined previously for the reference sample
(sample containing sucrose). Neutral mineral water and neu-
tral bakery products were used as taste neutralizers between
evaluations. Values of sensory attributes were evaluated on
a 0–100 unstructured line scale. At the end of the scoresheet,
an open-ended textbox was provided to describe any addi-
tional perceptions, attributes. Panellists worked in individual
booths, with standard lighting, while data was captured with
ProfiSens software [24]. Materials Fresh blackberry, sweeteners and pectin, as well as jars
and caps were purchased from local supermarkets. All
solvents and reagents were supplied by Sigma-Aldrich,
except for potassium persulfate (Acros Organics), hydro-
chloric acid (Carlo Erba) and distilled water. Crystalline
polyphenols standards of caffeic acid, catechin, chloro-
genic acid (5-caffeoyl-quinic acid, 5-CQA), epicatechin,
ferulic acid, neochlorogenic acid (3-caffeoyl-quinic acid,
3-CQA), p-coumaric acid, quercetin-3-O-rutinoside (rutin)
were purchased from Sigma-Aldrich/Merck (St. Louis, MI,
USA), whereas cyanidin-glucoside (kuromanin), cyanidin-
rutinoside (keracyanin), quercetin and quercetin-3-O-glu-
coside from Extrasynthese (Genay, France). High purity
water (Type1) was supplied by a Meck/Millipore Elix-
Synergy water purification station. LC–MS grade formic
acid and UHPLC-MS grade acetonitrile were purchased
from VWR (Radnor, USA). 3 3 2189 European Food Research and Technology (2020) 246:2187–2204 points of each sample, obtaining thus five replicates. ΔE
values were calculated according to the formula [19]: points of each sample, obtaining thus five replicates. ΔE
values were calculated according to the formula [19]: Total soluble solids, total polyphenol, monomeric
anthocyanin content and antioxidant properties
of jams The percentage of soluble solids in terms of Brix was deter-
mined according to the Annex of EU Regulation 974/2014/
EU, using a Kern Optics ORD 2UM digital refractometer
[14]. Total polyphenol content (TPC, results expressed as gallic
acid equivalents, GAE) [15] and total monomeric antho-
cyanin content (pH differential method, results expressed as
cyanidin-3-glucoside equivalents, using the molar absorptiv-
ity value (ε) of 26,900 l/(mol*cm) [16] and ABTS + radical
ion scavenging antioxidant capacity [17] (results expressed
as trolox equivalents, TE) were determined spectrophoto-
metrically on a Thermo Helios-α spectrophotometer, using
proper dilutions (usually tenfold) of the sample extracts. Analyses were performed in five replicates per sample, using
a sample extract prepared by adapting the method reported
by Garcia-Viguera et al. (1997) [18]. Briefly, 2.00 g of jam
was extracted for 30 min in an ultrasound bath using 10 ml
of methanol:water:acetic acid 75:24.9:0.1. After centrifuga-
tion (5 min, 4000 rpm), the supernatant was separated, and
the extraction was repeated. The two supernatants were col-
lected, adjusting the final volume to 20 ml with water. The
average of the ten results (two extractions and five replicates
and for each extract) was reported for each jam type (except
for anthocyanin content, where three replicates were meas-
ured per extract). Electronic tongue (ET) analysis Jam samples were analysed with the Alpha ASTREE poten-
tiometric electronic tongue (ALPHA M.O.S., Toulouse,
France). The sensor set composed of seven ISFET (ion-
sensitive field-effect transistor) sensors (ZZ, CA, BB, GA,
HA, JB, JE) that were designed to analyse and recognise
the compounds in liquefied food [25]. The electronic tongue
also contains a reference electrode (Ag/AgCl), and during
the measurement the potential differences between the refer-
ence and each working electrodes are detected. Results are
derived from the average of the last 10 s of the individual
sensors. Jam samples were measured in nine replicates. Jam preparation and storage Sweeteners, according to their sweetening power, were
added to 1500 g of fresh fruit [13], i.e., 500 g sucrose
(100%), 475 g fructose (105%), 500 g xylitol (100%) and
715 g erythritol (70%). 9 g pectin was also added to each
preparation for consistency, then the mixtures were heated
and boiled for 5 min. The jams resulted were distributed into
previously sterilized jars, turned upside down for 10 min and
then sterilized in a thermostat at 90 °C for 30 min and left
there overnight. The jams were stored at room temperature
in semi-dark conditions, modelling household conditions for
9 months, opening one bottle at the 0th, 1st, 3rd, 6th and 9th
months for instrumental and sensory analyses. ΔE =
√
(ΔL∗)2 + (Δa∗)2 + (Δb∗)2 ΔE =
√
(ΔL∗)2 + (Δa∗)2 + (Δb∗)2 Colour determination Colorimetric measurements were determined in the CIE
L*a*b* tristimuli coordinate system with a Konica Minolta
CR410 colorimeter. The instrument was standardized against
a reference white plate (CR-A44) before sample measure-
ments. Jam samples were spread out at 1 cm depth on a Petri
plate, and the L*, a*, b* values were measured in at several Headspace analysis of samples was performed by an
NST3320 type electronic nose (Applied Sensor, A.G.,
Sweden) with a built-in headspace autosampler unit for 12
samples. The sample chamber contains 23 different sen-
sors, software for collecting and processing the data of the
specimen. The NST 3320 is provided with 10 MOS-FET 1 3 3 European Food Research and Technology (2020) 246:2187–2204 2190 European Food Research and Technology (2020) 246:2187–2204
uctor field-effect transistor) sensors,
emiconductor) sensors, and a sensor
measurements. Ambient air was used
e sensors, which was filtered through
d a combined moisture/hydrocarbon
started with sample equilibration at 30 °C for 15 min. Then
reference air was pumped over the sensor surfaces for 10 s
(baseline) followed by the infusion headspace for 20 s (sam-
pling time) while the sensor signals were recorded. After
sample analysis the recovery phase of the sensors was set
e
n-
he
riod
0
20
40
60
80
100
hue
general odour
intensity
blackberry odour
sweet odour
sckiness
general taste intensity
blackberry flavour
sweet taste
sour taste
sucrose
erythritol
fructose
xylitol
0
20
40
60
80
100
hue
general odour
intensity
blackberry odour
sweet odour
sckiness
general taste intensity
blackberry flavour
sweet taste
sour taste
sucrose
erythritol
fructose
xylitol
a
b Fig. 1 Sensory profile of the
blackberry jams at the begin-
ning (month 0) (a) and at the
end (month 9) (b) of the period
investigated 0
20
40
60
80
100
hue
general odour
intensity
blackberry odour
sweet odour
sckiness
general taste intensity
blackberry flavour
sweet taste
sour taste
sucrose
erythritol
fructose
xylitol
a general odour
intensity general taste intensity sckiness a 0
20
40
60
80
100
hue
general odour
intensity
blackberry odour
sweet odour
sckiness
general taste intensity
blackberry flavour
sweet taste
sour taste
sucrose
erythritol
fructose
xylitol
b general odour
intensity b (metal oxide semiconductor field-effect transistor) sensors,
12 MOS (metal oxide semiconductor) sensors, and a sensor
for relative humidity measurements. Ambient air was used
as a reference gas for the sensors, which was filtered through
a silica gel column and a combined moisture/hydrocarbon
filter. Fig. 1 Sensory profile of the
blackberry jams at the begin-
ning (month 0) (a) and at the
end (month 9) (b) of the period
investigated Identification of phenolic compounds by LC–MS Ultra-high performance liquid chromatography and electro-
spray ionisation triple quadrupole tandem mass spectrom-
etry (UHPLC-ESI–MS/MS) was used to monitor the fol-
lowing 12 polyphenols: caffeic acid, catechin, chlorogenic
acid (5-caffeoyl-quinic acid, 5-CQA), cyanidin-glucoside
(kuromanin), cyanidin-rutinoside (keracyanin), epicat-
echin, ferulic acid, neochlorogenic acid (3-caffeoyl-quinic
acid, 3-CQA), p-coumaric acid, quercetin, quercetin-3-O-
glucoside, quercetin-3-O-rutinoside (rutin). Quinic acid in
3-CQA and 5-CQA was considered as 1L-(–)-quinic acid
3R, 5R-(1α, 3α, 4α, 5β) [26] and its caffeoyl derivatives were
assigned using the IUPAC 1976 numbering of cyclitols [27]. Compounds were separated on a Phenomenex Kinetex
EVO C18 100 × 2.1 mm, 100A, 2.6 μm C18 column (plus
similar pre-column) with gradient elution using high purity
water containing 0.1% formic acid (mobile phase A) and
UHPLC-MS grade acetonitrile (mobile phase B). Flow rate
was 0.5 mL/min and the injection volume was 10 µL. Gradi-
ent profile was as follows: 0 min 5% B; 4 min 60% B; 4.1 min
100% B; 5.1 min 100% B and 1 min post time. Column was
kept at 30 °C. Analysis was carried out in 6.1 min on an Agi-
lent Infinity II UHPLC coupled to an Ultivo ESI QQQ MS/
MS system. Mass spectrometric detection was performed
in positive ion mode for kuromanin and keracyanin and in
negative ion mode for the remaining ten compounds, apply-
ing the dynamic multiple reaction (dMRM) scanning mode. Method was previously optimised with reference standards
for each analyte. Matrix-matched calibration was used for
quantification and sample extract (0.5 g–20 mL) was fivefold
diluted in mobile phase ‘A’ and filtered through a 0.22 µm
PTFE syringe filter before injection. Ultra-high performance liquid chromatography and electro-
spray ionisation triple quadrupole tandem mass spectrom-
etry (UHPLC-ESI–MS/MS) was used to monitor the fol-
lowing 12 polyphenols: caffeic acid, catechin, chlorogenic
acid (5-caffeoyl-quinic acid, 5-CQA), cyanidin-glucoside
(kuromanin), cyanidin-rutinoside (keracyanin), epicat-
echin, ferulic acid, neochlorogenic acid (3-caffeoyl-quinic
acid, 3-CQA), p-coumaric acid, quercetin, quercetin-3-O-
glucoside, quercetin-3-O-rutinoside (rutin). Quinic acid in
3-CQA and 5-CQA was considered as 1L-(–)-quinic acid
3R, 5R-(1α, 3α, 4α, 5β) [26] and its caffeoyl derivatives were
assigned using the IUPAC 1976 numbering of cyclitols [27]. i
In the case of the electronic tongue and nose results, outli-
ers were identified based on the exploratory data evaluation
(principal component analysis, PCA) and omitted before
further data evaluation. Colour determination The gas flow rate of the dynamic sampling was set
to 50 ml/min. The electronic nose measurement sequence started with sample equilibration at 30 °C for 15 min. Then
reference air was pumped over the sensor surfaces for 10 s
(baseline) followed by the infusion headspace for 20 s (sam-
pling time) while the sensor signals were recorded. After
sample analysis, the recovery phase of the sensors was set
to 260 s including the flush time of the gas lines (60 s) with
filtered air prior to the next sample injection to allow the 1 3 European Food Research and Technology (2020) 246:2187–2204 2191 of freedom available for the calculations was too low. The
test also did not provide sufficient results for the monomeric
anthocyanins and individual phenolic compounds due to the
lower number of observations and thus the eligible degrees
of freedom. However, the assumptions of the test were ana-
lysed, i.e. elimination of outliers, normality and Mauchly’s
sphericity test. In the case of significant Mauchly’s test
of sphericity, the results were corrected using the Green-
house–Geisser test (when p < 0.75). The pairwise compari-
sons were done using the Bonferroni adjustment at p < 0.05
significance level [28]. re-establishment of the instrument baseline. The total cycle
time per sample was 300 s. Each sample was measured 3
times and the results of nine measurements from three rep-
licate samples were used for the statistical analysis. Identification of phenolic compounds by LC–MS As raw data pre-treatment, drift
correction was applied in the case of ET to decrease the
impact of the sensor drift during the different days [29]. Lin-
ear discriminant analysis (LDA) was applied to build models
for the classification of groups according to the sweeten-
ing agents based on the results of ET and EN validated by
three-fold cross-validation. Microsoft Excel 365 was used
for the descriptive statistics, while R-project 3.5.2 software
was used for processing the data of the EN and ET. Pro-
file analysis results were evaluated using ProfiSens v. 2012
software [24]. The two-way repeated-measures ANOVA test
was performed in IBM SPSS statistics software (Amonk,
New York, USA). Sensory analysis data was evaluated using
multiple factor analysis (MFA) to conduct a joint analysis of
the five sensory sessions. MFA conducts individual PCAs
on each of the data matrix and then merges them; hence
enabling the researcher to analyse and visualize multiple
data matrices as a whole. MFA was run using the XL-Stat
software (Addinsoft, Long Island, NY, USA) [30]. Statistical evaluation Refractometry did not show a clear increment of the Brix
values (Table 1), therefore, we could assume that there were
no substantial losses due to evaporation, thus variations of
the measured physicochemical and sensory parameters
reflect the changes that occurred as a result of the chemical
processes related to storage. At the first step, results were analysed using descriptive sta-
tistics; average and standard deviation were calculated after
outlier detection. Sensory data were screened for outliers
using the z-score method. Outlier data was substituted with
the group averages. Significant difference within different
factors such as the storage time and sweetening agent were
performed using two-way repeated-measures ANOVA. Due
to the number of the observations this test was performed
only in the case of the L*a*b*, ΔE, total polyphenol content,
ABTS antioxidant capacity and the results of the sensory
profile analysis. It was not possible to evaluate the inter-
action between the two factors as the number of degrees Global variation in total polyphenol content was fol-
lowed by Folin–Ciocalteu assay during the whole storage
period (Table 1). Statistical evaluation After an initial drop in the first 3 months
(from 6.55 to 5.73 mg GAE/g for sucrose-, from 7.91 to
6.85 mg GAE/g for fructose-, from 7.50 to 5.80 mg GAE/g
for xylitol- and from 6.85 to 6.13 mg GAE/g for erythri-
tol-containing jams), an increase was observed for all the 1 3 European Food Research and Technology (2020) 246:2187–2204 2192 Table 1 Total polyphenol content, ABTS antioxidant capacity, total monomeric anthocyanin content and L*, a*, b* and ΔE colour values of
jams
Mean ± standard deviation
Sweet-
ener/
month
Total soluble
solids (Brix,
%)
Total polyphe-
nol content (mg
GAE/g jam)
ABTS antioxidant
capacity (μmol TE
/ g jam)
Total monomeric
anthocyanins (mg
cyanidin-3-gluco-
side equivalents
/100 g jam)
L*
a*
b*
ΔE
Sucrose
0
36.25 ± 0.17
6.55 ± 0.35
82.59 ± 3.44
74.03 ± 3.56
29.21 ± 0.14
4.02 ± 0.05
− 0.46 ± 0.02
–
1
36.60 ± 0.12
6.09 ± 0.22
82.17 ± 2.88
59.14 ± 5.19
29.71 ± 0.34
3.78 ± 0.13
− 0.55 ± 0.06
0.64 ± 0.29
3
36.62 ± 0.13
5.73 ± 0.32
79.28 ± 5.64
35.54 ± 1.26
29.83 ± 0.49
3.65 ± 0.12
− 0.40 ± 0.05
0.77 ± 0.38
6
37.28 ± 0.36
6.82 ± 0.13
69.89 ± 4.24
23.18 ± 1.98
29.41 ± 0.35
3.50 ± 0.08
− 0.51 ± 0.02
0.60 ± 0.11
9
37.52 ± 0.50
6.72 ± 0.13
77.53 ± 5.70
16.17 ± 2.85
29.27 ± 0.40
3.48 ± 0.05
− 0.52 ± 0.02
0.63 ± 0.17
Fructose
0
36.10 ± 0.10
7.91 ± 0.37
84.78 ± 6.01
57.76 ± 3.89
29.17 ± 0.14
4.40 ± 0.05
− 0.36 ± 0.02
–
1
35.18 ± 0.19
7.25 ± 0.17
79.64 ± 4.25
35.07 ± 3.51
29.34 ± 0.31
4.18 ± 0.07
− 0.38 ± 0.03
0.44 ± 0.23
3
33.98 ± 0.28
6.85 ± 0.22
77.59 ± 2.95
19.23 ± 1.34
29.83 ± 0.38
4.04 ± 0.15
− 0.31 ± 0.05
1.28 ± 0.37
6
33.92 ± 0.13
7.60 ± 0.12
70.45 ± 1.32
15.03 ± 1.45
28.90 ± 0.30
3.89 ± 0.16
− 038 ± 0.05
0.62 ± 0.19
9
34.84 ± 0.23
8.15 ± 0.24
66.81 ± 3.09
10.13 ± 0.29
29.62 ± 0.49
3.88 ± 0.11
− 0.32 ± 0.08
0.54 ± 0.14
Xylitol
0
34.06 ± 0.36
7.50 ± 0.26
87.09 ± 4.61
77.62 ± 1.25
29.14 ± 0.12
4.93 ± 0.12
− 0.15 ± 0.01
–
1
34.06 ± 0.11
6.78 ± 0.18
84.90 ± 2.57
50.07 ± 0.88
29.55 ± 0.34
4.62 ± 0.12
− 0.28 ± 0.04
0.73 ± 0.27
3
36.28 ± 0.33
5.80 ± 0.26
71.98 ± 4.06
32.42 ± 0.82
29.37 ± 0.22
4.43 ± 0.07
− 0.37 ± 0.01
0.65 ± 0.28
6
35.43 ± 0.25
7.04 ± 0.05
70.15 ± 1.53
22.15 ± 2.19
29.80 ± 0.40
4.04 ± 0.02
− 0.43 ± 0.01
1.18 ± 0.35
9
36.30 ± 0.10
7.21 ± 0.19
70.70 ± 2.20
16.11 ± 1.01
29.12 ± 0.07
3.96 ± 0.03
− 0.40 ± 0.01
0.99 ± 0.39
Erythritol
0
40.60 ± 0.14
6.85 ± 0.26
79.10 ± 6.24
65.74 ± 3.23
29.16 ± 0.20
5.94 ± 0.14
− 0.37 ± 0.01
–
1
40.26 ± 0.42
6.75 ± 0.36
75.51 ± 9.02
52.85 ± 2.76
29.63 ± 0.57
5.75 ± 0.04
− 0.42 ± 0.03
0.44 ± 0.32
3
40.55 ± 0.13
6.13 ± 0.13
77.82 ± 7.43
31.17 ± 1.84
29.50 ± 0.26
5.72 ± 0.03
− 0.38 ± 0.08
0.52 ± 0.32
6
40.78 ± 0.15
7.08 ± 0.10
76.98 ± 8.73
19.29 ± 1.17
29.53 ± 0.19
5.16 ± 0.04
− 0.44 ± 0.03
0.94 ± 0.28
9
40.46 ± 0.17
6.64 ± 0.36
79.24 ± 5.37
14.25 ± 0.84
28.96 ± 0.17
5.05 ± 0.03
− 0.36 ± 0.01
0.95 ± 0.08 Mean ± standard deviation sweeteners used, followed by a gradual decrease. Statistical evaluation Thus, in
the 9th month the total polyphenol content measured by
Folin assay ended up in values that were even higher than
the initial ones (6.72 mg GAE/g for sucrose- and 8.15 mg
GAE/g for fructose-based jams) or close to the initial val-
ues (7.21 mg GAE/g for xylitol- and 6.64 mg GAE/g for
erythritol-sweetened jams). Results of the repeated measures
ANOVA test showed that the sweetening agent (p < 0.001)
and time (< 0.001) had a significant effect on the total poly-
phenol content of the jams. Significantly lower values were
obtained for jams containing sucrose compared to jams
containing fructose and xylitol. Fructose-based samples
showed also significantly higher values compared to eryth-
ritol- and xylitol-based jams. Analysis of the effect of stor-
age time showed that significantly lower polyphenol con-
tent was obtained for samples in the 3rd month compared
to all the other sampling points, while 1-month old jams
showed also significantly lower phenolic content than 6-
and 9-month-old samples. However, these changes did not reflect only the evolution of the original polyphenol con-
tent of the jams, where a decay was registered for almost
all the compounds (especially the anthocyanins) monitored
by LC–MS. The chemistry behind the differences observed
by the two methods involves parallel processes: in addition
to the degradation of the original phenolic compounds, the
total polyphenol content measured by the Folin method cov-
ers other transformations as well, especially those result-
ing from the Maillard reaction, where new antioxidants are
formed. Therefore, Folin assay will not reflect properly the
overall changes of the endogenous phenolic compounds in
jams with different sweeteners. f
For most of the jams, polyphenol changes were not
reflected in the decay of antioxidant capacity; Pearson corre-
lation coefficients revealed weak correlations, which are gen-
erally not significant: sucrose: r = − 0.013, p = 0.953, fruc-
tose: r = -0.405, p = 0.049 (significant at 0.05 level, 2-tailed),
xylitol: r = 0.312, p = 0.129, erythritol: r = − 0.198, p = 0365. ABTS values showed a generally a non-linear decreasing 1 3 3 3 European Food Research and Technology (2020) 246:2187–2204 2193 antioxidant activity of our blackberry preparations. It is also
known that fructose, as a monosaccharide, has a faster rate
of Maillard reaction than sucrose, which contributes to this
reaction only after its hydrolysis. Statistical evaluation This can account for the
differences in antioxidant properties of sucrose- and fruc-
tose-containing jams during storage, especially the rise of
antioxidant capacity from month 6 to month 9 [34]. Finally,
transformations of anthocyanins and other components dur-
ing storage lead to polymerization and formation of new
molecules that can react with Folin–Ciocalteu reagent, thus
increasing the apparent polyphenol content. Hence, our
results confirmed that the Folin–Ciocalteu method is not
appropriate for observing polyphenol changes during stor-
age and it should be definitely completed by quantitative
monitoring of the native individual phenolics to follow their
evolution. trend with some exceptions (Table 1). An increase of 112%
was detected for sucrose from month 6 to month 9, which
was not observed for the rest of the sweeteners. Results of
the repeated measures ANOVA test of ABTS antioxidant
capacity showed that it was not affected significantly by the
sweetening agent (p = 0.158), while storage time had a sig-
nificant effect on the results (p < 0.001). Samples stored for
6 and 9 months showed significantly lower ABTS values
compared to the freshly prepared jam samples and samples
stored for 1 month, while jams stored for 3 months showed
significantly higher antioxidant capacities compared to the
6-month-old samples, and significantly lower compared to
1-month old samples. A number of papers report decay of polyphenols (spe-
cifically anthocyanins) during thermal processing of fruits
and vegetables [10, 31], while others found an inconsist-
ent trend in the variation of these substances. Although a
decrease in the antioxidant potential is typical for short heat
treatments, a retrieval of these properties has been reported
during prolonged heat treatment and/or storage. In our case,
the observed oscillation in total polyphenol content and
ABTS antioxidant activity during 9 months of storage were
in line with the results obtained by many others for various
products, including fruit liqueurs and diet jams [10, 32]. Many studies found that phenolic antioxidants do not fol-
low a specific reaction order. Even an increase of phenolic
compounds was observed in the case of several processed
fruit products, while native phenolics were degraded. The
apparently unpredictable fluctuation of these values was
explained by multiple mechanisms, including caramelising,
Strecker degradation and Maillard reaction, degradation of
phenolics with higher molecular mass to smaller phenolic
molecules with potential antioxidant activity and various
transformations of anthocyanins. Statistical evaluation Sugar-derived products
formed in the advanced stages of the Maillard reaction,
specifically furfural and hydroxylmethylfurfural, which
were not detected in sugar-free jams, are known to accel-
erate anthocyanin degradation, leading to the formation of
anthocyanin-procyanidin polymers and inducing a decay in
global antioxidant capacity [33] Finally, in the last stage
of the Maillard reaction brown-coloured melanoidins with
high molecular weights are formed that possess antioxidant
activity. On the other hand, some of the reaction products
formed in the early stages of the Maillard reaction can act
as pro-oxidants, thus the whole Maillard process contributes
to initial decay and later an increase in antioxidant activ-
ity [10], which was in line with our observations. Antioxi-
dant compounds depletion in thermally treated fruits is also
attributed to consumption of ascorbic acid and polyphenols
as reactants in the Maillard reaction [10], ascorbic acid being
also consumed in the caramelization reaction between reduc-
ing sugars and ascorbic acid, which can partly explain the
observed incoherence between changes in polyphenol and Additionally, the inconsistent trend in antioxidant activ-
ity change can be attributed to various reasons, including
the hydrolysis of the flavonoid glycosides, delivering an
additional -OH moiety that can react with the ABTS cation
radical [32]. Moreover, the interaction of the phenolic com-
pounds or their oxidized form with the sugar molecules and
the consequent formation of the reduced form of phenolic
compounds that can interact with ABTS radicals [35] or—
to a lesser extent—the presence of non-polyphenol antioxi-
dants can also contribute to the observed lack of correlation
between polyphenol content and ABTS radical scavenging
activity obtained in our study. Other authors attribute the
phenomenon to other factors, such as increased antioxidant
power of polyphenols at an intermediate state of oxidation,
increase in reducing sugar and formation of Maillard prod-
ucts, known to show a high antioxidant activity, which is
often exerted in mechanisms similar to that of the ABTS
assay [36]. As regards the impact of the sweeteners used,
no significant differences were reported in the antioxidant
activity (including ABTS radical scavenging activity) of
aronia jams prepared with sucrose, xylitol and erythritol,
whereas—in accordance with our findings—significant
differences in total polyphenol content were found, never-
theless, these authors obtained the highest TPC values for
xylitol [37]. Total monomeric anthocyanin content Anthocyanin degradation, one of the main processes affect-
ing total phenolics content is reported by many authors in
berry products and is partly attributed to indirect oxida-
tion by the phenolic quinones generated by the endogenous
polyphenol oxidase and peroxidase enzymes [10]. Losses
of monomeric anthocyanins in berry preserves take place
via both anthocyanin degradation and polymerization, even
before heat treatment (by enzymatic polymerization) and
during storage. Nevertheless, these polymeric compounds 1 3 European Food Research and Technology (2020) 246:2187–2204 2194 their evolution during the investigation period are shown
in (Table 2). are supposed to contribute to the overall antioxidant capac-
ity, and compensate degradation losses, even though their
in vivo activity may be completely different. They are also
reported to be resistant to colour changes, regardless of pH
[7, 10]. Most of the polyphenols reported in fresh blackber-
ries (Rubus fruticosus L.) were found in the jams prepared
with either sugars or sugar alcohols The main polyphenols
detected were flavonoids: anthocyanins (cyanidin-3-O-
glucoside/kuromanin and cyanidin-rutinoside/keracyanin),
flavan-3-ols (epicatechin, catechin), flavonols (quercetin,
quercetin-glucoside and quercetin-3-O-rutinoside/rutin). This is in line with the values reported for blackberries,
widely known for their high phenolic content. The most
important polyphenols in whole fruit are anthocyanins,
from which cyanidin-3-glucoside was the dominant one
in blackberry jams (between 0.19 and 21.44 mg/100 g),
whereas cyanidin-rutinoside was detected only in trace
amounts [18]. The main phenolic acids and their deriva-
tives detected in our blackberry jams were chlorogenic
acid (5-CQA), neochlorogenic acid (3-CQA), p-coumaric
acid and ferulic acid. These findings are in accordance with
Belitz et al., mentioning hydroxycinnamic and hydroxyben-
zoic acid derivatives as main non-flavonoids in blackberries:
caffeoylquinic acids (chlorogenic and neochlorogenic acid)
(45–53 mg/kg), 4-hydroxybenzoic acid (p-coumaric acid)
(10–16 mg/kg), protocatechuic acid (68–189 mg/kg) and
gallic acid (8–67 mg/kg) [13]. Their decomposition during
storage reflected the main trends observed in the changes of
monomeric anthocyanins, fructose being the sweetener that
resulted in the quickest degradation during the whole period. Xylitol generally showed slightly better protection potential
than erythritol, and both were superior to sucrose in many
cases. Thus, sugar alcohols, especially xylitol, seemed to be
the most suitable choice in terms of conservation of fruit-
based polyphenols in the jams prepared. This was in accord-
ance with the colour changes of these preparations observed
on the red-green scale. Deterioration of anthocyanins was registered during
the whole storage period for all the sweeteners. Total monomeric anthocyanin content Anthocya-
nin content of freshly prepared sucrose (74.03 ± 3.56 mg
cyanidin-3-glucoside equivalents/100 g) and xylitol
(77.62 ± 1.25 mg cyanidin-3-glucoside equivalents/100 g)
jams was higher than for jams with fructose (57.76 ± 3.89 mg
cyanidin-3-glucoside equivalents/100 g) and erythritol
(65.74 ± 3.23 mg cyanidin-3-glucoside equivalents/100 g),
but these differences were partly compensated during stor-
age; however, by the end of the 9th month the fructose-con-
taining jam showed a lower monomeric anthocyanin content
than the other samples.i Degradation of anthocyanins followed first-order kinetics,
as described in previous reports on processed blackberry
products [8, 10]. The reaction rate constants [k = -ln(A/
A0*t)] and the half-life values [t1/2 = ln (2)/k] of the degra-
dation showed that the reaction was the slowest in the case
of xylitol (k = 0.0046 day−1, t1/2 = 150.68 days), followed by
sucrose (k = 0.0051 day−1, t1/2 = 135.91 days) and erythritol
(k = 0.0053 day−1, t1/2 = 130.78 days), while decomposi-
tion was the fastest in the fructose-containing preparation
(k = 0.0055 day−1, t1/2 = 126.03 days). In line with our obser-
vations, in strawberry jams fructose is reported to have a
more pronounced degradation effect on anthocyanins com-
pared to glucose, sucrose and maltose [38]. This can be
attributed to the enhanced rate of the Maillard reaction in the
presence of fructose and thus to the formation of furfural and
hydroxylmethylfurfural, shown to have a destructive effect
on anthocyanins, as mentioned earlier. Compared to fructose, erythritol and xylitol performed
better, but only xylitol was superior to sucrose in terms of
a lower degradation rate of anthocyanins. In a study, sour
cherry purees prepared with sugar alcohols, erythritol and
xylitol also showed protective effects on anthocyanins after
6-months storage and both were superior to sucrose when
preparations were stored cooled, but not when storage took
place at a higher temperature [39]. In another paper, pre-pro-
cess sucrose addition resulted in colour improvement. This
was attributed to a stabilizing effect of sugar on monomeric
anthocyanins by decreasing the rate of anthocyanin degrada-
tion. This stabilizing effect is thought to be a consequence
of a drop in water activity [32]. Total monomeric anthocyanin content A gradual decomposition of the main anthocyanin,
cyanidin-3-glucoside was observed for all the sweeteners:
its amount in the 9th month was approximately similar in
sucrose- (6.1 ± 0.5 mg/100 g), xylitol- (7.3 ± 0.1 mg/100 g)
and erythritol- (5.7 ± 1.3 mg/100 g) containing jams (around
25–30% of the original amounts: 31.3 ± 3.5, 26.6 ± 5.2 and
28.8 ± 0.5 mg/100 g for sucrose, xylitol and erythritol,
respectively), but it was drastically reduced in fructose-
based preparation (2.5 ± 0.3 mg/100 g, i.e., around 11% of
the original amount of 23.3 ± 3.1 mg/100 g). The reaction rate constants [k = − ln(A/A0*t)] and the
half-life values (t1/2 = ln (2)/k) derived from cyanidin-3-glu-
coside data were in accordance with the ones derived from
the total monomeric anthocyanin measurements regard-
ing fructose and xylitol; the two sweeteners resulting in
the quickest and the slowest degradation of anthocyanins,
respectively. Xylitol provided the slowest degradation
(k = 0.0041 day−1, t1/2 = 169.06 days) and the decomposition Polyphenol profile Changes in phenolic composition during storage were moni-
tored by LC–MS (Fig. 2). The individual compounds and 1 3 European Food Research and Technology (2020) 246:2187–2204 2195 2195
European Food Research and Technology (2020) 246:2187–2204
was the quickest in the fructose-containing preparation
(k = 0.0075 day−1, t1/2 = 92.42 days). However, in contrary
to total monomeric anthocyianin-based results, the order of
erythritol (k = 0.0056 day−1, t1/2 = 123.78 days) and sucrose
(k = 0.0057 day−1, t1/2 = 121.61 days) was swapped. Cyanidin-3-rutoside decomposed in a very similar man-
ner to cyanidin-3-glucoside, whereas quercetin glycosides l
catechin, and the former diminished most substantially in
the fructose-based preparation, where its final amount was
approximately half or even less (1.3 ± 0.0 mg/100 g) com-
pared to the other jams (2.6 ± 0.0 mg/100 g for sucrose,
3.7 ± 0.1 mg/100 g for xylitol, 2.3 ± 0.0 mg/100 g for eryth-
ritol). The observed increase in catechin content might
be attributed to its formation by gradual epimerization of
Fig. 2 UHPLC-ESI–MS/MS
chromatogram of the freshly-
prepared sucrose-containing
sample. Chromatograms are
showing the measured quantita-
tive MRM transitions, indicated
in each chromatogram next to
the compound name
0
100
3-CQA; 353-179
0
100
cy-3-glu; 449-287
0
100
cy-3-rut; 595-287
0
100
catechin; 289-245
0
100
5-CQA; 353-191
0
100
caffeic acid; 179-135
0
100
epicatechin; 289-245
0
100
p-coumaric acid; 163-119
0
100
ferulic acid; 193-134
0
100
run; 609-300
0
100
quercen-glu; 463-271
0
100
quercen; 301-151 catechin, and the former diminished most substantially in
the fructose-based preparation, where its final amount was
approximately half or even less (1.3 ± 0.0 mg/100 g) com-
pared to the other jams (2.6 ± 0.0 mg/100 g for sucrose,
3.7 ± 0.1 mg/100 g for xylitol, 2.3 ± 0.0 mg/100 g for eryth-
ritol). The observed increase in catechin content might
be attributed to its formation by gradual epimerization of
epicatechin. Slight increase of some compounds, like phe-
nolic acids (p-coumaric acid, caffeic acid) and a flavonoid catechin, and the former diminished most substantially in
the fructose-based preparation, where its final amount was
approximately half or even less (1.3 ± 0.0 mg/100 g) com-
pared to the other jams (2.6 ± 0.0 mg/100 g for sucrose,
3.7 ± 0.1 mg/100 g for xylitol, 2.3 ± 0.0 mg/100 g for eryth-
ritol). Polyphenol profile The observed increase in catechin content might
be attributed to its formation by gradual epimerization of
epicatechin. Slight increase of some compounds, like phe-
nolic acids (p-coumaric acid, caffeic acid) and a flavonoid was the quickest in the fructose-containing preparation
(k = 0.0075 day−1, t1/2 = 92.42 days). However, in contrary
to total monomeric anthocyianin-based results, the order of
erythritol (k = 0.0056 day−1, t1/2 = 123.78 days) and sucrose
(k = 0.0057 day−1, t1/2 = 121.61 days) was swapped. was the quickest in the fructose-containing preparation
(k = 0.0075 day−1, t1/2 = 92.42 days). However, in contrary
to total monomeric anthocyianin-based results, the order of
erythritol (k = 0.0056 day−1, t1/2 = 123.78 days) and sucrose
(k = 0.0057 day−1, t1/2 = 121.61 days) was swapped. Cyanidin-3-rutoside decomposed in a very similar man-
ner to cyanidin-3-glucoside, whereas quercetin glycosides
seemed to be less sensitive to storage. Polyphenol profile Regarding flavan-
3-ols, epicatechin was far more sensitive to storage than 1 European Food Research and Technology (2020) 246:2187–2204 2196 Table 2 Phenolic compound content during the storage of jams (mg/100 g jam)
Mean, standard deviation (in italics, under the corresponding mean values) S sucrose, F-fructose, X xylitol, E erythritol, the numbers following the letters denote the sampling months
Compound name
Transition
S0
S1
S3
S6
S9
F0
F1
F3
F6
F9
X0
X1
X3
X6
X9
E0
E1
E3
E6
E9
3-CQA
353.1—> 191.1
5.9
5.4
5.3
5.1
4.9
6.3
5.3
5.0
5.1
5.0
6.9
6.6
6.0
6.6
6.4
7.5
6.4
5.6
6.0
5.6
0.4
0.3
0.1
0.2
0.2
0.6
0.3
0.1
0.2
0.2
0.8
0.3
0.1
0.3
0.3
0.2
0.4
0.2
0.3
0.3
5-CQA
353.1—> 190.9
0.2
0.2
0.20
0.2
0.2
0.2
0.3
0.2
0.2
0.3
0.3
0.2
0.3
0.3
0.3
0.3
0.2
0.2
0.3
0.3
0.0
0.0
0.0
0.1
0.1
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
Caffeic acid
179.0—> 135.0
0.2
0.1
0.2
0.3
0.3
0.3
0.2
0.2
0.3
0.3
0.3
0.3
0.2
0.4
0.4
0.2
0.2
0.2
0.3
0.3
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
Catechin
289.1—> 244.9
0.6
0.5
0.6
0.9
0.9
0.5
0.6
0.6
0.6
0.6
0.9
0.7
0.8
1.3
1.3
0.5
0.7
0.8
1.1
1.1
0.1
0.0
0.1
0.1
0.0
0.0
0.0
0.1
0.0
0.0
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.0
0.0
Cyanidin-glucoside
449.1—> 137.1
31.3
24.0
16.9
9.9
6.1
23.3
15.8
8.5
4.7
2.5
26.6
20.3
14.9
11.0
7.3
28.8
22.9
14.4
9.6
5.7
3.5
1.1
0.7
0.1
0.5
3.1
1.2
0.7
0.6
0.3
5.2
3.8
0.5
0.4
0.1
0.5
2.1
0.6
0.3
1.3
Cyanidin-rutinoside
595.2—> 449.0
2.6
2.3
1.6
0.8
0.5
2.0
1.6
0.8
0.4
0.2
2.4
1.9
1.4
1.0
0.6
2.1
1.7
1.2
0.7
0.5
0.4
0.4
0.2
0.1
0.1
0.5
0.1
0.1
0.0
0.0
0.4
0.1
0.2
0.1
0.0
0.5
0.3
0.0
0.1
0.0
Epicatechin
289.1—> 245.0
10.7
7.6
5.2
3.7
2.6
9.3
6.0
3.5
2.4
1.3
15.7
10.2
6.2
5.3
3.7
9.8
8.8
5.0
4.6
2.9
2.1
0.5
0.2
0.1
0.0
1.0
0.2
0.1
0.0
0.0
2.3
0.5
0.1
0.1
0.0
2.5
1.0
0.3
0.0
0.0
Ferulic acid
193.1—> 133.9
0.4
0.3
0.3
0.4
0.4
0.5
0.4
0.3
0.4
0.5
0.5
0.4
0.3
0.4
0.5
0.5
0.4
0.3
0.4
0.4
0.1
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.1
0.0
0.0
0.0
0.0
0.1
0.0
0.1
0.0
0.0
p-coumaric acid
163.0—> 119.0
0.2
0.2
0.3
0.4
0.5
0.3
0.2
0.4
0.3
0.4
0.4
0.3
0.3
0.5
0.5
0.3
0.3
0.2
0.4
0.5
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
Quercetin
301.0—> 150.9
1.4
1.3
1.1
1.2
1.0
1.6
1.2
1.0
1.1
1.01
1.5
1.3
0.9
1.1
1.2
0.9
1.0
0.8
1.1
1.1
0.2
0.1
0.1
0.0
0.1
0.1
0.1
0.1
0.1
0.1
0.1
0.0
0.0
0.1
0.1
0.1
0.1
0.0
0.0
0.1
Quercetin-glucoside
463.1—> 271.0
22.2
19.6
17.8
18.9
17.0
21.4
19.6
17.4
18.5
17.3
22.2
22.0
17.9
18.5
17.5
22.7
18.9
15.9
17.5
17.6
1.1
2.0
1.0
0.6
0.9
2.9
1.1
0.8
0.6
0.4
2.7
0.7
1.2
1.0
1.2
0.1
1.9
0.8
0.9
1.2
Rutin
609.1—> 300.1
4.7
4.5
4.2
4.5
4.1
5.1
4.6
4.0
4.6
4.3
5.5
5.1
4.3
4.7
4.6
4.7
4.7
3.8
4.2
4.2
0.8
0.3
0.3
0.1
0.2
0.4
0.3
0.2
0.1
0.1
0.6
0.2
0.3
0.2
0.3
1.1
0.3
0.1
0.3
0.3
Sum of phenolic compounds
80.3
65.9
53.6
46.2
38.5
70.7
55.6
41.8
38.8
33.7
83.3
69.4
53.5
51.1
44.4
78.3
66.2
48.5
46.4
40.1 Mean, standard deviation (in italics, under the corresponding mean values) S sucrose, F-fructose, X xylitol, E erythritol, the numbers following the letters denote the sampling months
p
p Colour changes Colour changes were monitored on the L*, a* and b* scales
during storage time, colour differences (ΔE) were also calcu-
lated (Table 1). Lightness of the jams showed an increase in
the first three months and a decrease until the end of the stor-
age period in case of sugars, whereas these trends ran almost
inversely for sugar alcohol-containing jams, having ended
up in very similar values. Results of the repeated meas-
ures ANOVA test of L* values showed that the sweetening
agent had no significant effect on the lightness of the jams,
while the storage period produced such an effect (p = 0.03). The pairwise comparison showed no significantly different
groups using the Bonferroni adjustment at p < 0.05, how-
ever, the least significant difference test (that is equivalent
to no adjustment) showed (p = 0.021) that the samples stored
for 9 months were significantly darker than samples stored
for 1 and 3 months. This is somewhat controversial to the
observed increase of lightness of various strawberry jams
[39] or cherry jams, as observed by Rababah et al. (2014)
[41]. Mamede et al. (2013) found that sucrose-containing
jams made of umbu-caja were darker than those prepared
with xylitol [40], which was not the case for our blackberry
jams. It was reported that sucrose-containing aronia jams
showed the lowest L*, a* and b* values, followed by xylitol
and erythritol [37]—this was confirmed in this study for
a* and b* values. Some other authors also found that the
intensity of red hue was higher in light cherry jams com-
pared to those with higher sucrose content, both at prepa-
ration and after storage [42]. The positive effect of xylitol
on colour reported for strawberry jams [43] and the pro-
tecting effect of both xylitol and erythritol on the colour of
sour cherry purees [39] was confirmed in our experiments. Erythritol-containing jams were significantly higher in red
hue than all the other jams, suggesting that total concen-
tration of monomeric anthocyanin species are not the only
determinant in colour expression. This phenomenon was
also reported by Garcia-Viguera et al. (1997) [15] and oth-
ers [10] and was explained by the co-pigmentation: phenolic
acids, flavonols and flavan-3-ols are known to interact with
anthocyanins, producing an enhancement of colour intensity. Ifie et al. Mean, standard deviation (in italics, under the corresponding mean values) S sucrose, F-fructose, X xylitol, E ery 1 3 European Food Research and Technology (2020) 246:2187–2204 2197 aglycone (quercetin, in case of erythritol-based jams) was
noticed during storage. This can be explained either by
matrix decomposition processes, that may result in the lib-
eralisation of smaller free phenolic acids from more complex
native molecules, e.g., p-coumaric acid from chlorogenic
acids, or the release of free flavonoid aglycone forms from
the corresponding glycosides (e.g., quercetin from rutin). of the sweetening agent on the bluishness of the samples
(p < 0.001), while storage time did not affect significantly the
results (p = 0.094). Significant difference was found between
erythritol sweetened jams compared to the sucrose-, fruc-
tose- and xylitol-sweetened jams: erythritol-sweetened jams
were less bluish than the other three jams. ΔE values showed that the global colour differences
compared to the freshly prepared jams are higher at the
end of the storage period for sugar alcohol-containing jams
(0.99 ± 0.39 for xylitol and 0.95 ± 0.08 for erythritol). These
differences are almost double compared to sugar-containing
jams (0.63 ± 0.17 for sucrose and 0.54 ± 0.14 for fructose),
however, repeated measures ANOVA revealed no significant
differences determined by either sweetener or time. It should
be noted that ΔE values are not following a continuously
increasing trend, thus reflecting the fluctuating changes of
L*, a* and b* values. This way, the maximum ΔE values
are not necessarily reached by the end of the storage period. Nonetheless, in all the cases these values denote colour dif-
ferences that are not perceived by humans (ΔE < 1) or, in the
case of xylitol-based jams, perceived only by experienced
observers (1 < ΔE < 2) [41]. Sensory analysis During the 9-months storage period, the sensory proper-
ties of our blackberry jams were comparatively evaluated by
the panel. Sensory profile of the samples at the beginning
and at the end of the period investigated are shown in Fig. 1. In addition to colour, changes in the phenolic profile are
also linked to other sensory attributes of the products, their
alteration may be accompanied by changes in flavour and
aroma as well. There are many papers reporting a compari-
son of sensory properties of preserved products containing
sugar or sugar alcohols, especially xylitol. This latter is
found to show similar or even superior properties in various
food products when compared to sucrose. Sensory proper-
ties of umbu-caja jams made with sucrose were close to
the ones made with xylitol, no significant differences were
obtained for appearance, flavour and texture [40]. During the
comparative sensory evaluation of jams containing sucrose,
xylitol or erythritol, the xylitol-containing jam reached the
best results in terms of taste, flavour and overall accept-
ance [35]. Xylitol showed a good performance with other According to the two-way repeated-measures ANOVA
analysis (Table 3), the sweetening agents had a significant
effect (significance level p < 0.01) on all the investigated
sensory parameters. Erythritol-sweetened jams were sig-
nificantly more reddish (higher hue values) compared to the
other groups, while sucrose-sweetened jams were charac-
terized by significantly lower-rated hues, i.e. hues closer to
black. A remarkable consistency was obtained between the
evaluation of the panel for the hue (black-dark red scale) and
the results obtained by colorimetry for a* values: erythritol
was found to show the most intense red colour, which is
reportedly one of the most important attributes, significantly
determining consumer preference [47]. On the other hand, Table 3 Significant differences between physicochemical and sensory attributes as calculated by repeated measures ANOVA regarding sweeten-
ing agent and storage time
*pre-set reference values
Mean ± standard deviation. Colour changes found that hydroxycinnamic acids are involved in
the formation of new stable anthocyanin-derived pigments
through condensation reactions with anthocyanins which
may account for maintaining colour intensity [44]. Com-
paring the concentration of the phenolic compounds men-
tioned above in sucrose- and erythritol-containing jams, it
was stated that all of them (i.e., quercetin derivatives: rutin,
quercetin glucoside, quercetin, flavan-3-ols: catechin, epi-
catechin and all the phenolic acids (5-CQA, 3-CQA, p-cou-
maric acid, ferulic acid)) were present in higher amounts in
the jams containing erythritol than in the jams containing
sucrose, contributing thus to colour compensation. Never-
theless, a strong correlation between a* (red) values and Results of the repeated measures ANOVA test of a* val-
ues showed that both sweetening agent and storage time had
a significant effect on the red hue of the samples at p < 0.001
significant level, according to the within-subject effect tests. In the case of the effect of sweetening agents, significant
differences were found among all of the groups, the decreas-
ing order being: erythritol, xylitol, fructose, sucrose. The
effect of the storage time showed that samples stored for 6
and 9 months showed significantly lower a* values than the
others and samples stored for 9 months obtained also signifi-
cantly lower a* compared to the 6 months stored samples,
i.e. the red hue of the samples was significantly reduced
from month 6. On the other hand, 1-month old samples,
showed a significant decrease in redness compared to the
fresh samples, while these differences were statistically not
relevant for 3-month old samples. Changes on the yellow-blue scale are inconsistent, as a
result, no marked decrease was observed in the global b*
values at the end of the observation period, the initial dif-
ferences having been equalized. Results of the repeated
measures ANOVA test of b* showed a significant effect 1 3 European Food Research and Technology (2020) 246:2187–2204 2198 total monomeric anthocyanin content was observed for all
the sweeteners (Pearson correlation coefficients at p = 0.05
are: sucrose: 0.98, fructose: 0.99, xylitol: 0.97, erythritol:
0.92). fruit-containing products as well, reaching higher scores for
fruity notes than sucrose [45]. The use of xylitol led to a
good sensory acceptance even at high concentrations [46]
being thus generally considered a good choice as a sugar
substitute in jams. Sensory analysis Superscript letters show significant differences (p < 0.05) between jams for different sweeteners and storage time:
capital letters refer to sweetener models lowercase letters refer to storage time models
Parameter
Sucrose
Fructose
Xylitol
Erythritol
Month 0
Month 1
Month 3
Month 6
Month 9
TPC
6.38 ± 0.48A
7.55 ± 0.52C
6.86 ± 0.62B
6.69 ± 0.4AB
7.20 ± 0.62bc
6.72 ± 0.48b
6.13 ± 0.51a
7.13 ± 0.31c
7.18 ± 0.66c
ABTS
78.29 ± 6.25A
75.85 ± 7.46A
76.97 ± 8.13A
77.73 ± 6.98A
84.98 ± 4.22d
82.27 ± 3.38c
77.14 ± 4.84bd
70.85 ± 2.75a
70.79 ± 5.71ab
L*
29.49 ± 0.41A
29.51 ± 0.57A
29.39 ± 0.35A
29.34 ± 0.50A
29.22 ± 0.28ab
29.56 ± 0.40b
29.67 ± 0.62b
29.47 ± 0.44ab
29.24 ± 0.39a
a*
3.68 ± 0.22A
4.08 ± 0.23B
4.40 ± 0.41C
5.54 ± 0.39D
4.82 ± 0.77d
4.57 ± 0.75c
4.49 ± 0.86 cd
4.15 ± 0.64b
4.09 ± 0.60a
b*
− 0.46 ± 0.19A
− 0.35 ± 0.06A
− 0.3 ± 0.16A
0.01 ± 0.09B
− 0.21 ± 0.23a
− 0.22 ± 0.31a
− 0.27 ± 0.18a
− 0.35 ± 0.18a
− 0.32 ± 0.17a
ΔE
0.66 ± 0.25A
0.76 ± 0.41A
0.92 ± 0.34A
0.99 ± 1.24A
–
0.85 ± 1.26a
0.78 ± 0.40a
0.85 ± 0.32a
0.84 ± 0.32a
Sensory attributes
Hue
20*A
24.7 ± 7.2B
27.2 ± 9.5B
38.3 ± 15.7C
22.6 ± 7.4a
29.1 ± 14.1ab
27.4 ± 12.4ab
32.4 ± 13.8b
26.5 ± 8.3ab
General
odour
intensity
60*A
64.4 ± 9.9B
58.8 ± 10.3A
56.4 ± 13.1A
62.6 ± 13.1a
58.4 ± 8.8a
60.9 ± 7.1a
59.6 ± 11.7a
57.8 ± 8.0a
Black-
berry
odour
60*BC
63.7 ± 10.1C
56.7 ± 11.6AB
56.0 ± 9.4A
61.0 ± 8.7ab
55.6 ± 10.9a
60.3 ± 9.4b
58.5 ± 10.6ab
59.6 ± 6.3ab
Sweet
odour
30*A
37.4 ± 14.4B
36.2 ± 11.5B
31.4 ± 7.7AB
36.7 ± 12.6a
32.4 ± 7.3a
34.6 ± 11.3a
33.5 ± 10.5a
31.6 ± 9.1a
Stickiness
40*A
44.8 ± 11.6AB
46.4 ± 12.2B
46.0 ± 15.9B
45.3 ± 10.8b
45.6 ± 10.4b
47.1 ± 16.1ab
44.5 ± 10.8ab
39.1 ± 8.3a
General
taste
inten-
sity
60*B
62.3 ± 10.2B
60.2 ± 11.4B
53.2 ± 13.9A
58.1 ± 10.1a
58.9 ± 10.0a
62.1 ± 10.6a
59.4 ± 13.4a
56.2 ± 9.1a
Black-
berry
flavour
55*B
58.3 ± 9.1C
56.0 ± 8.4BC
45.1 ± 13.1A
54.5 ± 6.4b
53.5 ± 11.4ab
57.5 ± 12.5b
49.7 ± 11.0a
52.7 ± 7.7ab
Sweet
taste
40*A
46.5 ± 12.5B
45.7 ± 12.0AB
48.1 ± 16.7B
46.9 ± 16.4a
44.4 ± 11.4a
47.3 ± 12.5a
42.7 ± 11.9a
44.0 ± 7.9a
Sour taste
40*A
48.3 ± 12.4BC
49.3 ± 14.9C
41.0 ± 12.4AB
47.2 ± 11.4a
45.5 ± 12.2a
43.4 ± 13.6a
46.2 ± 12.2a
41.0 ± 10.6a Table 3 Significant differences between physicochemical and sensory attributes as calculated by repeated measures A
ng agent and storage time Mean ± standard deviation. Sensory analysis Finally, the use of sugar alcohols resulted in
jams that were stickier than the sucrose-containing samples.f SSSSSSSSS
E
E
E
E
E
E
E
E
E
E
E
E
F
F
F
F
F
F
F
F
F
F
F
F
X
X
X
X
X
X
X
X
X
X
X
X
-3
-2
-1
0
1
2
3
4
-6
-4
-2
0
2
4
F2 (9.33 %)
F1 (14.03 %)
a a M0
M1
M3
M6
M9
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0
0.2
0.4
0.6
0.8
1
F2 (9.33 %)
F1 (14.03 %)
b b b Regarding the effect of the storage time, only hue, black-
berry odour and flavour, and stickiness went through signifi-
cant changes (p < 0.05). Samples stored for 6 months were
significantly more reddish compared to the fresh samples. Moreover, samples stored for six months were significantly
weaker in blackberry flavour compared to 1- and 3-month-
old samples. Jams stored for 1 month were perceived as hav-
ing less intense blackberry odour compared to 3-month-old
jams. Panellists in our study responded in the open-ended
text fields that the erythritol samples showed a grainy, sandy
texture. In addition, the samples at the endpoint were sig-
nificantly less sticky than the fresh jams and jams stored for
1 month. Fig. 3 Multiple factor analysis scores plot (a) and table coordinate
plot (b). E erythritol, S sucrose, F fructose, X xylitol, M denotes
months, while numbers after M denote the number of months elapsed
from preparation samples showed different sensory properties. Figure 3b pre-
sents the connections among the different data sets. In a
similar manner to Fig. 3a, clear trend can be seen along F1,
meaning that sensory attributes changed not only among
samples but during storage, too. Although there are many reports available on the use of
electronic nose and tongue in quality monitoring of fruits
and processed fruit products [48, 49], there are only a few
reports discussing experiments on jams, most of the papers
focusing on fruit juices or nectars [50, 51]. Generally, these
tools showed good performances in differentiating variously
processed fruit products, including thermal processing. Elec-
tronic tongue shows better performance in most of the cases. To identify specific patterns in our sensory data matrix,
multiple factor analysis (MFA) was applied (Fig. 3). Sensory analysis Superscript letters show significant differences (p < 0.05) between jams for different sweeteners and storage time:
capital letters refer to sweetener models, lowercase letters refer to storage time models 1 3 3 European Food Research and Technology (2020) 246:2187–2204 2199 SSSSSSSSS
E
E
E
E
E
E
E
E
E
E
E
E
F
F
F
F
F
F
F
F
F
F
F
F
X
X
X
X
X
X
X
X
X
X
X
X
-3
-2
-1
0
1
2
3
4
-6
-4
-2
0
2
4
F2 (9.33 %)
F1 (14.03 %)
M0
M1
M3
M6
M9
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0
0.2
0.4
0.6
0.8
1
F2 (9.33 %)
F1 (14.03 %)
a
b
Fig. 3 Multiple factor analysis scores plot (a) and table coordinate
plot (b). E erythritol, S sucrose, F fructose, X xylitol, M denotes
months, while numbers after M denote the number of months elapsed
from preparation jams prepared with sugar alcohols obtained significantly
lower scores for general odour intensity and blackberry
odour than those containing fructose. Both fructose- and
sucrose-based samples were superior to erythritol-sweetened
jams in terms of blackberry odour. Fructose-containing
samples were also superior to sucrose-sweetened samples
in terms of their blackberry flavour. Erythritol-containing
samples were inferior to the rest of the samples regarding
general taste intensity and blackberry flavour. The low val-
ues obtained by erythritol for blackberry flavour and gen-
eral taste intensity are in accordance with those reported by
Hwang et al. (2014), who did not recommend erythritol to
be used as sole sweetener, because it influenced the sensory
properties negatively [37]. However, erythritol- and fruc-
tose-containing samples were sweeter than sucrose-based
jams. The differences detected among the organoleptic prop-
erties of our blackberry jams did not confirm entirely the lit-
erature reporting no significant sensory differences between
sugar- and xylitol-based fruit products [40]. Fructose- and
xylitol-containing samples had a more intensive sweet odour
than the sucrose-containing ones. On the other hand, xylitol-
sweetened jams were perceived as being significantly sourer
than erythritol- and sucrose-based jams, and while sucrose-
containing samples were less sour than the fructose-con-
taining ones. 1 3 Sensory analysis MFA
performs individual PCAs on the data matrices obtained
from the five sensory evaluation sessions. Figure 3a pre-
sents the scores plot of the MFA containing the results of
all the sessions. Erythritol-containing samples are located
on the left side of the plot and are not overlapped by fruc-
tose or sucrose-containing samples. Xylitol-based samples
overlap with all other samples, while fructose samples are
clearly different from erythritol-sweetened samples. A clear
left–right differentiation is seen on Fig. 3a along with F1,
in which colour, global odour and taste intensity proved to
be the major contributors from the five data sets. Based on
these results, we conclude that fructose- and erythritol-based In line with literature reports, linear discriminant analysis
(LDA) performed on electronic tongue results (Fig. 4) pro-
vided a correct classification (100%) for each group of the
freshly prepared jams (month 0) according to their sweeten-
ing agent. The same correct classification was obtained at
the end of the storage period (100%). Distances show that
sugar-based preparations are more similar to each other than 1 3 European Food Research and Technology (2020) 246:2187–2204 2200 u op a
ood
a
a d
o ogy ( 0 0)
6:
8
Linear discriminant analysis (LDA) performed on electronic tongue results in month 0 (a) and month 9 (b) Fig. 4 Linear discriminant analysis (LDA) performed on electronic tongue results in month 0 (a) and month 9 (b) to sweetener type provided average recognition and pre-
diction abilities of 63.97% and 36.42%, respectively, in
month 0. Measurement points of samples with erythritol or
fructose were misclassified into all the other groups; points
of the sample with xylitol were misclassified as the sample
groups containing fructose and erythritol, while sucrose-
based jams were misclassified only into the xylitol-based
class. For month 9 the average recognition and predic-
tion abilities were 71.60% and 40.98%, respectively. The those with sugar-alcohols. Due to the drift correction, discri-
minant analysis according to the sweetener can be done for
the whole storage period, this leading again to a fully correct
classification [52, 53]. i
On the other hand, LDA of the results obtained by the
electronic nose (Fig. 5) provided no differentiation accord-
ing to the sweetener used, this suggesting differences
rather in taste than in the odour of the jams prepared with
different sweeteners. Acknowledgements Open access funding provided by Semmelweis
University. Conclusions Evaluation of blackberry jams prepared with different sweet-
eners (sucrose, fructose, xylitol, erythritol) during 9-months
storage revealed a series of significant differences in terms
of antioxidant properties, polyphenol content, colour and
sensory attributes. Thus, the type of sweetener had a measur-
able impact on the evolution of both sensory attributes and
antioxidant properties. Storage time also had a well-defined
effect on sensory and compositional properties of jams. Funding Supported by the Doctoral School of Food Science, Szent
István University. Supported by the ÚNKP-19-3-I-SZIE-71 (Zs.B.)
and ÚNKP-19-4 (LA, ZK) New National Excellence Program of the
Ministry for Innovation and Technology. Supported by the Janos Bol-
yai Scholarship of the Hungarian Academy of Sciences (LA, ZK). LA acknowledges the support EFOP-3.6.3-VEKOP-16-2017-00005
and VEKOP-2.3.3-15-2017-00022 grants of the European Union co-
financed by the European Social Fund. AG was supported by the Pre-
mium Postdoctoral Researcher Program of the Hungarian Academy
of Sciences. f
Antioxidant capacities and total polyphenol content did
not change according to a consistent trend during the inves-
tigation period, this was most probably attributed to the for-
mation of Maillard reaction products and polymeric com-
pounds. Due to the complex processes occurring, changes
in total polyphenol content measured by Folin–Ciocalteu
assay were not in accordance with the decay of the indi-
vidual native phenolic compounds determined by LC–MS,
therefore, it was concluded that the Folin assay cannot be
considered as an efficient tool in monitoring polyphenol
degradation during storage of jams. Regarding anthocyanin
degradation, fructose proved to produce the highest decom-
position rate, while the reaction was the slowest in xylitol-
containing jams. Sensory analysis Classification models built according 1 3 1 3 European Food Research and Technology (2020) 246:2187–2204 2201 220
European Food Research and Technology (2020) 246:2187–2204
results obtained showed a serious misclassification for
misclassified as erythritol (12 36%) and xylitol (25 09%
Fig. 5 Linear discriminant analysis (LDA) performed on electronic nose results in month 0 (a) and month 9 (b) Fig. 5 Linear discriminant analysis (LDA) performed on electronic nose results in month 0 (a) and month 9 (b) misclassified as erythritol (12.36%) and xylitol (25.09%)
sample groups. results obtained showed a serious misclassification for
sample group with erythritol, being classified as fructose-
(71.37%) and xylitol-sweetened (28.63%) sample groups. Fructose-containing jams were misclassified as 11%
belonging to xylitol-containing class, while xylitol was
misclassified into all the other groups, and sucrose was Fructose-containing jams were misclassified as 11%
belonging to xylitol-containing class, while xylitol was
misclassified into all the other groups, and sucrose was 1 3 1 3 1 3 2202 European Food Research and Technology (2020) 246:2187–2204 Author contributions CsB drafted the manuscript, performed antioxi-
dant measurements and coordinated the study, ZB and VTM executed
laboratory measurements, ZB performed statistical calculations, Z. Kókai and AG performed sensory profile analysis and contributed to
statistical calculations, ID performed electronic nose measurements,
Z. Kovacs performed electronic tongue measurements, LA performed
LC–MS measurements and made extensive revisions on the manu-
script. All the authors have reviewed and approved the final article. Code availability Not applicable. Code availability Not applicable. Open Access This article is licensed under a Creative Commons Attri-
bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article’s Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Compliance with ethical standards Conflicts of interest The authors declare that they have no conflict of
interest. Compliance with ethics requirements This article does not contain
any studies with human participants or animals performed by any of
the authors. Availability of data and material Not applicable. Availability of data and material Not applicable. Colorimetric measurements revealed that erythritol-con-
taining jams were significantly higher in red hue than all the
other studied jams. Similarly, when compared by a trained
sensory panel, the jams sweetened with erythritol were per-
ceived as having been the most reddish. These findings sug-
gest that anthocyanin concentration per se is not the only
significant determinant of the characteristic reddish colour
of blackberry jams. It is noted, however, that erythritol-con-
taining jams obtained the lowest intensity scores for general
taste intensity and blackberry flavour. On the other hand,
fructose reached positive results in general odour intensity
and blackberry flavour. Unlike the electronic nose, electronic
tongue produced a correct classification according to the
type of sweetener and time, this qualifying it as a potential
tool applicable in the food industry for monitoring the sen-
sory properties of fruit jams with different sweeteners, as
well as the alteration of these characteristics during storage.f Code availability Not applicable. j
p
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Optimal stopping investment in a logarithmic utility-based portfolio selection problem
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Financial innovation
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Article
Optimal stopping investment in a logarithmic utility-based
portfolio selection problem Financial Innovation Provided in Cooperation with:
Springer Nature Suggested Citation: Li, Xun; Wu, Xianping; Zhou, Wenxin (2017) : Optimal stopping investment in
a logarithmic utility-based portfolio selection problem, Financial Innovation, ISSN 2199-4730,
Springer, Heidelberg, Vol. 3, Iss. 28, pp. 1-10,
https://doi.org/10.1186/s40854-017-0080-y Suggested Citation: Li, Xun; Wu, Xianping; Zhou, Wenxin (2017) : Optimal stopping investment in
a logarithmic utility-based portfolio selection problem, Financial Innovation, ISSN 2199-4730,
Springer, Heidelberg, Vol. 3, Iss. 28, pp. 1-10,
https://doi.org/10.1186/s40854-017-0080-y Li, Xun; Wu, Xianping; Zhou, Wenxin
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Optimal stopping investment in a logarithmic utility-based
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Financial Innovation
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a logarithmic utility-based portfolio selection problem, Financial Innovation, ISSN 2199-4730,
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https://doi.org/10.1186/s40854-017-0080-y Li, Xun; Wu, Xianping; Zhou, Wenxin
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Optimal stopping investment in a logarithmic utility-based
portfolio selection problem
Financial Innovation
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Suggested Citation: Li, Xun; Wu, Xianping; Zhou, Wenxin (2017) : Optimal stopping investment in
a logarithmic utility-based portfolio selection problem, Financial Innovation, ISSN 2199-4730,
Springer, Heidelberg, Vol. 3, Iss. 28, pp. 1-10,
https://doi.org/10.1186/s40854-017-0080-y Terms of use: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen
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gelten abweichend von diesen Nutzungsbedingungen die in der dort
genannten Lizenz gewährten Nutzungsrechte. http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ http://creativecommon Li, Xun; Wu, Xianping; Zhou, Wenxin RESEARCH Open Access © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the
Creative Commons license, and indicate if changes were made. Abstract Background: In this paper, we study the right time for an investor to stop the
investment over a given investment horizon so as to obtain as close to the highest
possible wealth as possible, according to a Logarithmic utility-maximization objective
involving the portfolio in the drift and volatility terms. The problem is formulated as an
optimal stopping problem, although it is non-standard in the sense that the maximum
wealth involved is not adapted to the information generated over time. Methods: By delicate stochastic analysis, the problem is converted to a standard
optimal stopping one involving adapted processes. Keywords: Optimal stopping, Path-dependent, Stochastic differential equation (SDE),
Time-change, Portfolio selection Keywords: Optimal stopping, Path-dependent, Stochastic differential equation (SDE),
Time-change, Portfolio selection Keywords: Optimal stopping, Path-dependent, Stochastic differential equation (SDE),
Time-change, Portfolio selection Optimal stopping investment in a
logarithmic utility-based portfolio selection
problem Xun Li1*
, Xianping Wu2 and Wenxin Zhou1 *Correspondence:
malixun@polyu.edu.hk
1Department of Applied
Mathematics, The Hong Kong
Polytechnic University, Hong Kong,
China
Full list of author information is
available at the end of the article Financial Innovation Li et al. Financial Innovation (2017) 3:28
DOI 10.1186/s40854-017-0080-y © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium provided you give appropriate credit to the original author(s) and the source provide a link to the *Correspondence:
malixun@polyu.edu.hk
1Department of Applied
Mathematics, The Hong Kong
Polytechnic University, Hong Kong,
China
Full list of author information is
available at the end of the article Background Optimal stopping problems, a kind of dynamic optimization problems allowing investors
to stop investment any time before the maturity in order to maximize their profits or
minimize their costs, are of great interest and of importance in various fields such as
science, engineering, economics, management, and particularly in financial investment. In reality, choosing a proper time point to stop investment is of importance to hedge
risk and to realize maximum return for investors. In practice, it is extremely hard to find
the point at which the realized return is maximized, and therefore the investor tries to
sell at a price which is as close to the maximum as possible. To help determine this time
point, researchers have made significant effort toward the theory of optimal stopping,
and Shiryaev et al. (2008) is one of the typical representatives along this line of research. In the field of mathematical finance, furthermore, optimal stopping has been extensively
studied for pricing American-style options, which allow option holders to exercise the
options before or at the maturity. The theory of optimal stopping developed in pricing American options can be further
applied to determine an optimal stopping point so as to maximize return from financial Li et al. Financial Innovation (2017) 3:28 Page 2 of 10 investment for economic agents. Nevertheless, it is extremely hard to let investors realize
the highest return, and therefore, the objective is to minimize the distance between the
time point at which the investment is stopped and that at which the maximum return
can be realized. For example, Ceci and Bassan (2004) study the mixed optimal stopping
and stochastic control problems with semicontinuous final reward for diffusion processes
and give some properties of the value function. Dayanik and Karatzas (2003) investigate
the optimal stopping problems for one dimensional diffusions and showed how to reduce
the discounted optimal stopping problem for an arbitrary diffusion process to an undis-
counted one for standard Brownian motion. Choi et al. (2004) study an investor’s decision
to switch from active portfolio management to passive management and modelled it to
a mixture of a consumption-portfolio selection problem and an optimal stopping prob-
lem. Chang et al. (2009) consider the optimal stopping problem for stochastic differential
equations with random coefficients. Shiryaev et al. (2008) address the optimal stopping
issue in an equity market by considering a log-normal price process. Background The mean-variance approach originated by Markowitz (1952, 1959) has been a cor-
nerstone of asset allocation, investment analysis and risk management. In this literature,
Merton’s (1969, 1971, 1973) seminal work is considered a benchmark on continuous-
time portfolio selection. The single period model is extended by Li and Ng (2000) for
multi-period case and developed by Zhou and Li (2000) for continuous-time one, respec-
tively. The work of Li and Zhou (2006) reveals the high opportunity of a Markowitz
mean-variance strategy hitting the expected return target before the maturity date. Nat-
urally, investors also hope to decide when to stop the investment over a given investment
horizon so as to maximize their profits. This idea has been further developed to deter-
mine the optimal selling time for one stock by Shiryaev et al. (2008), who determined
a time point at which investors can sell risky assets as close to the maximum return as
possible. This again highlights the efficiency of the mean-variance analysis in the field
of investment and portfolio selection. Naturally, an investor also hopes to know the
time point to stop the investment over a given investment horizon so as to maximize
the profit. In this paper, we devote to choosing an optimal point at which an investor stops the
investment among multi assets for gaining maximum benefit. The investor is expected
to maximize her personal utilities and to minimize the difference between the realized
return at the stopping point and her potentially maximum return. Compared with the
work of Shiryaev et al. (2008), we consider the utility function of a quadratic form instead
of a relative error criterion. And since multi financial assets are considered, the drift
and volatility terms involve the portfolio. These make our analysis more realistic and
meaningful. The rest of the paper is organized as follows. In “Formulation” section, we formu-
late the problem to a two-stage problem in which the investor is expected to maximize
her personal utilities and to minimize the difference between the realized return/wealth
at the stopping point and her potentially maximum return/wealth. We first derive the
optimal portfolio of the sub-problem by stochastic controls methodology. Then substi-
tuting the optimal portfolio into the dynamic systems, we have the optimal stopping time
problem with the wealth process without the control variable in the drift and volatility
terms. Background Using time-change technique, the nonadapted problem is transformed into a stan-
dard optimal stopping problem. Numerical examples are presented in “Methods” section Li et al. Financial Innovation (2017) 3:28 Page 3 of 10 to demonstrate the theoretical results. “Results and discussion” section 4 concludes the
work. Some technique details are relegated to an Appendix. Formulation Throughout this paper (, F, P, {Fs}s≥0) is a fixed filtered complete probability space on
which defined a standard Fs-adapted m-dimensional Brownian motion {W(s), s ≥0} with
W(0) = 0, and T > 0 is given and fixed, representing the terminal time of an investment
horizon. There is a financial market in which m+1 securities (or assets) are traded continuously. One of the securities is a risk-free asset, whose price follows
dS0(t) = rS0(t)dt, t ≥0,
S0(0) = s0 > 0,
(1) (1) where r > 0 is the interest rate. The other m securities are risky assets, whose prices
follows where r > 0 is the interest rate. The other m securities are risky assets, whose prices
follows ⎧
⎪⎨
⎪⎩
dSi(t) = Si(t)
bidt +
m
j=1
σijdW j(t)
, t ≥0,
Si(0) = si > 0, i = 1, 2, · · · , m,
(2) (2) (2) where b := (b1, b2, · · · , bm)′ is the appreciation rate, σ := (σij)m×m is the volatility, and
σ ′σ is positive definite. Consider an agent, with an initial endowment x0 > 0 and whose total wealth at time
s ∈[ 0, ˆT] is denoted by x(s). Assume that the trading of shares is self-financed and takes
place continuously, and that transaction cost and consumptions are ignored. Then x(·)
satisfies ⎧
⎪⎨
⎪⎩
dx(s) =
rx(s) +
m
i=1
(bi −r)πi(s)
ds +
m
j=1
m
i=1
σijπi(s)dW j(s), 0 ≤s ≤ˆT,
x(0) = x0,
(3) (3) (3) where πi(s),
i = 1, 2 · · · , m, denotes the total market value of the agent’s wealth in the
i-th stock. We call the process π(s) := (π1(s), π2(s), · · · , πm(s))′ a portfolio of the agent. Define the running maximum wealth process where πi(s),
i = 1, 2 · · · , m, denotes the total market value of the agent’s wealth in the
i-th stock. We call the process π(s) := (π1(s), π2(s), · · · , πm(s))′ a portfolio of the agent. where πi(s),
i = 1, 2 · · · , m, denotes the total market value of the agents wealth in the
i-th stock. We call the process π(s) := (π1(s), π2(s), · · · , πm(s))′ a portfolio of the agent. Define the running maximum wealth process i-th stock. Formulation We call the process π(s) := (π1(s), π2(s), · · · , πm(s)) a portfolio of the agent. Define the running maximum wealth process Define the running maximum wealth process M(s) = max
0≤u≤s x(u), s ≥0. M(s) = max
0≤u≤s x(u), s ≥0. Assume that an investor can stop investment at any point before a pre-specified date
T > 0. The question is to choose an optimal portfolio and to determine the right time
to stop investment. The main objective of this study is to determine conditions for which
the investor should sell her shares. Ideally, the investor would like to exit when the value
is highest, which is at time s, such that x(s) = αM(T). More generally, the investor may
have an investment target that is a fraction of (or possibly equal to) the maximum value,
αM(T), where 0 < α ≤1. With this objective, we assume that the investor chooses an exit
time to minimize the mean squared difference between exit value and investment target
value. We formulate it to the following optimal stopping problem: min
0≤ˆτ≤T
E
x(ˆτ) −αM(T)
2 ,
(4)
subject to
⎧
⎨
⎩
max
π(·)
E
ln(x(T))
,
subject to (x(·), π(·)) satisfy (3). (5) (4) (5) Li et al. Financial Innovation (2017) 3:28 Page 4 of 10 Note that the above two-stage problem setting is very insightful. It is more realistic
than those addressed in Shiryaev et al. (2008) since m-dimensional financial assets are
considered and the drift and volatility terms involving the portfolio. Methods Before further developing techniques derived in Shiryaev et al. (2008), we know the
optimal portfolio of sub-problem (5) via stochastic control method ˆπ(s) ≡( ˆπ1(s), ˆπ2(s), · · · , ˆπm(s))′ = (σσ ′)−1(b −r1)x(s),
(6) (6) ere 1 = (1, 1, · · · , 1)′ is an m-dimensional column vector. where 1 = (1, 1, · · · , 1)′ is an m-dimensional column vector. Substituting (6) into (5) yields the wealth process x(·) without the control variable in the
drift and volatility terms
dx(s) = x(s)
(r + |θ|2)ds + θ′dW(s)
,
x(0) = x0,
(7) (7) where θ = σ −1(b −r1). This is similar to the case in Shiryaev et al. (2008), but it is more mathematically
complex. By virtue of a time-change technique, there exists a one-dimensional standard
Brownian motion B(s), s ≥0, on (, F, P) such that θ′W(s) = B(β(s)), 0 ≤s ≤ˆT, where β(s) := |θ|2s. where β(s) := |θ|2s. Set t := |θ|2s, Eq. (7) is equivalent to Set t := |θ|2s, Eq. (7) is equivalent to Set t := |θ|2s, Eq. (7) is equivalent to
dx(t) = x(t) {μdt + dB(t)} ,
(8)
dx(t) = x(t) {μdt + dB(t)} ,
x(0) = x0,
(8) (8)
dx(t) = x(t) {μdt + dB(t)} ,
x(0) = x0,
(8) where μ =
r
|θ|2 + 1. Thus, the problem (4) is equivalent to where μ =
r
|θ|2 + 1. Thus, the problem (4) is equivalent to where μ =
r
|θ|2 + 1. Thus, the problem (4) is equivalent to where μ =
r
|θ|2 + 1. Thus, the problem (4) is equivalent to min
0≤τ≤T E
x(τ) −αM(T)
2
(9) (9) over τ ∈T , the set of all Ft-stopping time τ ∈[ 0, T], where T = |θ|2T. Consequently,
the value function associated with problem (9) is over τ ∈T , the set of all Ft-stopping time τ ∈[ 0, T], where T = |θ|2T. Consequently,
the value function associated with problem (9) is V(t, x, M) = min
t≤τ≤T E
(x(τ) −αM(T))2|Ft
= min
t≤τ≤T E
x(τ)2 −2αx(τ)M(T) + α2M(T)2|Ft
= min
t≤τ≤T E
x(τ)2 −2αx(τ)E[ M(T)|Fτ] +α2E[ M(T)2|Fτ]
Ft
. (10) (10) Defining ν := μ −1
2, we rewrite x(t) := x(0) exp(νt + B(t)),
M(t) := x(0) exp
max
0≤u≤t(νu + B(u))
. Li et al. Methods t follo s (10) that It follows (10) that V(t, x, M) = min
t≤τ≤T E
x(τ)2−2αx(τ)ψ(τ, x(τ), M(τ))+α2φ(τ, x(τ), M(τ))|Ft
, (13) which is governed by which is governed by ⎧
⎪⎨
⎪⎩
max
L V, V −x2 + 2αxψ −α2φ
= 0,
VM(t, M, M) = 0,
V(T, x, M) = (x −αM)2, ⎧
⎪⎨
⎪⎩
max
L V, V −x2 + 2αxψ −α2φ
= 0,
VM(t, M, M) = 0,
V(T, x, M) = (x −αM)2,
(14) (14) ⎨
⎪⎩V(T, x, M) = (x −αM)2, where the operator L is defined by Methods Financial Innovation (2017) 3:28 Page 5 of 10 Denote ψ(t, x(t), M(t)) = E[ M(T)|Ft] and φ(t, x(t), M(t)) = E[ M(T)2|Ft]. Then Denote ψ(t, x(t), M(t)) = E[ M(T)|Ft] and φ(t, x(t), M(t)) = E[ M(T)2|Ft]. Then ψ(t, x(t), M(t)) = E[ M(T)|Ft] = E
x(0) exp
max
0≤u≤T(νu + B(u))
Ft
= E
x(0) exp
max
max
0≤u≤t(νu + B(u)), max
t≤u≤T(νu + B(u))
Ft
= E
x(0) exp
max
max
0≤u≤t(νu + B(u)), (νt + B(t)) +
max
0≤u≤T−t(νu + B(u))
Ft
= E
x(t) exp
max
max
0≤u≤t(νu + B(u)) −(νt + B(t)),
max
0≤u≤T−t(νu + B(u))
Ft
= E
x(t) exp
max
y,
max
0≤u≤T−t(νu + B(u))
y = max
0≤u≤t(νu + B(u)) −(νt + B(t))
= x(t)G1
t, ln
M(t)
x(t)
,
(11) (11) where G1(t, y) = E
exp
max
y,
max
0≤u≤T−t(νu + B(u))
,
(t, y) ∈[ 0, T] ×[ 0, ∞) and φ(t, x(t), M(t)) = E[ M(T)2|Ft] = E
x(0)2 exp
max
0≤u≤T(νu + B(u))
2 Ft
= E
x(0)2 exp
max
max
0≤u≤t(νu + B(u)), max
t≤u≤T(νu + B(u))
2 Ft
= E
x(0)2 exp
max
max
0≤u≤t(νu + B(u)), (νt + B(t)) +
max
0≤u≤T−t(νu + B(u))
2 Ft
= E
x(t)2 exp
max
max
0≤u≤t(νu + B(u)) −(νt + B(t)),
max
0≤u≤T−t(νu + B(u))
2 Ft
= E
x(t)2 exp
max
y,
max
0≤u≤T−t(νu + B(u))
2 y = max
0≤u≤t(νu + B(u)) −(νt + B(t))
= x(t)2G2
t, ln
M(t)
x(t)
, (12) where G2(t, y) = E
exp
max
y,
max
0≤u≤T−t(νu + B(u))
2
,
(t, y) ∈[ 0, T] ×[ 0, ∞). where the operator L is defined by L f (t, x, M) = ft(t, x, M) + μxfx(t, x, M) + 1
2x2fxx(t, x, M). The value function V(t, x, M) satisfies V(t, λx, λM) = λ2V(t, x, M), Li et al. Financial Innovation (2017) 3:28 Page 6 of 10 because scaling both x(t) and M(t) by the same positive constant at a time t prior to the
terminal time T results in the payoff (x(T)−αM(T))2 being scaled by the same constant. In particular, if U(t, ln z) = V(t, 1, z),
0 ≤t ≤T,
z ≥1,
then we may determine V(t, x, M) as U(t, ln z) = V(t, 1, z),
0 ≤t ≤T,
z ≥1, then we may determine V(t, x, M) as V(t, x, M) = x2V
t, 1, M
x
= x2U
t, ln
M
x
,
0 ≤t ≤T,
0 < x ≤M. According to Eq. (13) and expressions of G1 and G2, we have According to Eq. (13) and expressions of G1 and G2, we have x, M) =
min
t≤τ≤T E
x(τ)2 −2αx(τ)ψ(τ, x(τ), M(τ)) + α2φ(τ, x(τ), M(τ))
Ft
=
min
t≤τ≤TE
x(τ)2 −2αx(τ)2G1
τ, ln
M(τ)
x(τ)
+ α2x(τ)2G2
τ, ln
M(τ)
x(τ)
Ft
=
min
t≤τ≤TE
x(τ)2
1 −2αG1
τ, ln
M(τ)
x(τ)
+ α2G2
τ, ln
M(τ)
x(τ)
Ft
=
min
t≤τ≤TE
x(τ)2G
τ, ln
M(τ)
x(τ)
Ft
, t≤τ≤T
(15) (15) where G(t, y) = 1 −2αG1(t, y) + α2G2(t, y). where G(t, y) = 1 −2αG1(t, y) + α2G2(t, y). Equation (15) implies that Eq. (9) is equivalent to a standard optimal stopping problem
with a terminal payoff G and an underlying (adapted) state process Y(t) = ln
M(t)
x(t)
,
Y(0) = 0. Y(t) = ln
M(t)
x(t)
,
Y(0) = 0. Following the dynamic programming approach we consider the problem below ollowing the dynamic programming approach we consider the problem below U(t, y) =
inf
τ∈TT−t
Et,y[ G(t + τ, Y(t + τ))] , U(t, y) =
inf
τ∈TT−t
Et,y[ G(t + τ, Y(t + τ))] , where Y(t) = y under the probability Pt,x with (t, y) ∈[ 0, T] ×[ 0, ∞) given and fixed, and
Ts in general denotes the set of all F-stopping times τ ∈[ 0, s] for s > 0. Theorem 1 The holding region is C = {(t, y) ∈[ 0, T] ×[ 0, ∞) : U(t, y) < G(t, y)},
while the exit region is C = {(t, y) ∈[ 0, T] ×[ 0, ∞) : U(t, y) < G(t, y)},
while the exit region is D = {(t, y) ∈[ 0, T] ×[ 0, ∞) : U(t, y) = G(t, y)}. Also, an optimal exit time is τ ∗= inf
t ∈[ 0, T] :
t, ln
M(t)
x(t)
∈D
! . τ ∗= inf
t ∈[ 0, T] :
t, ln
M(t)
x(t)
∈D
! . where the operator L is defined by where Y(t) = y under the probability Pt,x with (t, y) ∈[ 0, T] ×[ 0, ∞) given and fixed, and
Ts in general denotes the set of all F-stopping times τ ∈[ 0, s] for s > 0. In fact, U satisfies the following dynamic programming equation (or variational
inequalities) ⎧
⎪⎨
⎪⎩
max
{
L U, U −G} = 0, (t, y) ∈[ 0, T] ×[ 0, ∞),
subject to Uy(t, 0+) = 0,
t ∈[ 0, T),
U(T, y) = G(T, y), y ∈(0, ∞),
(16) (16) re the operator
L is defined by where the operator
L is defined by where the operator
L is defined by L f (t, y) = ft(t, y) −(ν + 2)fy(t, y) + 1
2fyy(t, y) + 2(ν + 1)f (t, y). Hence, the original problem is transferred into finding U. Since x(·) has stationary
independent increments and Y(·) is a Markovian process, we rewrite U(t, y) =
inf
0≤τ≤T−t E[ G(t + τ, Y y(τ))] , U(t, y) =
inf
0≤τ≤T−t E[ G(t + τ, Y y(τ))] , U(t, y) =
inf
0≤τ≤T−t E[ G(t + τ, Y y(τ))] , U(t, y) =
inf
0≤τ≤T−t E[ G(t + τ, Y y(τ))] , where Y(·) under P is explicitly given as where Y(·) under P is explicitly given as Y y(t) = y ∨ln
M(t)
x(t)
,
t ≥0. Y y(t) = y ∨ln
M(t)
x(t)
,
t ≥0. Theoretically, we have derived a region in which the venture capitalist may sell the
shares they hold, given the pre-determined relationship between her target return and the
expected maximum return. Page 7 of 10 Li et al. Financial Innovation (2017) 3:28 Theorem 1 The holding region is Conclusion This paper considers an optimal stopping time point for the investor who is expected
to maximize her personal utilities and to minimize the difference between the realized
return at the stopping point and her potentially maximum return. Our utility function of
a quadratic form is more general than that of a fraction form where the denominator may
be zero in Shiryaev et al. (2008). Furthermore, our investment problem, which includes
the portfolio in the drift and volatility terms of the dynamic systems, makes the problem
including multi-dimensional financial assets more realistic and meaningful. Results and discussion To investigate comparative statics, we present one numerical example in which we change
the value of the parameter α. Following the standard approach for estimating the above
problem via the finite difference approach, we solve the mathematical formulation given
in Eq. (16) by imposing a uniform grid on the (t, y) domain. A Crank-Nicolson scheme
is adopted for the discretization of the partial differential equation and the semi-infinite
interval for y is truncated at a sufficiently large value of y. The derivative boundary condi-
tion is discretized using a forward difference approximation. For the results shown below,
we take the grid spacing to be 0.005 for y and 0.001 for t dimensions. Let m = 3. The interest rate of the bond and the appreciation rate of the m stocks are
r = 0.05 and (b1, b2, b3)′ = (0.1, 0.12, 0.15)′, respectively, and the volatility matrix is σ =
⎡
⎢⎣
0.3000
0
0
0.2000 0.3464
0
0.2500 0.1443 0.4082
⎤
⎥⎦. Then Then θ := σ −1(b1 −r, b2 −r, b3 −r)′ = (0.1667, 0.1058, 0.1055)′. Using Theorem 1 and the parameter value of α ranging between 0.8 and 1, we observe
that the exit region decreases as the value of α increases, as shown by the combined
picture at the right-bottom corner of Fig. 1. Fig. 1 α = 0.8, 0.85, 0.9, 0.95, 1 Page 8 of 10 Li et al. Financial Innovation (2017) 3:28 Appendix A: expression of function G1 We now derive the explicit expression of the function G1, defined by We now derive the explicit expression of the f G1(t, y) = E
exp
max
y,
max
0≤u≤T−t(νu + B(u))
=
( ∞
y
ezdP
max
0≤u≤T−t(νu + B(u)) ≤z
+ eyP
max
0≤u≤T−t(νu + B(u)) ≤y
. Note that Note that P
max
0≤u≤T−t(νu + B(u)) ≤z
=
z−ν(T−t)
√
T−t
−e2νz
−z−ν(T−t)
√
T−t
. According to the standard normal distribution, we have ( ∞
y
ezd
z−ν(T−t)
√
T−t
=
( ∞
y
ez
1
√2π(T−t)e−(z−ν(T−t))2
2(T−t)
dz
= e(ν+ 1
2 )(T−t)
1 −
y−(ν+1)(T−t)
√
T−t
. Assume that ν ̸= −1
2. Then Assume that ν ̸= −1
2. Then
( ∞
y
ezd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
2νe(1+2ν)z
−z−ν(T−t)
√
T−t
dz +
( ∞
y
e(1+2ν)zd
−z−ν(T−t)
√
T−t
= −
2ν
1+2ν e(1+2ν)y
−y−ν(T−t)
√
T−t
−
1
1+2ν e
ν+ 1
2
(T−t)
1 −
y−(ν+1)(T−t)
√
T−t
. ( ∞
y
ezd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
2νe(1+2ν)z
−z−ν(T−t)
√
T−t
dz +
( ∞
y
e(1+2ν)zd
−z−ν(T−t)
√
T−t
= −
2ν
1+2ν e(1+2ν)y
−y−ν(T−t)
√
T−t
−
1
1+2ν e
ν+ 1
2
(T−t)
1 −
y−(ν+1)(T−t)
√
T−t
. Thus G1(t, y) = ey
y−ν(T−t)
√
T−t
−
1
1+2ν e(1+2ν)y
−y−ν(T−t)
√
T−t
+ 2(1+ν)
1+2ν e
ν+ 1
2
(T−t)
1 −
y−(ν+1)(T−t)
√
T−t
. n addition, note that when ν = −1
2,
( ∞
y
ezd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
ezd
e−z
−z−ν(T−t)
√
T−t
= −
( ∞
y
−z−ν(T−t)
√
T−t
dz +
( ∞
y
d
−z−ν(T−t)
√
T−t
= y
−y−ν(T−t)
√
T−t
−
√
T−t
√
2π e−(x+ν(T−t))2
2(T−t)
+ ν(T −t)
1 −
y+ν(T−t)
√
T−t
−
−y−ν(T−t)
√
T−t
. Appendix A: expression of function G1 G1(t, y) = ey
y−ν(T−t)
√
T−t
−
1
1+2ν e(1+2ν)y
−y−ν(T−t)
√
T−t
+ 2(1+ν)
1+2ν e
ν+ 1
2
(T−t)
1 −
y−(ν+1)(T−t)
√
T−t
. n addition, note that when ν = −1
2,
( ∞
y
ezd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
ezd
e−z
−z−ν(T−t)
√
T−t
= −
( ∞
y
−z−ν(T−t)
√
T−t
dz +
( ∞
y
d
−z−ν(T−t)
√
T−t
= y
−y−ν(T−t)
√
T−t
−
√
T−t
√
2π e−(x+ν(T−t))2
2(T−t)
+ ν(T −t)
1 −
y+ν(T−t)
√
T−t
−
−y−ν(T−t)
√
T−t
. G1(t, y) = ey
y−ν(T−t)
√
T−t
−
1
1+2ν e(1+2ν)y
−y−ν(T−t)
√
T−t
+ 2(1+ν)
1+2ν e
ν+ 1
2
(T−t)
1 −
y−(ν+1)(T−t)
√
T−t
. In addition, note that when ν = −1
2, Page 9 of 10 Li et al. Financial Innovation (2017) 3:28 Thus Thus G1(t, y) = 1 −
y−(ν+1)(T−t)
√
T−t
−y
−y−ν(T−t)
√
T−t
+
√
T−t
√
2π e−(y+ν(T−t))2
2(T−t)
−ν(T −t)
1 −
y+ν(T−t)
√
T−t
+ ey
y−ν(T−t)
√
T−t
. Appendix B: expression of function G2 Appendix B: expression of function G2 We now derive the explicit expression of the function G2, defined by We now derive the explicit expression of the function G2, defined by G2(t, y) = E
exp
max
y,
max
0≤u≤T−t(νu + B(u))
2
=
( ∞
y
e2zdP
max
0≤u≤T−t(νu + B(u)) ≤z
+e2yP
max
0≤u≤T−t(νu + B(u)) ≤y
. Note that P
max
0≤u≤T−t(νu + B(u)) ≤z
=
z−ν(T−t)
√
T−t
−e2νz
−z−ν(T−t)
√
T−t
. According to the standard normal distribution, we have ( ∞
y
e2zd
z−ν(T−t)
√
T−t
=
( ∞
y
e2z
1
√2π(T−t)e−(z−ν(T−t))2
2(T−t)
dz
= e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
. = e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
. Assume that ν ̸= −1. Then Assume that ν ̸= −1. Then Assume that ν ̸= −1. Then
( ∞
y
e2zd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
2νe2(1+ν)z
−z−ν(T−t)
√
T−t
dz +
( ∞
x
e2(1+ν)zd
−z−ν(T−t)
√
T−t
= −
ν
1+ν e2(1+ν)y
−y−ν(T−t)
√
T−t
−
1
1+ν e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
. Assume that ν ̸=
1. Then
( ∞
y
e2zd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
2νe2(1+ν)z
−z−ν(T−t)
√
T−t
dz +
( ∞
x
e2(1+ν)zd
−z−ν(T−t)
√
T−t
= −
ν
1+ν e2(1+ν)y
−y−ν(T−t)
√
T−t
−
1
1+ν e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
. Thus
G2(t, y) = e2y
y−ν(T−t)
√
T−t
−
1
1+2ν e2(1+ν)y
−y−ν(T−t)
√
T−t
+ 2+ν
1+ν e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
. Also, note that when ν = −1,
( ∞e2zd
e2νz
−z−ν(T−t) ( ∞
y
e2zd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
2νe2(1+ν)z
−z−ν(T−t)
√
T−t
dz +
( ∞
x
e2(1+ν)zd
−z−ν(T−t)
√
T−t
= −
ν
1+ν e2(1+ν)y
−y−ν(T−t)
√
T−t
−
1
1+ν e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
. = −
ν
1+ν e2(1+ν)y
−y−ν(T−t)
√
T−t
−
1
1+ν e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
. Competing interests Competing interests
The authors declare that they have no competing interests. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Appendix B: expression of function G2 Thus Thus G2(t, y) = e2y
y−ν(T−t)
√
T−t
−
1
1+2ν e2(1+ν)y
−y−ν(T−t)
√
T−t
+ 2+ν
1+ν e2(ν+1)(T−t)
1 −
y−(ν+2)(T−t)
√
T−t
.
√
Also, note that when ν = −1,
( ∞
y
e2zd
e2νz
−z−ν(T−t)
√
T−t
=
( ∞
y
e2zd
e−2z
−z−ν(T−t)
√
T−t
= −2
( ∞
y
−z−ν(T−t)
√
T−t
dz +
( ∞
y d
−z−ν(T−t)
√
T−t
= 2y
−y−ν(T−t)
√
T−t
−2
√
T−t
√
2π e−(y+ν(T−t))2
2(T−t)
+ 2ν(T −t)
1 −
y+ν(T−t)
√
T−t
−
−y−ν(T−t)
√
T−t
. Also, note that when ν = −1, Also, note that when ν = −1, Page 10 of 10 Li et al. Financial Innovation (2017) 3:28 Thus Thus G2(t, y) = 1 −
y−(ν+2)(T−t)
√
T−t
−2y
−y−ν(T−t)
√
T−t
+ 2
√
T−t
√
2π e−(y+ν(T−t))2
2(T−t)
−2ν(T −t)
1 −
y+ν(T−t)
√
T−t
+ e2y
y−ν(T−t)
√
T−t
. Author details
1 1Department of Applied Mathematics, The Hong Kong Polytechnic University, Hong Kong, China. 2School of
Mathematical Sciences, South China Normal University, Guangzhou, China. Received: 8 October 2017 Accepted: 2 November 2017 Funding Funding
This work is supported by Research Grants Council of Hong Kong under grant no. 519913 and 15224215, and National
Natural Science Foundation of China (No.11571124). Authors’ contributions
All authors read and approved the final manuscript. Authors’ contributions Authors contributions
All authors read and approved the final manuscript. All authors read and approved the final manuscript. References References
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Zhou XY, Li D (2000) Continuous-time mean-variance portfolio selection: A stochastic LQ framework. Appl Math Optim
42:19–33 Ceci C, Bassan B (2004) Mixed optimal stopping and stochastic control problems with semicontinuous final reward for
diffusion processes. Stochast Stochast Rep 76:323–337 Ceci C, Bassan B (2004) Mixed optimal stopping and stochastic control problems with semicontinuous final reward for
diffusion processes. Stochast Stochast Rep 76:323–337 Chang MH, Pang T, Yong J (2009) Optimal stopping problem for stochastic differential equations with random
coefficients. SIAM J Control Optim 48:941–971 Choi K, Koo H, Kwak D (2004) Optimal stopping of active portfolio management. Ann Econ Finance 5:93–126
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42:19–33 42:19–33
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https://openalex.org/W2065293282
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0062946&type=printable
|
English
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The Antimicrobial Compound Xantholysin Defines a New Group of Pseudomonas Cyclic Lipopeptides
|
PloS one
| 2,013
|
cc-by
| 15,898
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Received February 8, 2013; Accepted March 27, 2013; Published May 17, 2013 Received February 8, 2013; Accepted March 27, 2013; Published May 17, 2013 Copyright: 2013 Li et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by the KU Leuven Research Council Fund through a KU Leuven-Zhejiang University interuniversity SBA fellowship to WL and
grant GOA/011/2008 to RDM. The Fund for Scientific Research – Flanders (FWO-Vlaanderen) is gratefully acknowledged for a PhD fellowship and a postdoctoral
mandate to MDV and DS, respectively, and for joint research projects to AM and JCM (G.0901.10 and G.0422.13). Funding for mass spectrometry was obtained
from the Hercules Foundation of the Flemish Government (grant 20100225-7). The 700 MHz and 500 MHz NMR equipment are part of the Interuniversity NMR
Facility and are funded by the Flemish Government (FFEU-ZWAP) and the Hercules Foundation, respectively. The funders had no role in study design, data
collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: rene.demot@biw.kuleuven.be Wen Li1, Hassan Rokni-Zadeh1, Matthias De Vleeschouwer2,3, Maarten G. K. Ghequire1, Davy Sinnaeve2,
Guan-Lin Xie4, Jef Rozenski5, Annemieke Madder3, Jose´ C. Martins2, Rene´ De Mot1* Wen Li1, Hassan Rokni-Zadeh1, Matthias De Vleeschouwer2,3, Maarten G. K. Ghequire1, Davy Sinnaeve2,
Guan-Lin Xie4, Jef Rozenski5, Annemieke Madder3, Jose´ C. Martins2, Rene´ De Mot1* 1 Centre of Microbial and Plant Genetics, Department of Microbial and Molecular Systems, University of Leuven, Heverlee-Leuven, Belgium, 2 NMR and Structure Analysis
Unit, Department of Organic Chemistry, Ghent University, Gent, Belgium, 3 Organic and Biomimetic Chemistry Research Group, Department of Organic Chemistry, Ghent
University, Gent, Belgium, 4 State Key Laboratory of Rice Biology, Institute of Biotechnology, Zhejiang University, Hangzhou, China, 5 Laboratory of Medicinal Chemistry,
Rega Institute for Medical Research, University of Leuven, Leuven, Belgium Citation: Li W, Rokni-Zadeh H, De Vleeschouwer M, Ghequire MGK, Sinnaeve D, et al. (2013) The Antimicrobial Compound Xantholysin Defines a New Group of
Pseudomonas Cyclic Lipopeptides. PLoS ONE 8(5): e62946. doi:10.1371/journal.pone.0062946 Abstract The rhizosphere isolate Pseudomonas putida BW11M1 produces a mixture of cyclic lipopeptide congeners, designated
xantholysins. Properties of the major compound xantholysin A, shared with several other Pseudomonas lipopeptides,
include antifungal activity and toxicity to Gram-positive bacteria, a supportive role in biofilm formation, and facilitation of
surface colonization through swarming. Atypical is the lipopeptide’s capacity to inhibit some Gram-negative bacteria,
including several xanthomonads. The lipotetradecadepsipeptides are assembled by XtlA, XtlB and XtlC, three co-linearly
operating non-ribosomal peptide synthetases (NRPSs) displaying similarity in modular architecture with the entolysin-
producing enzymes of the entomopathogenic Pseudomonas entomophila L48. A shifted serine-incorporating unit in the
eight-module enzyme XtlB elongating the central peptide moiety not only generates an amino acid sequence differing at
several equivalent positions from entolysin, but also directs xantholysin’s macrocyclization into an octacyclic structure,
distinct from the pentacyclic closure in entolysin. Relaxed fatty acid specificity during lipoinitiation by XtlA (acylation with 3-
hydroxydodec-5-enoate instead of 3-hydroxydecanoate) and for incorporation of the ultimate amino acid by XtlC (valine
instead of isoleucine) account for the production of the minor structural variants xantholysin C and B, respectively. Remarkably, the genetic backbones of the xantholysin and entolysin NRPS systems also bear pronounced phylogenetic
similarity to those of the P. putida strains PCL1445 and RW10S2, albeit generating the seemingly structurally unrelated cyclic
lipopeptides putisolvin (undecapeptide containing a cyclotetrapeptide) and WLIP (nonapeptide containing a cyclohepta-
peptide), respectively. This similarity includes the linked genes encoding the cognate LuxR-family regulator and tripartite
export system components in addition to individual modules of the NRPS enzymes, and probably reflects a common
evolutionary origin. Phylogenetic scrutiny of the modules used for selective amino acid activation by these synthetases
indicates that bacteria such as pseudomonads recruit and reshuffle individual biosynthetic units and blocks thereof to
engineer reorganized or novel NRPS assembly lines for diversified synthesis of lipopeptides. Citation: Li W, Rokni-Zadeh H, De Vleeschouwer M, Ghequire MGK, Sinnaeve D, et al. (2013) The Antimicrobial Compound Xantholysin Defines a New Group of
Pseudomonas Cyclic Lipopeptides. PLoS ONE 8(5): e62946. doi:10.1371/journal.pone.0062946
Editor: Yung Fu Chang Cornell University United States of America Editor: Yung-Fu Chang, Cornell University, United States of America Identification of P. putida BW11M1 Mutants Lacking Anti-
Xanthomonas Activity y
To identify mutants lacking anti-Xanthomonas activity, a P. putida
BW11M1 plasposon mutant library [35] was screened using X. alfalfae subsp. alfalfae LMG 497 as indicator strain. Mutants lacking
anti-LMG 497 activity were isolated and subjected to plasposon
rescue [36] for subsequent sequencing of plasposon-flanking DNA
(Table S1). The majority of the mutants (23 out of 34) was
interrupted in genes showing similarity to NRPS genes, in
particular to those of Pseudomonas entomophila L48 encoding the
enzymes EtlA, EtlB and EtlC that synthesize the cyclic lipopeptide
entolysin [10]. In mutant CMPG2201, a BW11M1 gene was hit
that showed homology to etlR, the etlA-linked regulatory gene
required for entolysin production [10]. In addition to these
clustered
insertions
pointing
to
biosynthesis
of
a
putative
(lipo)peptide,
additional
mutations
in
unlinked
genes
were
identified (Table S1). Although to be confirmed by phenotypic
complementation with the respective wild-type genes, these
mutations suggest that modified cell envelope characteristics
(lipopolysaccharide, exopolysaccharide,
large surface protein)
may impair secretion of the secondary metabolite and that its
production may be triggered by stress factors (recB and clpB
mutants). The latter would be in line with the involvement of
DnaK and ClpP in the production of the lipopeptides putisolvin by
P. putida [37] and massetolide by P. fluorescens [15], respectively. Several Pseudomonas lipopeptides are harmful to fungi and
oomycetes but their antibacterial activities are mostly confined
to Gram-positive bacteria, while in general Gram-negative
bacteria seem to be better protected by their different cell
envelope architecture with a surface-exposed outer membrane
[24]. It was noted, however, that a number of Xanthomonas
species
are susceptible
to
the cyclic
lipopeptide
WLIP,
a
member of the viscosin group, produced by Pseudomonas putida
RW10S2 [17], Pseudomonas fluorescens LMG 5329 [18], and
Pseudomonas aurantiaca PB-St2 [25]. The c-proteobacterial genus
Xanthomonas
represents
a
major
group
of
plant-associated
bacteria, most of which cause plant diseases of economically
important mono- and dicot crops [26,27]. In a recent survey,
three of its species were ranked among the top ten pathogenic
bacteria of scientific and economic interest [28]. In plant
environments, competition for nutrients and space are likely to
occur between Xanthomonas and Pseudomonas as metagenomic
surveys have revealed that both genera of c-proteobacteria
constitute an important fraction of the microbial communities in
the rhizosphere and phyllosphere of diverse plants [29–32]. Xanthomonad-inhibitory Activity of P. putida BW11M1 Xanthomonad-inhibitory Activity of P. putida BW11M1 Xanthomonad-inhibitory Activity of P. putida BW11M1
Screening of a collection of Pseudomonas strains isolated from
tropical crop roots [33] revealed a broad xanthomonad-inhibitory
activity for the banana rhizosphere isolate P. putida BW11M1. Using an agar diffusion assay, spotted BW11M1 cells produced a
growth inhibition halo with pathovars of different Xanthomonas
species as indicator overlay (Fig. 1). The growth inhibitory pattern
for some of these strains, such as X. translucens pv. cerealis LMG 679
and X. vasicola pv. musacearum LMG 785, consists of a clear halo
surrounded
by
a
larger
somewhat
turbid
halo,
suggesting
sensitivity to more than one BW11M1 metabolite. As strain
BW11M1 is capable of killing pseudomonads by production of the
lectin-like toxin LlpA [34], it was verified whether this bacteriocin
might also be responsible for the observed growth inhibition of
xanthomonads, phylogenetic relatives of pseudomonads. Howev-
er, the latter antagonism was not affected in a BW11M1 llpA
mutant [35] and an Escherichia coli strain producing recombinant
LlpA [35] displayed no activity against Xanthomonas species,
demonstrating LlpA not to be involved (data not shown). Furthermore, halo formation was not abolished by a non-specific
protease spotted close to BW11M1 producer cells, pointing to a
non-proteinaceous nature of the molecule(s) causing halo forma-
tion in the lawn of Xanthomonas cells (data not shown). The Pseudomonas biosynthetic genes for syringomycin, syringo-
peptin, syringafactin, arthrofactin, viscosin, orfamide, massetolide,
putisolvin, entolysin, WLIP, and cichofactin have been described
[5,8–18]. The encoded nonribosomal peptide synthetases (NRPSs)
are composed of multiple modules, each consisting of an
adenylation (A) domain responsible for amino acid selection and
activation, a thiolation (T) domain responsible for thioesterifica-
tion of the activated substrate, and a condensation (C) domain that
catalyzes peptide bond formation between two amino acids. The
starter condensation domain in the initiating enzyme (C1)
catalyzes acylation of the first amino acid, thereby linking the
lipid moiety to the oligopeptide [19,20]. Most known Pseudomonas
lipopeptide systems are of Type A, obeying the ‘‘co-linearity rule’’. This indicates that the order and number of the NRPS modules
are co-linear to the amino acid sequence of the peptide product
[5,21]. Another characteristic is the frequent occurrence of a
tandem thioesterase (TE) domain in the terminating NRPS
domain required for release, usually with concomitant cyclization,
of the mature peptide product [6]. Xanthomonad-inhibitory Activity of P. putida BW11M1 Multiple D-configured amino
acids have been identified in Pseudomonas lipopeptides with known
stereochemistry, but the corresponding synthetases lack standalone
epimerization (E) domains, as found in for instance Bacillus
lipopeptide NRPSs [6] or Pseudomonas pyoverdine synthetases [22]. This is attributed to the activity of dual C/E domains with
embedded L-to-D epimerization capacity acting on an amino acid
loaded on the T domain of a previous module [23]. Introduction pyoluteorin, or lipopeptides [2]. Together with Bacillus, Pseudomonas
are prominent producers of lipopeptides with a range of different
biological activities: antagonism of microbial competitors, protec-
tion against predators, facilitation of surface motility, biofilm
formation, contribution to virulence of plant pathogens, triggering
of the defense response in plants [3]. Certain genera of soil-dwelling and plant-associated bacteria,
such as Streptomycetes, Myxobacteria, Bacilli, Pseudomonads,
and Burkholderia, display a highly versatile secondary metabolism
and, hence, have proven valuable sources for structurally very
diverse metabolites with useful biological activities, including
antibiotics. Whereas Streptomyces and other actinomycetes are
major producers of clinical antibiotics, several antimicrobials from
other soil bacteria, such as Bacillus and Pseudomonas, contribute to
their capacity to suppress fungal plant diseases [1]. Such
biocontrol effect on phytopathogenic fungi by Pseudomonas strains
has been ascribed to in situ production of structurally diverse
molecules: 2,4-diacetylphloroglucinol, phenazines, pyrrolnitrin, Based on similarities in peptide length (ranging from 8 to 25
residues) and amino acid sequence, many of the lipopeptides
produced by Pseudomonas strains can be assigned to specific groups,
each named after a prototype compound: viscosin, amphisin,
syringomycin, syringopeptin, or tolaasin [4–6]. The largest group
with six subtypes is represented by viscosin and its analogs
massetolide, viscosinamide, pseudodesmin, pseudophomin, and May 2013 | Volume 8 | Issue 5 | e62946 May 2013 | Volume 8 | Issue 5 | e62946 1 PLOS ONE | www.plosone.org Antimicrobial Pseudomonas putida Lipopeptide Results and Discussion WLIP (white line-inducing principle). In addition, several ‘orphan’
lipopeptides not belonging to one of the known families have been
described, namely putisolvin [7], orfamide [8], syringafactin [9],
and entolysin [10]. Quite often a particular Pseudomonas strains can
produce variants of a particular lipopeptide by attaching a
different fatty acid or by incorporation of a similar amino acid
at a certain position due to relaxed substrate specificity of the
biosynthetic enzymes. With the exception of syringafactins and its
analogs, cichofactins [11], all of these molecules are cyclic
lipopeptides, as they contain a macrocyclic lactone ring of variable
size formed between the carboxyterminal residue of the peptide
and an internal amino acid (serine or threonine). Identification of P. putida BW11M1 Mutants Lacking Anti-
Xanthomonas Activity This
report describes the characterization of Xanthomonas-antagonistic
activity of Pseudomonas putida BW11M1, a strain isolated from
banana rhizosphere in Sri Lanka, revealing the involvement of a
new type of lipopeptide. Further analysis focused on the NRPS-related genes of P. putida
BW11M1 apparently involved in biosynthesis of the substance
inhibitory to Xanthomonas, tentatively designated xantholysin. In
view of the anticipated large genomic DNA regions encoding
multi-modular megasynthases, a fosmid library of genomic
BW11M1 fragments was constructed. NRPS-specific PCR primers
were designed based on the plasposon-flanking DNA sequences for
the NRPS mutants listed in Table S1. Three amplicon-positive
fosmids, pCMPG6126, pCMPG6127 and pCMPG6128 with
estimated insert sizes of about 38 kb, 41 kb, and 40 kb respec-
tively, were selected. Sequence analysis of a shotgun library
constructed for the three pooled fosmids yielded six insert contigs
that enabled the localization of three NRPS genes, designated xtlA, PLOS ONE | www.plosone.org May 2013 | Volume 8 | Issue 5 | e62946 2 Antimicrobial Pseudomonas putida Lipopeptide Figure 1. Growth inhibition of Xanthomonas species by P. putida BW11M1. Spotted BW11M1 cells (2 ml of 107 CFU/ml) were overlayed with
Xanthomonas indicator cells. (A) X. alfalfae subsp. alfalfae LMG 497; (B) X. axonopodis pv. manihotis LMG 784; (C) X. hortorum pv. hederae LMG 7411;
(D) X. sacchari LMG 471; (E) X. translucens pv. cerealis LMG 679; (F) X. translucens pv. graminis LMG 726; (G) X. translucens pv. hordei LMG 737; (H) X. vasicola pv. holcicola LMG 736; (I) X. vasicola pv. musacearum LMG 785. doi:10.1371/journal.pone.0062946.g001 Figure 1. Growth inhibition of Xanthomonas species by P. putida BW11M1. Spotted BW11M1 cells (2 ml of 107 CFU/ml) were overlayed with
Xanthomonas indicator cells. (A) X. alfalfae subsp. alfalfae LMG 497; (B) X. axonopodis pv. manihotis LMG 784; (C) X. hortorum pv. hederae LMG 7411;
(D) X. sacchari LMG 471; (E) X. translucens pv. cerealis LMG 679; (F) X. translucens pv. graminis LMG 726; (G) X. translucens pv. hordei LMG 737; (H) X. vasicola pv. holcicola LMG 736; (I) X. vasicola pv. musacearum LMG 785. doi:10.1371/journal.pone.0062946.g001 this approach revealed that the XtlA-C1 domain clusters with
known starter domains in Pseudomonas lipopeptide synthetases (Fig. S1), suggesting it to attach a fatty acid to the first amino acid. Only
two domains (XtlC-C12, XtlC-C13) are predicted to be conven-
tional C domains, the remaining eleven C domains being assigned
to the C/E type (Fig. 2). Features of the P. putida BW11M1 NRPS System Required
for Xanthomonas Inhibition The termination module of XtlC harbors two thioesterase
domains (TE1/TE2 tandem) which is similar to most known
Pseudomonas lipopeptide biosynthesis systems, except for the
syringomycin group [6,43,44] (Fig. 2). Such thioesterase tandem
also occurs in LybB from the c-proteobacterium Lysobacter sp. ATCC 53042 that catalyzes release and concomitant macro-
cyclization of the peptide lysobactin by its TE1 domain, while TE2
serves to deacylate misprimed T domains [42]. Analysis of
thioesterase domains from several Pseudomonas strains (Fig. S2)
shows that XtlC TE1 and TE2 domains indeed form separate
clusters and the pairwise similarities with the LybB domains
suggest a possible thioesterase task division between product
formation (TE1) and repair (TE2). The better sequence conser-
vation among TE2 domains compared to the TE1 sequences
(visualized by tighter TE2 clustering in Fig. S2) favors such general
editing function. Possibly, the TE1 catalytic activity for depsi-bond
formation co-evolved stronger for various peptide substrates in
which lactone rings of different sizes are formed between a
terminal residue and an internal serine or threonine. The
hydroxylated side-chain of the sole serine residue predicted for
xantholysin represents a likely candidate site for cyclization. In silico analysis revealed that the three NRPSs from strain
BW11M1, designated XtlA, XtlB and XtlC, comprise two, eight
and four modules, respectively, each composed of a condensation
(C), adenylation (A) and thiolation (T) domain (Fig. 2). A
thioesterase (TE) domain tandem is located at the carboxyterminal
end of XtlC. This architecture is quite similar to the P. entomophila
biosynthetic system EtlA-EtlB-EtlC assembling the cyclic lipote-
tradecapeptide entolysin [10]. The level of pairwise amino acid
sequence identities for XtlA/EtlA (75%), XtlB/EtlB (69%), and
XtlC/EtlC (72%) further suggests that a different lipopeptide is
synthesized by the sequential actions of the initiatory enzyme
XtlA, XtlB and the terminating enzyme XtlC. From comparison of empirical data on the adenylating activities
of NRPS enzymes it has become possible to make enzyme primary
sequence-based predictions about the kind of substrate that is
loaded onto a specific module. The NPRSpredictor2 tool reports
the probable A-domain selectivity by comparative analysis of a 10-
amino acid diagnostic motif contained within the 34-amino acid
active site signature sequence ([38]; Table S2). An alternative
approach consists of a phylogenetic comparison of novel A
domains with those of functionally characterized NRPS systems,
which was carried out here for the known Pseudomonas lipopeptide
systems (Fig. 3). Features of the P. putida BW11M1 NRPS System Required
for Xanthomonas Inhibition Application of both approaches suggested the
following sequence for the peptide moiety in xantholysin: Leu-
Glu/Asp-Gln-Val-Leu/Ile-Gln-Ser-Val-Leu/Ile-Gln-Leu-Leu-
Gln-Ile/Val/Leu. The Asp residue at the second position,
suggested by NRPSpredictor2 analysis (Table S2), deviates from
the phylogeny-based inference (Glu). The peptide sequence of
entolysin A differs from the xantholysin prediction in at least six
positions (underlined): Leu-Glu-Gln-Val-Leu-Gln-Val-Leu-Gln-
Ser-Val-Leu-Ser-Ile [10,39]). Identification of P. putida BW11M1 Mutants Lacking Anti-
Xanthomonas Activity Such quantitative predominance of C/E
domains over regular C domains is a prominent feature of
Pseudomonas lipopeptide biosynthetic systems (Fig. S1), which
typically lack standalone epimerizing domains. In principal, a
C/E domain epimerizes the configuration of the amino acid that is
loaded onto the T domain of the previous module [23,42]. This
analysis suggests that most of the xantholysin residues would be in
the D configuration. However, a certain number of deviations
from such sequence-based prediction of Ca-epimerization have
been noted among Pseudomonas lipopeptides [8,15,17] and the
predicted stereochemistry requires experimental validation. xtlB and xtlC (acronym xtl referring to xanthomonad-lytic activity),
in two unlinked DNA regions (Fig. 2). All the plasposon insertions
in the NRPS mutants are confined to these three genes. In
addition, a putative regulatory gene interrupted in mutant
CMPG2201, designated xtlR, is located upstream and oriented
divergently of xtlA. Several Pseudomonas strains contain similarly
organized three-membered NRPS systems consisting of an
initiatory NRPS gene linked with a cognate LuxR-family gene,
but located remotely from the operon with the two other NRPS
genes. This
genetic
backbone
structure
was
described
for
biosynthesis of viscosin [14], massetolide [15], entolysin [10],
and WLIP [17,18]. This pronounced analogy suggested that a
non-ribosomal peptide is the likely product of the xtl-encoded
NRPSs. Xantholysin Production is Dependent on a Cognate
LuxR-family Regulator 3) and assuming consecutive co-linear biosynthesis by XtlA, XtlB and XtlC. The experimentally
determined structure of the main biosynthetic product, xantholysin A, is shown. doi:10.1371/journal.pone.0062946.g002 The XtlD-XtlE-XtlF system and its counterparts in other
lipopeptide-producing pseudomonads are similar to the ATP-
dependent tripartite macrolide efflux transporter MacA-MacB-
TolC system of E. coli [49], with the OprM-like outer membrane
proteins such as XtlF presumably operating as TolC equivalents in
these pseudomonads [50]. These putative BW11M1 transporter
components also showed the highest similarity to those of the
entolysin
system
(Fig. S3.B). Inactivation
of
the
Mac-like
Pseudomonas genes downstream of the putisolvin [16], arthrofactin
[47], and syringopeptin [51] biosynthetic operons cause strongly
reduced but not completely abolished lipopeptide production,
indicating a major but non-exclusive role in export. Such
redundancy in lipopeptide export capacity may explain why no
xantholysin
null
mutants
with
insertions
in
these
putative
transporter genes were identified. The involvement of an OprM
homologue in lipopeptide production by Pseudomonas has not yet
been experimentally verified. With its closest homologue, EtlR of P. entomophila required for
entolysin production [10], XtlR shares 75% amino acid identity. To confirm the involvement of XtlR in regulation of xantholysin
production,
mutant
CMPG2201
was
transformed
with
pCMPG6204, carrying a cloned wild-type copy of xtlR. The
complemented
mutant
CMPG2201
showed
anti-Xanthomonas
activity but somewhat lower than wild-type level (Fig. 4A). A
regulatory role for the equivalent genes was also reported for
production of syringafactin (syfR; [9]), putisolvin (psoR; [16]),
viscosin (viscAR; [45]), arthrofactin (arfF; [46]), and WLIP (wlpR;
[17]). A
downstream-positioned
LuxR-type
regulator
gene
(viscBCR; [45]) is also involved in viscosin production, but its
counterpart
(pspto2833)
is
not
required
for
production
of
syringafactin [9]. No additional gene similar to viscBCR is present
downstream of the xtlBC operon (data not shown), which is also the
case for the wlpBC (WLIP) and etlBC (entolysin) operons [10,17]. The XtlD-XtlE-XtlF system and its counterparts in other
lipopeptide-producing pseudomonads are similar to the ATP-
dependent tripartite macrolide efflux transporter MacA-MacB-
TolC system of E. coli [49], with the OprM-like outer membrane
proteins such as XtlF presumably operating as TolC equivalents in
these pseudomonads [50]. These putative BW11M1 transporter
components also showed the highest similarity to those of the
entolysin
system
(Fig. S3.B). Xantholysin Production is Dependent on a Cognate
LuxR-family Regulator Inactivation
of
the
Mac-like
Pseudomonas genes downstream of the putisolvin [16], arthrofactin
[47], and syringopeptin [51] biosynthetic operons cause strongly
reduced but not completely abolished lipopeptide production,
indicating a major but non-exclusive role in export. Such
redundancy in lipopeptide export capacity may explain why no
xantholysin
null
mutants
with
insertions
in
these
putative
transporter genes were identified. The involvement of an OprM
homologue in lipopeptide production by Pseudomonas has not yet
been experimentally verified. Transporter Genes are Clustered with the Xantholysin
Biosynthetic Genes The Antibacterial Activity of Xantholysin is not Restricted
to Xanthomonads Xantholysin Production is Dependent on a Cognate
LuxR-family Regulator The divergently transcribed gene upstream of xtlA, inactivated
in mutant CMPG2201 is predicted to encode a LuxR-family
protein (Fig. 2). Genes encoding such LuxR-type regulators have
been identified near the coding regions of most Pseudomonas
lipopeptide-synthesizing NRPS genes [45]. These proteins, specif-
ically controlling lipopeptide production, constitute a subfamily of
regulators that lack a N-acylhomoserine lactone-binding domain
and, consequently, are not involved in quorum sensing. The
putative regulator of P. putida BW11M1, tentatively designated
XtlR, clearly belongs to this sub-group of regulators (Fig. S3.A). Different types of C domains can be discerned by sequence-
based phylogenetic analysis [10,15,17,18,40,41]. Application of May 2013 | Volume 8 | Issue 5 | e62946 3 PLOS ONE | www.plosone.org 3 Antimicrobial Pseudomonas putida Lipopeptide Figure 2. Xantholysin biosynthetic gene clusters of P. putida BW11M1. The organization of the genomic regions with the xantholysin
synthetases genes (xtlA, xtlB and xtlC), the associated regulatory gene (xtlR) and putative export genes (xtlD, xtlE and xtlF) is shown (GenBank
accession numbers: KC297505 (xtlFRA); KC297506 (xtlBCDE), together with the position of the sequenced fosmid-cloned genomic fragments. Plasposon insertion sites generating mutants without antagonistic activity X. alfalfae subsp. alfalfae LMG 497 are indicated (solid lines). Mutants
selected for further phenotypic characterization are highlighted in blue font. For the encoded NRPS enzymes, the modular composition and domain
architecture is visualized. The predicted amino acid sequence is based on the substrate specificity of the 14 modules, as inferred by phylogenetic
analysis of Pseudomonas A-domain sequences (Fig. 3) and assuming consecutive co-linear biosynthesis by XtlA, XtlB and XtlC. The experimentally
determined structure of the main biosynthetic product, xantholysin A, is shown. doi:10.1371/journal.pone.0062946.g002 Figure 2. Xantholysin biosynthetic gene clusters of P. putida BW11M1. The organization of the genomic regions with the xantholysin
synthetases genes (xtlA, xtlB and xtlC), the associated regulatory gene (xtlR) and putative export genes (xtlD, xtlE and xtlF) is shown (GenBank
accession numbers: KC297505 (xtlFRA); KC297506 (xtlBCDE), together with the position of the sequenced fosmid-cloned genomic fragments. Plasposon insertion sites generating mutants without antagonistic activity X. alfalfae subsp. alfalfae LMG 497 are indicated (solid lines). Mutants
selected for further phenotypic characterization are highlighted in blue font. For the encoded NRPS enzymes, the modular composition and domain
architecture is visualized. The predicted amino acid sequence is based on the substrate specificity of the 14 modules, as inferred by phylogenetic
analysis of Pseudomonas A-domain sequences (Fig. The Antibacterial Activity of Xantholysin is not Restricted
to Xanthomonads The genes downstream of xtlC (xtlD-xtlE) and xtlR (xtlF)
potentially encode components of an export system for xantholysin
(Fig. 2). This genomic organization, with equivalent genes flanking
the initiating and terminating NRPS genes, is a recurrent theme
for several Pseudomonas lipopeptide gene clusters [10,15–18,47,48]. X. alfalfae subsp. alfalfae LMG 497 was used as an indicator
strain to identify BW11M1 mutants lacking xantholysin produc-
tion. To
assess
whether
the
observed
inhibition
of
other
Xanthomonas strains also relies on this lipopeptide system, repre- May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 4 Antimicrobial Pseudomonas putida Lipopeptide sentative anti-LMG 497 null mutants with a disrupted xtlA, xtlB,
the BW11M1 spot for sensitive strains such as X. axonopodis pv. Figure 3. Phylogeny-based substrate specificity prediction of xantholysin synthetases. Cladogram of maximum-likelihood tree inferred
from amino acid sequence alignment of adenylation (A) domains extracted from functionally characterized Pseudomonas NRPSs. Lipopeptide-specific
codes used for NRPS enzymes: Arf (arthrofactin, P. fluorescens MIS38); Etl (entolysin, P. entomophila L48); Mass (massetolide, P. fluorescens SS101); Ofa
(orfamide, P. fluorescens Pf-5); Pso (putisolvin, P. putida PCL1445); Syf (syringafactin, P. syringae DC3000); Syp (syringopeptin, P. syringae pv. syringae
B301D); Syr (syringomycin, P. syringae pv. syringae strain B301D); Visc (viscosin, P. fluorescens SBW25); Wip (WLIP, P. fluorescens LMG 5329); Wlp (WLIP,
P. putida RW10S2); Xtl (xantholysin, P. putida BW11M1; highlighted in larger bold font). For each domain the substrate specificity is indicated in
parentheses using the standard amino acid three-letter code (for xantholysin, as determined in this work). Non-protein amino acids are annotated as
follows: allo-threonine (aTHR); 2,3-dehydro-2-aminobutyric acid (DHB); 2,4-diaminobutyric acid (DAB); 3-hydroxyaspartate (OH-ASP); unidentified
residue (Leu or Ile) in putisolvin II (XLE). Clusters comprising xantholysin domains are highlighted in different colors. The tree was rooted with the
divergent SyrB1 domain. doi:10.1371/journal.pone.0062946.g003 Figure 3. Phylogeny-based substrate specificity prediction of xantholysin synthetases. Cladogram of maximum-likelihood tree inferred
from amino acid sequence alignment of adenylation (A) domains extracted from functionally characterized Pseudomonas NRPSs. Lipopeptide-specific
codes used for NRPS enzymes: Arf (arthrofactin, P. fluorescens MIS38); Etl (entolysin, P. entomophila L48); Mass (massetolide, P. fluorescens SS101); Ofa
(orfamide, P. fluorescens Pf-5); Pso (putisolvin, P. putida PCL1445); Syf (syringafactin, P. syringae DC3000); Syp (syringopeptin, P. syringae pv. syringae
B301D); Syr (syringomycin, P. syringae pv. syringae strain B301D); Visc (viscosin, P. fluorescens SBW25); Wip (WLIP, P. fluorescens LMG 5329); Wlp (WLIP,
P. putida RW10S2); Xtl (xantholysin, P. The Antibacterial Activity of Xantholysin is not Restricted
to Xanthomonads putida BW11M1; highlighted in larger bold font). For each domain the substrate specificity is indicated in
parentheses using the standard amino acid three-letter code (for xantholysin, as determined in this work). Non-protein amino acids are annotated as
follows: allo-threonine (aTHR); 2,3-dehydro-2-aminobutyric acid (DHB); 2,4-diaminobutyric acid (DAB); 3-hydroxyaspartate (OH-ASP); unidentified
residue (Leu or Ile) in putisolvin II (XLE). Clusters comprising xantholysin domains are highlighted in different colors. The tree was rooted with the
divergent SyrB1 domain. doi:10 1371/journal pone 0062946 g003 the BW11M1 spot for sensitive strains such as X. axonopodis pv. manihotis LMG 784 (Fig. 4A). For strains such as X. translucens pv. cerealis LMG 679 with two concentric growth-inhibitory halo’s,
only the smaller clear halo disappeared. The latter was restored sentative anti-LMG 497 null mutants with a disrupted xtlA, xtlB,
xtlC or xtlR gene, were assayed for antagonism against other
Xanthomonas strains (Table S3). The lack of xantholysin production
coincided with disappearance of the single clear halo surrounding May 2013 | Volume 8 | Issue 5 | e62946 May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 5 PLOS ONE | www.plosone.org Antimicrobial Pseudomonas putida Lipopeptide Figure 4. Phenotypes of P. putida BW11M1 and xantholysin-deficient mutants. (A) Antagonistic activity against X. axonopodis pv. manihotis
LMG 784. (B) Antagonistic activity against X. translucens pv. cerealis LMG 679. (C) Formation of brown blotch on sliced Agaricus bisporus tissue. (D)
Hemolysis on horse blood TSB agar plate. (E) Swarming on 0.8% TSB agar plate. (F) Biofilm formation on pegs visualized by staining of adherent cells. WT: BW11M1 wild type; xtlA, xtlB, xtlC, and xtlR: mutants CMPG2183, CMPG2187, CMPG2198, and CMPG2201, respectively; xltR+: mutant CMPG2201
with pCMPG6204 containing xtlR of P. putida BW11M1. The phenotypes shown for the selected xtlA, xtlB and xtlC mutants are representative for the
other xtl NRPS mutants (Table S1). The quantitative data for biofilm formation are shown in Fig. 5. doi:10.1371/journal.pone.0062946.g004 Figure 4. Phenotypes of P. putida BW11M1 and xantholysin-deficient mutants. (A) Antagonistic activity against X. axonopodis pv. manihotis
LMG 784. (B) Antagonistic activity against X. translucens pv. cerealis LMG 679. (C) Formation of brown blotch on sliced Agaricus bisporus tissue. (D)
Hemolysis on horse blood TSB agar plate. (E) Swarming on 0.8% TSB agar plate. (F) Biofilm formation on pegs visualized by staining of adherent cells. Antimicrobial Pseudomonas putida Lipopeptide when assaying the complemented xtlR mutant, also linking this
phenotype to xantholysin production (Fig. 4B). With these
indicator strains, the larger turbid halo remained visible but the
zone of inhibition caused by the BW11M1 mutants was somewhat
reduced compared to the wild type (Table S3). The sensitivity of
xanthomonads to xantholysin from P. putida BW11M1 shows
qualitative and quantitative differences compared to WLIP-
mediated inhibition by P. putida RW10S2 [17]. For instance,
growth of the strain most sensitive to WLIP, X. citri pv. malvacearum
LMG 761, is only weakly affected by xantholysin production
(Table S3). when assaying the complemented xtlR mutant, also linking this
phenotype to xantholysin production (Fig. 4B). With these
indicator strains, the larger turbid halo remained visible but the
zone of inhibition caused by the BW11M1 mutants was somewhat
reduced compared to the wild type (Table S3). The sensitivity of
xanthomonads to xantholysin from P. putida BW11M1 shows
qualitative and quantitative differences compared to WLIP-
mediated inhibition by P. putida RW10S2 [17]. For instance,
growth of the strain most sensitive to WLIP, X. citri pv. malvacearum
LMG 761, is only weakly affected by xantholysin production
(Table S3). several ascomycetes, the basidiomycete Rhizoctonia solani was also
growth-inhibited. P. putida BW11M1 cells applied on the sliced
fruiting body of the basidiomycete Agaricus bisporus [52] resulted in
discoloration. This
tissue
damage
was
not
visible
for
the
xantholysin-deficient mutants, indicating it to be dependent on
xantholysin production (Fig. 4C). Tissue discoloration was also
observed for the complemented xtlR mutant CMPG2201 carrying
pCMPG6204. No such blotch-like symptoms were observed
following application of a BW11M1 cell suspension onto intact
mushroom caps (data not shown). Antifungal
activity
has
been
reported
for
several
cyclic
lipopeptides belonging to different structural groups [3]. These
include tolaasin, a mycotoxin from the mushroom pathogen P. tolaasii, and its analog sclerosin [53–55], amphisin [56], viscosina-
mide [57], thanamycin (syringomycin group; [58]), and syringo-
peptin [59]. Immobilization and lysis of oomycete zoospores is
caused by several viscosin-group members [3]. The in vitro
antifungal activity of entolysin has not been investigated, but
production of entolysin is not involved in the biocontrol activity of
P. entomophila L48 in a Pythium ultimum/cucumber setup [10]. To
further
examine
the
antibacterial
capacity
of
strain
BW11M1 and the role played by xantholysin production in this,
an expanded indicator panel composed of Gram-negative and
Gram-positive bacteria (Table S4) was tested against BW11M1
wild type and selected mutants. P. Hemolytic Activity of P. putida BW11M1 is Mediated by
Xantholysin Hemolytic activity has been reported for a number of
lipopeptides
[10,17,48,54]. This
phenotype
can
be
readily
visualized by formation of a discoloured halo surrounding a
colony grown on blood agar. P. putida BW11M1 also shows
hemolytic activity, whereas mutants deficient in anti-Xanthomonas
activity are devoid of it (Fig. 4D). In the complemented xtlR
mutant
CMPG2201
carrying
pCMPG6204,
hemolysis
was
restored, in parallel with anti-Xanthomonas activity (Fig. 4A, 4B),
thus identifying xantholysin as the hemolytic factor produced by
strain BW11M1. Hemolysis by the structurally related lipopeptide
entolysin does not contribute to virulence of its entomopathogenic
producer [10]. Growth of most of the Gram-positive bacteria strains tested
(seven out of nine) was inhibited by strain BW11M1: the firmicutes
Bacillus megaterium ATCC 13632, Bacillus subtilis LMG 7135 and
Staphylococcus aureus ATCC 6358, and the actinomycetes Mycobac-
terium smegmatis DSM 43756, Rhodococcus erythropolis N11, Streptomyces
coelicolor A3(2) and Streptomyces lividans TK24. The residual
antagonistic activity towards these Gram-positive bacteria dis-
played by the xantholysin-deficient mutants again points to
production of (an)other growth-inhibitory factor(s) by P. putida
BW11M1 (Table S3). The antagonistic activity conferred by
xantholysin production based on mutant analysis was confirmed
for selected strains with purified xantholysin (purification described
below; Fig. S4). When testing this sample against rice pathogen X. oryzae pv. oryzae, strains PXO99 and PXO112 proved sensitive,
whereas growth of strain PXO340 was not affected (data not
shown). Antimicrobial Pseudomonas putida Lipopeptide putida BW11M1 did not display
a broad inhibitory activity among other Gram-negative bacteria,
with six out of seventeen additional Gram-negative bacteria tested
being inhibited by strain BW11M1: the a-proteobacteria Azospir-
illum brasilense Sp7 and Sphingomonas wittichii
RW1, the b-
proteobacteria Burkholderia vietnamiensis LMG 10927 and Variovorax
paradoxus LMG 1797, and the c-proteobacteria Aeromonas hydrophila
ATCC 7966 and Erwinia amylovora CFBP 1430 (Table S3). For the
Aeromonas, Burkholderia and Erwinia strains, xantholysin production
appears to be solely responsible for inhibition. The antagonistic
effect of strain BW11M1 exerted on pseudomonads, including
members of the P. syringae group, was not abolished in the
xantholysin mutants (data not shown), confirming that this is
bacteriocin-mediated [34]. Xantholysin is Required for Swarming and Contributes to
Biofilm Formation For several Pseudomonas strains the involvement of lipopeptides
in
swarming
and
biofilm
formation
has
been
reported
[3,17,18,48]. It was investigated whether these phenotypes are
equally associated with xantholysin production. The P. putida
BW11M1 mutants impaired in anti-Xanthomonas antagonism were
also deficient in swarming ability on soft agar (0.8%), compared to
the strong surface translocation capacity of the wild-type strain
(Fig. 4E). Swarming of the regulatory mutant (CMPG2201),
carrying a cloned xtlR copy (pCMPG6204), was comparable to the
wild-type behavior (Fig. 4E). This reveals a primary role for
xantholysin in swarming by P. putida BW11M1. Swarming
capacity is also affected in P. entomophila mutants lacking entolysin
production [10]. The inhibition of Gram-negative bacteria is a property not
typically associated with lipopeptides, whereas Gram-positive
bacteria are generally more susceptible [3]. In a comparative
study of the antagonistic activity of five Pseudomonas lipopeptides
(massetolide, syringomycin, orfamide, arthrofactin, and entolysin),
no significant inhibition of Gram-negative bacteria was observed
[24]. Conversely, among Gram-positive bacteria, an Arthrobacter
strain (actinomycete) was susceptible to all tested compounds,
except orfamide. Arthrofactin was also active against other
actinomycetes (Corynebacterium, Mycobacterium). Compared to wild-type BW11M1 cells, the mutants deficient in
anti-Xanthomonas activity showed significantly reduced biofilm
formation at 30uC, but still retained almost half of the wild-type
capacity (Fig. 4F, Fig. 5). This indicates that xantholysin
contributes to BW11M1 biofilm formation under these experi-
mental conditions, acting together with other factors. Biofilm
formation by the complemented regulatory mutant was increased
to about 80% of wild-type biofilm formation (Fig. 5). The Broad Antifungal Activity of P. putida BW11M1 is
mainly Dependent on Xantholysin Production The Antibacterial Activity of Xantholysin is not Restricted
to Xanthomonads WT: BW11M1 wild type; xtlA, xtlB, xtlC, and xtlR: mutants CMPG2183, CMPG2187, CMPG2198, and CMPG2201, respectively; xltR+: mutant CMPG2201
with pCMPG6204 containing xtlR of P. putida BW11M1. The phenotypes shown for the selected xtlA, xtlB and xtlC mutants are representative for the
other xtl NRPS mutants (Table S1). The quantitative data for biofilm formation are shown in Fig. 5. doi:10.1371/journal.pone.0062946.g004 May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 6 Antimicrobial Pseudomonas putida Lipopeptide Antimicrobial Pseudomonas putida Lipopeptide The analysis of variance (ANOVA) test
was used to evaluate significant differences (p,0.001; indicated with
different letters above the bars) between the wild type (set to 100%;
blue), mutants (red), and complemented regulatory mutant (green). doi:10.1371/journal.pone.0062946.g005 downstream oprM-like gene xtlF, encoding the presumed outer
membrane component of the tripartite transport system, possibly
diminishing xantholysin export. A complementation construct
carrying both xtlR and xtlF could not be obtained to test this
hypothesis. Xantholysin A: a Novel Cyclic Lipotetradecadepsipeptide
LC-MS analysis of semi-purified extracts revealed the presence
of four lipopeptide compounds with molecular masses 1775.4 Da
(main compound, xantholysin A), 1761.2 Da (minor variant 1,
xantholysin B), 1802.0 Da (minor variant 2, xantholysin C) and
1775.2 Da (minor unidentified xantholysin variant 3, xantholysin
D) (Fig. S6, Fig. S7). Only xantholysin A could be successfully
isolated in sufficient quantity to allow adequate NMR analysis
(Fig. S8, Table S6). The modest quantities obtained for the minor xantholysin
variants did not allow to record NMR data of sufficient quality for
a de novo analysis and full spectral assignment (Fig. S12, Fig. S13). Nevertheless, direct comparison of the
1H-1H TOCSY and
1H-13C HSQC spectra for xantholysin B and C with the
corresponding spectra measured on xantholysin A allowed to
identify the nature of the variation. For both compounds, most of
the 1H and 13C chemical shifts were nearly identical to xantholysin
A, demonstrating their overall high similarity. In the case of
xantholysin B, the single observed difference is a substitution of the
Ile14 spin system for a Val spin system, explaining the 14 Da mass
difference (Fig. S14). The spectra indicated the lipid tail moiety of
xantholysin C to consist of 3-hydroxydodec-5-enoate (Fig. S13),
accounting for the 26 Da mass increase. High-resolution mass
spectra of both compounds confirmed the chemical formulae to be
C83H144N18O23 (exact mass: 1761.0574 Da) and C86H148N18O23
(exact mass: 1801.0900 Da) for xantholysin B and C, respectively
(Fig. S15, Fig. S16). Considerations of the 13C chemical shifts
within the lipid tail moiety of xantholysin C suggest the double
bond to be in the cis configuration (Fig. S17). This is reminiscent of
the promiscuous lipoinitiatory activity reported for Pseudomonas
corrugata producing similar amounts of corpeptin A (HDA) and
corpeptin B (3-hydroxydodec-5-enoic acid) [62]. In most lipopep-
tide-producing Pseudomonas, promiscuity is observed with respect to
chain length of the incorporated saturated 3-hydroxy fatty acids. Antimicrobial Pseudomonas putida Lipopeptide Figure 5. Biofilm formation by P. putida BW11M1 and
xantholysin-deficient mutants. Abbreviations as in Fig. 4. Error
bars indicate standard deviations. The analysis of variance (ANOVA) test
was used to evaluate significant differences (p,0.001; indicated with
different letters above the bars) between the wild type (set to 100%;
blue), mutants (red), and complemented regulatory mutant (green). doi:10.1371/journal.pone.0062946.g005 spectrum confirmed the chemical formula as C84H146N18O23
(exact mass: 1775.0764 Da; Fig. S11), thus indirectly providing
additional support for the number of Gln and Glu residues and the
length (C10) of the fatty acid chain. At this point, the only feature of the proposed xantholysin A
structure which still remained to be confirmed was the depsi bond
between Ile14 and Ser7. The predicted molecular mass of the
above sequence when considering it as a linear lipopeptide
deviates 18 Da with the experimental value, in agreement with the
expected presence of the lactone bond. Based on previous
experience in assigning cyclic lipodepsipeptides [60], the only
direct demonstration of the existence of this bond would be by
detecting a
3JCH correlation between the C-terminal Ile14
carbonyl and the Ser7 CH2
b resonances in the HMBC spectrum. While spectral overlap prevented convincing observation of such
correlation, indirect but clear evidence of the presence of the depsi
bond is found in the chemical shift of the Ser7 CH2
b protons,
which is significantly higher (4.38 ppm and 4.58 ppm) compared
to their random coil values (3.79 ppm and 3.95 ppm) [61]. A
similar downfield chemical shift for protons neighboring the depsi
bond is observable for other cyclic lipodepsipeptides as well [60]
and is explained by an anisotropic deshielding effect created by the
carbonyl double bond. This phenomenon can thus be seen as a
characteristic feature for this class of compounds, allowing quick
recognition of the presence and location of the depsi bond. Importantly, the only other chemically feasible location of the
depsi bond – the alcohol group of the HDA moiety – can in this
way be excluded, since the HDA Hb resonance does not
experience such a strong downfield shift in comparison to other
cyclic lipodepsipeptides that were assigned by NMR [17,60]. Figure 5. Biofilm formation by P. putida BW11M1 and
xantholysin-deficient mutants. Abbreviations as in Fig. 4. Error
bars indicate standard deviations. The Broad Antifungal Activity of P. putida BW11M1 is
mainly Dependent on Xantholysin Production To further assess the antimicrobial potential of xantholysin, the
capacity of P. putida BW11M1 and its xantholysin-deficient
mutants to inhibit growth of several fungi was compared. Radial
mycelial outgrowth was delayed or arrested for most of the fungi
confronted with a colony of wild-type BW11M1 and this was
connected to xantholysin production (Fig. S5). In addition to The lack of full complementation of the regulatory mutant to
wild-type level of biofilm formation, also observed to a certain
extent for antagonistic and hemolytic phenotypes, may be due to
some polar effect of the xtlR insertion on expression of the May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org May 2013 | Volume 8 | Issue 5 | e62946 7 Antimicrobial Pseudomonas putida Lipopeptide Antimicrobial Pseudomonas putida Lipopeptide Relaxed amino acid substrate specificity, as observed here for the
terminal module in XtlC giving rise to minor amounts of
xantholysin B, is common among Pseudomonas NRPS systems
[5,8,9,43]. (
g
,
)
The 2D 1H-1H TOCSY spectrum of xantholysin A in DMF-d7
(Fig. S9) allowed the identification of residues corresponding to
five Leu, one Ile, two Val, five Glx and one Ser by means of their
characteristic amino acid correlation patterns. The presence of a
3-hydroxydecanoic acid (HDA) moiety was determined from
combined analysis of the 1H-1H TOCSY and 1H-13C HSQC
spectra and comparison with the chemical shifts reported for
pseudodesmin A in dimethylformamide solution [17,60]. The
sequence
(HDA-Leu1-Glx2-Glx3-Val4-Leu5-Glx6-Ser7-Val8-
Leu9-Glx10-Leu11-Leu12-Glx13-Ile14) was established by ob-
serving sequential Ha-HN cross-peaks in the 2D 1H-1H NOESY
spectrum (Fig. S10). The TOCSY and NOESY spectra also
revealed the presence of four individual pairs of mutually
correlated amide resonances originating from primary amide
functional groups. Correlations in the NOESY spectrum between
these resonances and the CH2
c and CH2
b resonances of the Glx
residues allowed specific assignment of each amide resonance pair
to a Glx residue, effectively establishing the identity of residues 3,
6, 10 and 13 to be Gln. The absence of any such correlations to
the CH2
c and CH2
b resonances of residue 2 and any further
primary amide group resonance pair in the spectrum established
the identity of residue 2 as Glu. The 1H-13C HMBC spectrum
allowed the assignment of several 13C carbonyl resonances from
the
2JCH coupling with the HN resonances (Table S6). The
resulting peptide sequence (Leu-Glu-Gln-Val-Leu-Gln-Ser-Val-
Leu-Gln-Leu-Leu-Gln-Ile; Fig. 2) largely confirmed the phyloge-
ny-based prediction using an organism-specific subset of experi-
mentally confirmed A-domain sequences. A high-resolution mass Xantholysin-like lipopeptides with antiviral activity were isolat-
ed from Pseudomonas sp. RtIB026. The main compound MA026
(PubChem CID 10285742) differs by two consecutive amino acids
(Leu10-Gln11 in MA026 versus Gln10-Leu11 in xantholysin A). Congener R1MA026 (with Val9-Leu14) contains an additional May 2013 | Volume 8 | Issue 5 | e62946 May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 8 Antimicrobial Pseudomonas putida Lipopeptide striking for the initiatory enzymes XtlA and EtlA, both composed
of two modules, and the subsequently acting enzymes, XtlB and
EtlB. Overall, the latter enzymes share eight probably equifunc-
tional modules but a single differently positioned serine-incorpo-
rating unit generates a different amino acid sequence stretch. Materials and Methods Bacterial Strains, Plasmids and Culture Conditions
Bacterial strains and plasmids used are described in Table 1 and
Table S4. TSB growth medium (trypticase soy broth, 30 g/L; BD
Biosciences) was used for Pseudomonas and Xanthomonas strains at
30uC and for Klebsiella pneumoniae ATCC 13883 and Staphylococcus
aureus ATCC 6358 at 37uC. Aeromonas hydrophila ATCC 7966,
Agrobacterium tumefaciens A208, Azospirillum brasilense Sp7, Burkholderia
vietnamiensis LMG 10927, Mycobacterium smegmatis DSM 43756,
Rhodococcus
erythropolis
N11,
Serratia
entomophila
DSM
12358,
Sphingomonas wittichii RW1, Variovorax paradoxus LMG 1797 and Antimicrobial Pseudomonas putida Lipopeptide Furthermore, this apparent ‘‘serine switch’’ also shifts the site of
macrocyclization with three residues, such that xantholysin carries
an octacyclic moiety instead of the pentacyclic structure in
entolysin. Although the three NRPS enzymes from strains
BW11M1 and L48 share relatively high pairwise sequence
homology (70.5% amino acid identity for ,15,440 concatenated
residues), the architectural divergence engenders synthesis of quite
different molecules that can be assigned to separate groups within
the Pseudomonas lipopeptide classification, based on amino acid
sequence (length and similarity) and presence/type of macrocycle
[4–6]. switch of two residues compared to xantholysin B (with Leu9-
Val14). Congener R2MA026 differs from MA026 by a 3-
hydroxydodec-5-enoyl instead of a 3-hydroxydecanoyl fatty acid
moiety (same as the difference between xantholysins A and C). Given these striking similarities, it would be of interest to identify
the biosynthetic genes of strain RtIB026 (patent strain FERM BP-
7436) to compare the modular structure of its NRPSs with those of
the xantholysin system. The MA026 structure suggests a peculiar
A-domain switch between the last module of the second enzyme
and the first module of the third enzyme in RtIB026, compared to
XtlB and XtlC, respectively. Given the phylogenetic separation of
the Val- and Leu-selective A-domains of module 9 and 14 in
xantholysin (Fig. 3), the biosynthesis of an as yet unidentified Val9-
Leu14 congener by the xantholysin synthetases is unlikely. Since
for none of these RtIB026 structures a detailed NMR analysis is
available that would allow comparison to the xantholysins, it is at
this point still unclear whether indeed such striking biosynthetic
variation is occurring or whether the RtIB026 structures require
revision. Unexpected Similarities among Pseudomonas NRPS
Systems: the Advantage of being Modular Phylogenetic comparison of the respective NRPS domains, the
linked LuxR-family regulator and the associated tripartite export
system consistently points to evolutionary relatedness of the
components of the xantholysin and entolysin systems with those
of P. putida strains generating lipopeptides that – at first glance –
show little structural similarity: putisolvin (twelve amino acids,
tetracyclic; [16]) and WLIP (nine amino acids, heptacyclic; [17]). These four P. putida lipopeptides share a very similar A-domain
pair in the initiatory synthetases (EtlA, PsoA, WlpA, XtlA; Fig. 6). The equivalent modules in the P. fluorescens starter enzymes for
incorporation of the same dipeptide (Leu-Glu) in viscosin-group
lipopeptides cluster separately from the P. putida ones [18]. From
Fig. 6 it is also apparent that xantholysin synthetase B shares a
core of five phylogenetically related contiguous modules with
putisolvin synthetase B (A-domains for Leu/Ile-Gln-Ser-Val-Leu/
Ile). Comparison of the A-module architecture of entolysin, WLIP
and putisolvin synthetases C points to a tripartite terminating
block composed of A-domains with common evolutionary origin,
but arranged in a different order in PsoC compared to EtlC and
WlpC. Distinct Antibiotic Properties of Xantholysin Distinct Antibiotic Properties of Xantholysin
The identification of xantholysin adds to the growing list of
cyclic lipopeptides produced by pseudomonads. Like several other
Pseudomonas lipopeptides [3], xantholysin appears to promote
surface colonization of its producer, P. putida BW11M1, a strain
isolated from the rhizosphere of banana plants. However, unlike
most pseudomonad lipopeptides, antimicrobial activity is not
confined to fungi and Gram-positive bacteria, but also extends to
some Gram-negative strains, including several xanthomonads. Members of this c-proteobacterial genus that are colonizing
similar plant niches as pseudomonads [29–32], are also susceptible
to WLIP, a member of the viscosin group [17], but Xanthomonas
strains exhibit differences in sensitivity to both lipopeptides. During this study it became evident that, in addition to
xantholysin, strain BW11M1 produces one or more as yet
unidentified antimicrobial factor(s), also affecting a number of
xanthomonads. While xantholysin does not exert a growth-
inhibitory effect on fellow pseudomonads, P. putida BW11M1 also
produces a plant lectin-like bacteriocin to target other pseudomo-
nads, including members of the P. syringae group [35,63],
indicating that both ribosomally and non-ribosomally synthesized
antimicrobials are part of its armory deployed against competitors. Antagonism among plant-associated c-proteobacterial relatives
has been described for some other types of pseudomonad
secondary metabolites: the modified amino acid 3-methylarginine
causing inhibition between P. syringae pathovars [64]; the salicylate-
containing P. putida antibiotic promysalin, targeting other pseudo-
monads [65]; oxyvinylglycines active against Erwinia amylovora
[66,67]. In view of the structural similarity of xantholysins to
certain pseudomonad lipopeptides with antiviral activity (viz. MA026 and its congeners), future experiments should also address
the effects of xantholysins on enveloped viruses. Antiviral activity
has been reported for some other lipopeptides, such as viscosin and
surfactin [3]. Collectively, these observations suggest that these pseudomo-
nads probably have recruited and reshuffled gene modules to
engineer novel NRPS assembly lines for synthesis of new structural
lipopeptide variants. In combination with rapidly accumulating
genomic sequence data, high-throughput exploration of this part
of the ‘‘parvome’’ [68] becomes feasible with recently developed
strategies of mass spectral metabolic profiling of live microbial
colonies [44,69]. In addition to identification of new molecules and
associated biological activities, this will likely provide insight in the
extent of modular diversity among these biosynthetic enzymes,
and how this has been generated and further evolved in prominent
lipopeptide producers such as Pseudomonas and Bacillus. General Conclusions Distinct Antibiotic Properties of Xantholysin Xantholysin and Entolysin Synthetases: Similar Enzymes
but Very Different Products Xantholysin and Entolysin Synthetases: Similar Enzymes
but Very Different Products The genetic backbone of the xantholysin NRPS system bears
considerable similarity to the one for entolysin biosynthesis by the
P. putida relative P. entomophila L48 [10], both consisting of a
fourteen-unit assembly line with three enzymes operating in co-
linear mode (Fig. 6). Conservation of modular architecture is most May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 9 Antimicrobial Pseudomonas putida Lipopeptide Figure 6. Modular architecture of the xantholysin synthetases and other Pseudomonas enzymes with similar A domains. The
respective starter NRPS genes are located distantly from the gene pairs encoding the middle and terminating NRPSs, except for the putisolvin operon
psoABC [16]. Synthesis of the peptide moiety by the consecutive action of the modules (with only A domains shown) proceeds in a co-linear fashion,
with incorporation of the respective amino acid at the positions corresponding to the numbered boxes. If a minor lipopeptide variant with a different
amino acid at a certain position has been identified, this residue is shown in parentheses with smaller font. Xle indicates that the residue’s identity
(either Leu or Ile) was not resolved in putisolvin II. The connected residues form a depsi bond. Similarity between the different systems is visualized
according to Rokni-Zadeh et al. [18]: two domains with a patristic distance ,0.45 (summed branch lengths in a maximum-likelihood tree constructed
from aligned A-domain sequences; see Fig. 3) are represented in the same color. doi:10.1371/journal.pone.0062946.g006 Figure 6. Modular architecture of the xantholysin synthetases and other Pseudomonas enzymes with similar A domains. The
respective starter NRPS genes are located distantly from the gene pairs encoding the middle and terminating NRPSs, except for the putisolvin operon
psoABC [16]. Synthesis of the peptide moiety by the consecutive action of the modules (with only A domains shown) proceeds in a co-linear fashion,
with incorporation of the respective amino acid at the positions corresponding to the numbered boxes. If a minor lipopeptide variant with a different
amino acid at a certain position has been identified, this residue is shown in parentheses with smaller font. Xle indicates that the residue’s identity
(either Leu or Ile) was not resolved in putisolvin II. The connected residues form a depsi bond. Similarity between the different systems is visualized
according to Rokni-Zadeh et al. Xantholysin and Entolysin Synthetases: Similar Enzymes
but Very Different Products [18]: two domains with a patristic distance ,0.45 (summed branch lengths in a maximum-likelihood tree constructed
from aligned A-domain sequences; see Fig. 3) are represented in the same color. doi:10.1371/journal.pone.0062946.g006 Yersinia enterocolitica LMG 7899 were grown at 30uC, and Bordetella
avium 197N, E. coli and Salmonella enteritidis ATCC 13076 at 37uC,
in LB (tryptone 10 g/L, yeast extract 5 g/L, NaCl 10 g/L). Nutrient broth (8 g/L) was prepared for growing Bacillus megaterium
ATCC 13632 and Erwinia amylovora CFBP 1430 (at 30uC), and for
Citrobacter freundii ATCC 8090, Enterobacter aerogenes ATCC 13048,
Proteus vulgaris LMM 2011 and Shigella flexneri LMG 10472 (at
37uC). YEP (yeast extract 10 g/L, bacterial peptone 10 g/L) was
used for Burkholderia cepacia LMG 1222, TY (tryptone 5 g/L, yeast
extract 3 g/L, CaCl2 7 mM) for Bacillus subtilis LMG 7135 (all
grown at 30uC), and MRS (Difco lactobacilli MRS broth 55 g/L)
for Lactobacillus plantarum LMG-P21295 (cultured at 30uC) and
Lactobacillus rhamnosus GG (LMG 6400, at 37uC). Streptomyces
coelicolor A3(2) and Streptomyces lividans TK24 were cultivated in a
medium composed of 10 g casitone, 5 g yeast extract and 5 g
glucose per liter at 30uC. For solid media 15 g per liter agar was
added. Antibiotics were added at the following concentration
when required: kanamycin (50 mg/ml), ampicilin (100 mg/ml),
tetracycline (20 mg/ml). culture (,108–109 CFU/ml) and poured onto the plates as an
overlay. Following day, plates (three replicates) were evaluated for
growth inhibition halos in a turbid lawn of indicator cells. Protease
sensitivity of the antimicrobial activity was verified by spotting
10 ml of proteinase K (20 mg/ml) near a chloroform-killed
producer colony prior to overlay. Yersinia enterocolitica LMG 7899 were grown at 30uC, and Bordetella
avium 197N, E. coli and Salmonella enteritidis ATCC 13076 at 37uC,
in LB (tryptone 10 g/L, yeast extract 5 g/L, NaCl 10 g/L). Nutrient broth (8 g/L) was prepared for growing Bacillus megaterium
ATCC 13632 and Erwinia amylovora CFBP 1430 (at 30uC), and for
Citrobacter freundii ATCC 8090, Enterobacter aerogenes ATCC 13048,
Proteus vulgaris LMM 2011 and Shigella flexneri LMG 10472 (at
37uC). Xantholysin and Entolysin Synthetases: Similar Enzymes
but Very Different Products YEP (yeast extract 10 g/L, bacterial peptone 10 g/L) was
used for Burkholderia cepacia LMG 1222, TY (tryptone 5 g/L, yeast
extract 3 g/L, CaCl2 7 mM) for Bacillus subtilis LMG 7135 (all
grown at 30uC), and MRS (Difco lactobacilli MRS broth 55 g/L)
for Lactobacillus plantarum LMG-P21295 (cultured at 30uC) and
Lactobacillus rhamnosus GG (LMG 6400, at 37uC). Streptomyces
coelicolor A3(2) and Streptomyces lividans TK24 were cultivated in a
medium composed of 10 g casitone, 5 g yeast extract and 5 g
glucose per liter at 30uC. For solid media 15 g per liter agar was
added. Antibiotics were added at the following concentration
when required: kanamycin (50 mg/ml), ampicilin (100 mg/ml),
tetracycline (20 mg/ml). Growth Inhibition of Fungi An agar plug with fungal mycelium, grown for 1–2 weeks on
half-strength PDA (potato dextrose agar) medium was placed at
the center of an agar plate with appropriate medium at 20uC. PTA
medium (potato dextrose broth 12 g, TSB 3 g, agar 15 g per liter)
plates were used for most fungi. Alternaria porri was grown on 6CA-
TSB medium (Bambix 6 cereals 10 g, TSB 15 g, agar 15 g per
liter). 5 ml of overnight cell culture of P. putida BW11M1 and
selected xantholysin-deficient mutants were spotted at a distance of
,3 cm from the inoculum plug and incubated at 20uC for several
days up to two weeks, depending on the growth rate of the fungi,
before assessing the occurrence of mycelial growth inhibition
zones. Indicator fungi are listed in Table S5. Antibacterial Activity Assays by Agar Diffusion The effect of xantholysin production on Agaricus bisporus was
carried out as described by Bessette [52] with minor modifications. Briefly,
20 ml
of
an
overnight
Pseudomonas
culture
(,108–
109 CFU/ml) was spotted onto horizontally sliced pilei of
mushroom basidiocarps (Agaricus bisporus). After absorption of the
liquid by the sterile surface, mushrooms were incubated overnight
at 30uC, sealed in a closed plastic box and saturated with water to
prevent drying out. Following day, mushrooms were scored for the P. putida BW11M1 was grown in 5 ml TSB for 8 h with shaking
(200 rpm). Two ml of this culture (OD600 ,1.8) was spotted onto a
TSB agar and incubated overnight at 30uC. After exposure to
chloroform vapor for 30 min to kill producer bacteria, the plates
were opened in a laminar flow chamber to evaporate residual
chloroform during another 30 min. Three ml of molten, semisolid
agar (0.5%) was inoculated with 100 ml of a bacterial indicator cell May 2013 | Volume 8 | Issue 5 | e62946 May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 10 Antimicrobial Pseudomonas putida Lipopeptide Table 1. Bacterial strains and plasmids. Strain or plasmid
Description and characteristicsa
Source or Reference
Strains
E. coli TOP10F’
F9{lacIq, Tn10(TetR)} mcrA D(mrr-hsdRMS-mcrBC) W80lacZDM15 DlacX74 recA1
araD139 D(ara leu) 7697 galU galK rpsL (StrR) endA1 nupG
Invitrogen
E. coli EPI300-T1R
Host strain for pCC2FOS derivatives
Epicentre Biotechnologies
E. coli DH5a
supE44 DlacU169 (W80 lacZDM15) hsdR17 recA1 endA1 gyrA96 thi-1 relA1
[70]
E. coli HB101 (pRK2013)
Helper strain in triparental conjugation, Kmr
[71]
P. putida BW11M1
Banana rhizosphere (Sri Lanka)
[33]
P. putida CMPG2183
BW11M1 xtlA mutant
This study
P. putida CMPG2187
BW11M1 xtlB mutant
This study
P. putida CMPG2198
BW11M1 xtlC mutant
This study
P. putida CMPG2201
BW11M1 xtlR mutant
This study
X. alfalfae subsp. alfalfae LMG 497
Pathovar reference strain; Medicago sativa (Sudan)
BCCMb
X. axonopodis pv. manihotis LMG 784
Pathovar reference strain; Manihot esculenta (Brazil)
BCCM
X. campestris pv. campestris LMG 582
Brassica sp. (Belgium)
BCCM
X. citri pv. malvacearum LMG 761
Pathovar reference strain; Gossypium sp. (Sudan)
BCCM
X. hortorum pv. hederae LMG 7411
Hedera helix (USA)
BCCM
X. sacchari LMG 471
Type strain; Saccharum officinarum (Guadeloupe)
BCCM
X. sp. pv. zinniae LMG 8692
Pathovar reference strain; Zinnia elegans (Australia)
BCCM
X. translucens LMG 12921
Anthurium andreanum (USA)
BCCM
X. translucens pv. Antibacterial Activity Assays by Agar Diffusion cerealis LMG 679
Pathovar reference strain; Bromus inermis (USA)
BCCM
X. translucens pv. graminis LMG 726
Pathovar reference strain; Dactylis glomerata (Switzerland)
BCCM
X. translucens pv. hordei LMG 737
Pathovar reference strain; Hordeum vulgare (India)
BCCM
X. vasicola pv. holcicola LMG 736
Pathovar reference strain; Sorghum bicolor (New Zealand)
BCCM
X. vasicola pv. musacearum LMG 785
Pathovar reference strain; Ensete ventricosum (Ethiopia)
BCCM
X. vasicola pv. musacearum LMG 7431
Musa sp. (Ethiopia)
BCCM
X. oryzae pv. oryzae PXO99
Race 6; Oryza sativa (The Philippines)
IRRIc
X. oryzae pv. oryzae PXO112
Race 5; Oryza sativa (The Philippines)
IRRI
X. oryzae pv. oryzae PXO340
Race 3; Oryza sativa (The Philippines)
IRRI
Plasmids
pCC2FOS
Copy control fosmid
Epicentre Biotechnologies
pJB3Tc20
Broad-host-range cloning vector, Apr, Tcr
[72]
pCMPG6126
Fosmid clone containing xtlA
This study
pCMPG6127
Fosmid clone 12H4 containing xtlB and partial xtlC
This study
pCMPG6128
Fosmid clone 19F2 containing xtlC and partial xtlB
This study
pCMPG6204
pJB3Tc20 containing xtlR, Tcr
This study
Other bacteria used as indicator strains are listed in Table S4. aAntibiotic resistance phenotypes: Apr, ampicillin resistance, Kmr, kanamycin resistance; Tcr, tetracycline resistance. bBCCM, Belgian Coordinated Collections of Microorganisms. cIRRI International Rice Research Institute Description and characteristicsa Source or Reference Other bacteria used as indicator strains are listed in Table S4. aAntibiotic resistance phenotypes: Apr, ampicillin resistance, Kmr, kanamycin resistance; Tcr, tetracycline resistance. bBCCM, Belgian Coordinated Collections of Microorganisms. cIRRI, International Rice Research Institute. doi:10.1371/journal.pone.0062946.t001 identified by the plasmid rescue method [36] and subsequent
sequencing of the flanking regions using pTnMod-OKm’-specific
primers PGPRB-0293 (59-TCTGGCTGGATGATGGGGCG-39)
and PGPRB-0294 (59-CGGTTCCTGGCCTTTTGCTGGC -
39). presence of browning. Cultures of wild type and mutants were
tested in parallel (three independent biological repeats). Isolation and Characterization of Mutants with Abolished
Anti-Xanthomonas Activity A BW11M1 plasposon pTnMod-OKm’ mutant library [35] was
screened for mutants with abolished activity against indicator
strain X. alfalfae subsp. alfalfae LMG 497 by the agar diffusion
method. Each mutant from a 96-well microtiter plate was stamped
onto TSB agar square petri dishes (12612 cm) with a 96-prones
replicator. Mutants lacking anti-LMG 497 activity were selected
and confirmed twice. The plasposon-interrupted genes were Fosmid Library Construction and Screening Fosmid Library Construction and Screening
For construction of a P. putida BW11M1 genomic library in
fosmid pCC2FOS, the CopyControl HTP Fosmid Library
Production Kit protocol (Epicentre Biotechnologies) was applied. Based on the flanking sequences identified in the plasposon
mutants, pairs of primers were designed to screen for fosmid clones May 2013 | Volume 8 | Issue 5 | e62946 11 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org Antimicrobial Pseudomonas putida Lipopeptide water (pH 3). Methanol was used to dissolve the pellet and the
solution was kept at 4uC till further purification. After evaporation
of solvent, the slurry was extracted with cold methyl tert-butyl ether
to precipitate the peptide fraction. This procedure was repeated
three times to obtain a crude peptide-rich mixture which was
further purified by preparative RP-HPLC. Samples were dissolved
in methanol (50 mg/ml) and eight injections of 1 ml were
performed
on
a
Phenomenex
column
(Luna
C18(2)
250621.2 mm, 5 mm particle size) operating at a flow rate of
17.5 ml/min. The ratio of the mobile phase solvents, 5 mM
ammonium acetate in water and acetonitrile, was changed in a
linear fashion from 50:50 to 10:90 over a time span of 15 minutes. The major compound (xantholysin A) was collected based on UV
detection at l = 214 nm. Two additional minor lipopeptides,
shown to be xantholysin variants B and C, were isolated by
analytical HPLC using an Agilent 1100 series instrument equipped
with a Phenomenex column (Luna C18(2), 25064.6 mm, 5 mm
particle size) and operating at a flow rate of 0.8 ml/min. The ratio
of mobile phase solvents, 5 mM ammonium acetate in water and
acetonitrile, was changed from 35:65 to 25:75 over a time span of
15 minutes. To identify bioactive fractions, samples from collected
fractions were spotted on a TSB agar plate and overlayed with
indicator cells after evaporation of the solvent (with non-polar
phase solvent as negative control). containing the corresponding genomic DNA regions by colony
PCR. Selected clones were compared by end-sequencing using
pCC2FOS-specific primers PGPRB-1319 (59-GTACAACGA-
CACCTAGAC-39) and PGPRB-1320 (59-CAGGAAACAGCC-
TAGGAA-39). Finally,
three fosmids
with DNA fragments
covering the genomic regions of interest were sequenced at
Macrogen (Korea). The insert size of the fosmids was estimated by
separation of NotI-generated fragments using pulsed-field gel
electrophoresis. Bioinformatic Analyses Domains were identified using NRPS analysis tools [73,74]. The NRPSpredictor2 tool was used to predict amino acid
specificity of A domains [38]. Amino acid sequences were aligned
with MUSCLE for maximum-likelihood tree construction using
(PhyML with JTT matrix; [75]) as implemented in Geneious Pro
(version 5.6.3). Fosmid Library Construction and Screening A high copy number of the fosmids was induced
by treating cells with the CopyControl Induction solution, prior to
extraction of the fosmids with the FosmidMAX DNA purification
kit (Epicentre Biotechnologies). The contigs with the regions
containing the functionally characterized genes were submitted to
GenBank (accession numbers KC297505 and KC297506). Complementation of xtlR Regulatory Mutant Complementation of mutant CMPG2201 was performed as
previously described [17]. Briefly, the xtlR gene was amplified
using Platinum Pfx DNA polymerase (Invitrogen) with primers
PGPRB-8013 (59-TTGCTCTAGATCAGGTGCCGGCCATC-
CAGC-39) and PGPRB-8014 (59-CTCGGAATTCGGATCAAG-
GAAGACGACGAC-39) and cloned into the pJB3Tc20 vector
using
the
XbaI
and
EcoRI
sites. The
resulting
construct
(pCMPG6204) was transferred to E. coli DH5a. Conjugative
transfer
of
pCMPG6204
to
P. putida
BW11M1
mutant
CMPG2201 was achieved by triparental conjugation using E. coli
HB101 bearing pRK2013 as helper strain. The phenotypes of a
selected transconjugant were compared to the regulatory mutant. Swarming Motility, Biofilm Formation and Hemolytic
Activity High-resolution mass spectra were recorded on an Agilent
6220A time-of-flight mass spectrometer, equipped with an Agilent
ESI/APCI multimode source. The ionization mode was set to
APCI (atmospheric pressure chemical ionization), while the mass
spectra were acquired in 4 GHz high-resolution mode with a mass
range set to 3200 Da. All NMR measurements on xantholysin A
were performed on a sample of 6.5 mg dissolved in 600 ml DMF-
d7 (Eurisotop). High quality HP-7 (New Era Ent. Inc) NMR tubes
were used. NMR experiments were performed on a Bruker
Avance
III
spectrometer
operating
at
500.13 MHz
and
125.76 MHz for 1H and 13C, respectively, and equipped with a
5 mm 1H BBI-Z probe. Due to the low absolute quantities of
compound after purification, the xantholysin variants were
dissolved in 10 ml DMF-d7 for measurements using 1 mm
capillaries. In this case, NMR experiments were performed on a
Bruker Avance II spectrometer operating at 700.13 MHz and
176.04 MHz for 1H and 13C, respectively, and equipped with a
1 mm 1H, 13C, 15N TXI-Z probe. For both analysis of xantholysin
A and its variants, sample temperature was set to 55uC
throughout, as significant line broadening effects occurred at
lower temperatures. 2D spectra measured for structure elucidation
include a 1H-1H TOCSY with a 90 ms MLEV-17 spinlock, a
sensitivity-improved, multiplicity edited, 1H-13C gHSQC applying
adiabatic 180u pulses, a 1H -1H NOESY with a 300 ms mixing
time and a 1H-13C gHMBC experiment optimized for a carbon- Swarming ability was studied by spotting 2 ml of 8 h-grown cells
on TSB medium solidified with 0.8% agar and evaluating surface
spreading after incubation at 30uC for 16 to 24 h (three repeats for
each sample). Biofilm formation was assayed according to Janssens
et al. [76] by using flat-bottom 96-well microtiter plates and
polystryrene pegs (Nunc, Sanbio b.v.). Cells grown for 8 hours
were adjusted to OD600 ,1.0 and then diluted 100-fold as initial
culture (200 ml per well, 8 wells per strain). After 2 days of
incubation at 30uC, biofilm formation was visualized by staining
pegs with 0.1% crystal violet. Stained biofilms were subsequently
extracted with 30% acetic acid and quantified by measuring
absorbance of the solution at 570 nm. Hemolytic activity was
assayed by spotting 2 ml of overnight-grown cells on TSB agar
with 5% horse blood (Oxoid) plates and hemolysis halos were
examined after incubating plates overnight at 30uC. Xantholysin Structure Elucidation Initial mass spectra were acquired on a quadrupole orthogonal
acceleration time-of-flight mass spectrometer (Synapt G2 HDMS,
Waters, Milford, MA). Samples were infused at 3 ml/min and
spectra were obtained in positive ionization mode with a resolution
of 15000 FWHM and accuracy of 0.5 ppm RSD using leucine
enkephalin as lock mass. Additional LC-MS data were collected
on the extracted mixture prior to purification with an Agilent 1100
Series HPLC with an ESI detector type VL, equipped with a
Phenomenex column (Luna C18(2), 25064.60 mm, 5 mm particle
size). The flow rate was 1 ml/min. The mobile phase solvents,
5 mM ammonium acetate in water and acetonitrile, were linearly
changed from a 25:75 ratio to a 0:100 ratio over a time span of 15
minutes. Lipopeptide Extraction and Purification Overnight TSB-grown BW11M1 cell culture was used to
inoculate fresh TSB medium at a volume ratio of 1:100 and
incubated at 30uC for at least 2 days with shaking (200 rpm). After
removing cells through centrifugation (6370 g, 30 min, 4uC), the
supernatant was acidified by adding 9% HCl to lower the pH to
pH 2–3. The precipitate formed was isolated by centrifugation
(6370 g, 30 min, 4uC) and washed twice with acidified distilled May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 12 Antimicrobial Pseudomonas putida Lipopeptide deficient mutants (xtlA, xtlB, xtlC, xtlR; CMPG2183, CMPG2187,
CMPG2198, and CMPG2201, respectively). The application
pattern of bacterial cell suspensions spotted around a centrally
positioned plug with fungal mycelium is shown schematically in
(A). (B)
Alternaria
longipes
CBS
620.83,
(C)
Ascochyta
pisi
MUCL30164, (D) Botrytis cinerea MUCL30158, (E) Colletotrichum
gloeosporoides
SR24, (F)
Fusarium
culmorum
MUCL30162,
(G)
Fusarium
graminearum
MUCL30161,
(H)
Fusarium
oxysporum
MUCL909, (I) Fusarium oxysporum MUCL30160, (J) Fusarium
oxysporum f. sp. radices-lycopersi CBS 873.95, (K) Fusarium oxysporum
f. sp. vasinfectum CBS 410.90, (L) Gloeosporium musarum MUCL500,
(M)
Gloesporium
solani
CBS
194.32,
(N)
Nectria
haematococca
MUCL20259, (O) Pyrenophora tritici-repentis MUCL30217, (P)
Rhizoctonia solani CBS 211.84. (PDF) deficient mutants (xtlA, xtlB, xtlC, xtlR; CMPG2183, CMPG2187,
CMPG2198, and CMPG2201, respectively). The application
pattern of bacterial cell suspensions spotted around a centrally
positioned plug with fungal mycelium is shown schematically in
(A). (B)
Alternaria
longipes
CBS
620.83,
(C)
Ascochyta
pisi
MUCL30164, (D) Botrytis cinerea MUCL30158, (E) Colletotrichum
gloeosporoides
SR24, (F)
Fusarium
culmorum
MUCL30162,
(G)
Fusarium
graminearum
MUCL30161,
(H)
Fusarium
oxysporum
MUCL909, (I) Fusarium oxysporum MUCL30160, (J) Fusarium
oxysporum f. sp. radices-lycopersi CBS 873.95, (K) Fusarium oxysporum
f. sp. vasinfectum CBS 410.90, (L) Gloeosporium musarum MUCL500,
(M)
Gloesporium
solani
CBS
194.32,
(N)
Nectria
haematococca
MUCL20259, (O) Pyrenophora tritici-repentis MUCL30217, (P)
Rhizoctonia solani CBS 211.84. (PDF) proton coupling of 8 Hz. Standard pulse sequences as present in
the Bruker library were used throughout. Typically, 2048 data
points were sampled in the direct dimension for 256 data points in
the indirect one, with the spectral width respectively set to 12 ppm
along the 1H dimension and 110 ppm (gHSQC) or 220 ppm
(gHMBC) along the 13C dimension. For 2D processing, the spectra
were zero filled to obtain a 204862048 real data matrix. Supporting Information Figure S1
Cladogram representation of a maximum-
likelihood tree inferred from amino acid sequence
alignment of condensation domains extracted from
characterized Pseudomonas NRPSs. The lipopeptide-spe-
cific codes are specified in Fig. 3, with the xantholysin-related ones
in bold. Clusters are differentiated according to the type of C-
domain by color: conventional domains (green), dual epimeriza-
tion/condensation domains (blue), and N-acylating starter do-
mains (red). The tree was rooted with the divergent C1 domain of
SyrE (in black). Figure S6
Chromatographic separation of xantholysin
congeners. LC-MS chromatogram of the extracted mixture
prior to purification using UV-detection at 214 nm. (PDF) Figure S7
Mass spectrometry of xantholysin congeners. Mass spectra of xantholysin A and its variants obtained during
LC-MS analysis of the extracted mixture prior to purification. Preliminary experiments with a high-resolution instrument showed
that the peaks represent ions with charge z = 2. (PDF) Figure
S2
Maximum-likelihood tree of thioesterase
domains of characterized LP-producing Pseudomonas
NRPSs. The clusters with tandemly organized domains TE1 (red)
and TE2 (green) are shown in different colors. Lipopeptide-specific
codes as in Fig. 3, with the xantholysin-related ones in bold. The
tandem-TE domains of lysobactin synthetase LybB from Lysobacter
sp. ATCC 53042 and the mono-TE domain of syringomycin
synthetase SyrE from P. syringae pv. syringae B301D are included for
comparison. The internal residue involved in cyclization with the
carboxyterminal amino acid is specified for each TE1/TE domain
(NA = not applicable for the linear syringafactins; OH-Phe = b-
hydroxy phenylalanine). The scale bar represents 0.5 substitutions
per site. (PDF) Figure S8
1D NMR analysis of xantholysin A. 1D 1H
spectrum of xantholysin A in DMF-d7 solution, 55uC, 500 MHz. (PDF) Figure S9
2D NMR analysis of xantholysin A. 2D 1H-1H
TOCSY spectrum of xantholysin A in DMF-d7 solution, 55uC,
500 MHz, revealing the characteristic amino acid spin system
patterns. (PDF) Figure S10
Nuclear Overhauser effect spectroscopy of
xantholysin A. Established NOE contacts in xantholysin A,
observed in a 2D 1H-1H NOESY spectrum with 300 ms mixing
time. Figure S3
Comparison of cognate regulators and asso-
ciated export systems in lipopeptide-synthesizing Pseu-
domonas. Maximum-likelihood trees inferred from amino acid
sequence alignments of (A) LuxR-family regulators encoded by
genes linked with the respective initiatory NRPS genes and (B) the
components of tripartite MacA/MacB/OprM-like export systems
(concatenated sequences; same phylogeny was obtained for the
three individual sequence sets (data not shown)). Lipopeptide-
specific codes as in Fig. Lipopeptide Extraction and Purification Before
Fourier transformation, all spectra were multiplied with a squared
cosine bell function in both dimensions except for the gHMBC
where a squared sine bell was applied. deficient mutants (xtlA, xtlB, xtlC, xtlR; CMPG2183, CMPG2187,
CMPG2198, and CMPG2201, respectively). The application
pattern of bacterial cell suspensions spotted around a centrally
positioned plug with fungal mycelium is shown schematically in
(A). (B)
Alternaria
longipes
CBS
620.83,
(C)
Ascochyta
pisi
MUCL30164, (D) Botrytis cinerea MUCL30158, (E) Colletotrichum
gloeosporoides
SR24, (F)
Fusarium
culmorum
MUCL30162,
(G)
Fusarium
graminearum
MUCL30161,
(H)
Fusarium
oxysporum
MUCL909, (I) Fusarium oxysporum MUCL30160, (J) Fusarium
oxysporum f. sp. radices-lycopersi CBS 873.95, (K) Fusarium oxysporum
f. sp. vasinfectum CBS 410.90, (L) Gloeosporium musarum MUCL500,
(M)
Gloesporium
solani
CBS
194.32,
(N)
Nectria
haematococca
MUCL20259, (O) Pyrenophora tritici-repentis MUCL30217, (P)
Rhizoctonia solani CBS 211.84. (PDF) Supporting Information 3, with the xantholysin-related ones in
bold. The regulatory gene encoding SyrF (panel A) is located
downstream of syrE. In panel B, the Syf and Arf systems are not
included (no sequences available for the corresponding OprM-like
protein). The scale bars represent 0.09 (panel A) and 0.04 (panel B)
substitutions per site. The xantholysin cluster (blue) and viscosin
cluster (green) are shown in different colors. (PDF) (PDF) Figure S11
High resolution mass spectrum of xantholy-
sin A. (A) Full mass spectrum. (B) Zoom on the [M+H]+
molecular ion peaks. Expected exact mass of xantholysin A
(C84H146N18O23)+H+: 1776.0881 Da; observed exact mass of
xantholysin A+H+: 1776.0837 Da. (PDF) Figure S12
1D NMR analysis of xantholysin B. 1D 1H
spectrum of xantholysin variant 1, in DMF-d7 solution, 55uC,
700 MHz. (PDF) Figure S13
1D NMR analysis of xantholysin C. 1D 1H
spectrum of xantholysin variant 2, in DMF-d7 solution, 55uC,
700 MHz. The inset shows the signals arising from the alkene
protons of the 3-hydroxydodec-5-enoic acid moiety, on top of an
unidentified resonance from an impurity. (PDF) Figure S4
Growth inhibition of representative indicator
bacteria by purified xantholysin. 10 ml-samples of purified
xantholysin in methanol, containing 18 mg (A) or 9 mg (B) were
spotted on an agar plate and overlaid with indicator cells after
solvent evaporation. Methanol control spots did not cause growth
inhibition. Figure S4
Growth inhibition of representative indicator
bacteria by purified xantholysin. 10 ml-samples of purified
xantholysin in methanol, containing 18 mg (A) or 9 mg (B) were
spotted on an agar plate and overlaid with indicator cells after
solvent evaporation. Methanol control spots did not cause growth
inhibition. (PDF) Figure S14
2D NMR analysis of xantholysin B. 2D 1H-1H
TOCSY spectrum of xantholysin variant 1, in DMF-d7 solution,
55uC, 700 MHz, revealing the characteristic amino acid spin
system patterns. (PDF) Figure S5
Antifungal activity of xantholysin. Growth
inhibition of fungi by P. putida BW11M1 (WT) and xantholysin- May 2013 | Volume 8 | Issue 5 | e62946 PLOS ONE | www.plosone.org 13 Antimicrobial Pseudomonas putida Lipopeptide plasposon mutants lacking antibacterial activity using X. alfalfae
subsp. alfalfae LMG 497 as indicator strain. (PDF) Figure S15
High resolution mass spectrum of xantholy-
sin B. (A) Full mass spectrum. (B) Zoom on the [M+H]+ and
[M+Na]+ molecular ion peaks. Expected exact mass of xantholysin
B (C83H144N18O23)+H+: 1762.0724 Da; observed exact mass of
xantholysin B+H+: 1762.0647 Da. (PDF) Table S2
In silico analysis of adenylation domains in
xantholysin synthetases. Predicted substrate specificity of the
A domains in the xantholysin NRPSs. (PDF) Figure S16
High resolution mass spectrum of xantholy-
sin C. (A) Full mass spectrum. (B) Zoom on the [M+H]+ and
[M+Na]+ molecular ion peaks. Expected exact mass of xantholysin
C (C86H148N18O23)+H+: 1802.1037 Da; observed exact mass of
xantholysin C+H+: 1802.0973 Da. (PDF) (PDF) Table S3
Antagonistic activity spectrum of P. putida
BW11M1
wild
type
(WT)
and
xantholysin-deficient
mutants. The indicators shown are listed in Table 1 and Table
S4. All other bacteria listed in Table S4 are not inhibited by strain
BW11M1. Antagonism was semi-quantified by measuring the halo
radii (in mm; average of three repeats; ND, no halo detected). Values in parentheses denote formation of a turbid halo. For some
wild-type Xanthomonas strains a larger turbid halo was observed
around a smaller clear halo. Additional italicized values in
parentheses refer to the presence of a ‘secondary’ turbid growth
inhibition halo. (PDF) Figure
S17
NMR analysis
of
fatty
acid
moiety in
xantholysin C. 1H and 13C chemical shift comparison between
the lipid tail of xantholysin A and variant 2. (A) Experimental 1H
(red) and
13C (blue) chemical shifts of the xantholysin 3-
hydroxydecanoic
acid
moiety,
compared
to
predicted
13C
chemical shifts (green). (B) Experimental 1H (red) and 13C (blue)
chemical shifts of the xantholysin variant 2 3-hydroxydodec-5-
enoic acid moiety, compared to predicted 13C chemical shifts
(green) assuming a cis-configuration. (C) Predicted 13C (green)
chemical shifts of the xantholysin variant 2 3-hydroxydodec-5-
enoic acid moiety assuming a trans-configuration. 13C chemical
shift predictions were calculated using ChemNMR Pro 12.0 as
implemented in the ChemDraw Ultra 12.0 software (PerkinElmer,
Inc.). In the case of cis-3-hydroxydodec-5-enoic acid, the predicted
13C chemical shifts indicate a decrease in both the c and f 13C
chemical
shifts
compared
to
the
HDA
moiety
(36.8 ppmR33.1 ppm and 29.3 ppmR27.7 ppm respectively). In the case of the trans-3-hydroxydodec-5-enoic acid, an increase
in these same chemical shifts is predicted (36.8 ppmR39.1 ppm
and 29.3 ppmR33.7 ppm respectively). In the cis configuration,
the van der Waals radii of the hydrogens of the two carbons
flanking the double bond are overlapping due to their spatial
proximity, as opposed to the trans configuration. This steric
compression causes an additional shielding and thus upfield shift of
the associated carbons, which is not present in the case of the trans
configuration (for reference, see Breitmaier E., Voelter E. (1987)
Carbon-13 NMR Spectroscopy: High-Resolution Methods and
Applications in Organic Chemistry and Biochemistry, 3rd edition. Weinheim: VCH Verlagsgesellschaft mbH. 515 p.). Acknowledgments The authors wish to thank M. Ho¨fte and J. Xu (Laboratory of
Phytopathology, Ghent University, Belgium) for assistance in testing
xantholysin sensitivity of Xanthomonas oryzae strains. J. Goeman (Laboratory
of Organic and Bioorganic Synthesis, Ghent University) is acknowledged
for assistance in LC-MS and high resolution MS analysis. Table S1
Characterization of antibacterial activity of P.
putida BW11M1. Homology of genes disrupted in BW11M1 Table S1
Characterization of antibacterial activity of P. putida BW11M1. Homology of genes disrupted in BW11M1 3. Raaijmakers JM, De Bruijn I, Nybroe O, Ongena M (2010) Natural functions of
lipopeptides from Bacillus and Pseudomonas: more than surfactants and antibiotics.
FEMS Microbiol Rev 34: 1037–1062. (PDF) Therefore,
this
provides
a
significant
indication for the lipid tail in xantholysin variant 2 to be in the
cis-configuration. (PDF) Table S4
Analysis of bacterial susceptibility to P. putida
BW11M1. List of non-Xanthomonas bacteria used as indicators. (PDF) Table S5
Antifungal activity of P. putida BW11M1 and
xantholysin-deficient mutants. The effect on mycelial growth
near a bacterial colony is indicated: (+) inhibition by wild type; (Q)
or (2), reduced or no inhibition by xtl mutants compared to WT
(as observed on PTA medium). For a particular indicator, the
same phenotype was observed for the xtlA, xtlB, xtlC and xtlR
mutants
(CMPG2183,
CMPG2187,
CMPG2198,
and
CMPG2201, respectively), collectively designated xtl mutants. The inhibitory patterns for selected fungal strains are shown in Fig. S5. (PDF) 7. Kuiper I, Lagendijk EL, Pickford R, Derrick JP, Lamers GEM, et al. (2004)
Characterization of two Pseudomonas putida lipopeptide biosurfactants, putisolvin I
and II, which inhibit biofilm formation and break down existing biofilms. Mol
Microbiol 51: 97–113. (PDF) The experi-
mental
values
of
the
3-hydroxydodec-5-enoic
acid
moiety
compared to those of the HDA moiety (37.91 ppmR35.53 ppm
and
29.60 ppmR27.28 ppm
for
the
c
and
f
13C
nuclei
respectively) show that the
13C chemical shifts correspond
significantly better to the case of the cis-configuration, indeed
showing
a decrease. Therefore,
this
provides
a
significant
indication for the lipid tail in xantholysin variant 2 to be in the
cis-configuration. Figure
S17
NMR analysis
of
fatty
acid
moiety in
xantholysin C. 1H and 13C chemical shift comparison between
the lipid tail of xantholysin A and variant 2. (A) Experimental 1H
(red) and
13C (blue) chemical shifts of the xantholysin 3-
hydroxydecanoic
acid
moiety,
compared
to
predicted
13C
chemical shifts (green). (B) Experimental 1H (red) and 13C (blue)
chemical shifts of the xantholysin variant 2 3-hydroxydodec-5-
enoic acid moiety, compared to predicted 13C chemical shifts
(green) assuming a cis-configuration. (C) Predicted 13C (green)
chemical shifts of the xantholysin variant 2 3-hydroxydodec-5-
enoic acid moiety assuming a trans-configuration. 13C chemical
shift predictions were calculated using ChemNMR Pro 12.0 as
implemented in the ChemDraw Ultra 12.0 software (PerkinElmer,
Inc.). In the case of cis-3-hydroxydodec-5-enoic acid, the predicted
13C chemical shifts indicate a decrease in both the c and f 13C
chemical
shifts
compared
to
the
HDA
moiety
(36.8 ppmR33.1 ppm and 29.3 ppmR27.7 ppm respectively). In the case of the trans-3-hydroxydodec-5-enoic acid, an increase
in these same chemical shifts is predicted (36.8 ppmR39.1 ppm
and 29.3 ppmR33.7 ppm respectively). In the cis configuration,
the van der Waals radii of the hydrogens of the two carbons
flanking the double bond are overlapping due to their spatial
proximity, as opposed to the trans configuration. This steric
compression causes an additional shielding and thus upfield shift of
the associated carbons, which is not present in the case of the trans
configuration (for reference, see Breitmaier E., Voelter E. (1987)
Carbon-13 NMR Spectroscopy: High-Resolution Methods and
Applications in Organic Chemistry and Biochemistry, 3rd edition. Weinheim: VCH Verlagsgesellschaft mbH. 515 p.). The experi-
mental
values
of
the
3-hydroxydodec-5-enoic
acid
moiety
compared to those of the HDA moiety (37.91 ppmR35.53 ppm
and
29.60 ppmR27.28 ppm
for
the
c
and
f
13C
nuclei
respectively) show that the
13C chemical shifts correspond
significantly better to the case of the cis-configuration, indeed
showing
a decrease. 4. Raaijmakers JM, De Bruijn I, De Kock MJD (2006) Cyclic lipopeptide
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NMR analysis of xantholysin A. 1H and 13C
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data: WL MDV DS JR AM JCM RDM. Contributed reagents/materials/
analysis tools: GX JR AM JCM RDM. Wrote the paper: WL HRZ
MGKG DS AM JCM RDM. Conceived and designed the experiments: WL HRZ MGKG DS RDM. Performed the experiments: WL HRZ MDV MGKG DS JR. Analyzed the
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lipopeptides from Bacillus and Pseudomonas: more than surfactants and antibiotics. FEMS Microbiol Rev 34: 1037–1062. May 2013 | Volume 8 | Issue 5 | e62946 14 PLOS ONE | www.plosone.org Antimicrobial Pseudomonas putida Lipopeptide 63. Ghequire MGK, Li W, Proost P, Loris R, De Mot R (2012) Plant lectin-like
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from a rhizosphere-colonizing Pseudomonas isolate. J Bacteriol 185: 897–908. May 2013 | Volume 8 | Issue 5 | e62946 May 2013 | Volume 8 | Issue 5 | e62946 15 PLOS ONE | www.plosone.org Antimicrobial Pseudomonas putida Lipopeptide ACS Chem Biol 7: 252–259. 76. Janssens JCA, Steenackers H, Robijns S, Gellens E, Levin J, et al. (2008)
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Introduction
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Cahiers du MIMMOC
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To cite this version: Galina Subbotina, Sanja Boskovic, Elvire Diaz, Catherine Géry. Introduction. Mémoire(s), iden-
tité(s), marginalité(s) dans le monde occidental contemporain. Cahiers du MIMMOC, 2021, Figures
de femmes dans les cultures européennes, Regards croisés France-Asie centrale : l’enseignement des
langues étrangères à l’université (24), 10.4000/mimmoc.6921. hal-03212570 HAL Id: hal-03212570
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est mis à disposition selon les termes de la licence Creative Commons Attribution 4.0 International. Introduction Introduction 1 1 Introduction Galina Subbotina, Sanja Boskovic, Elvire Diaz et Catherine Géry Galina Subbotina, Sanja Boskovic, Elvire Diaz et Catherine Géry 1
Le présent numéro des Cahiers du MIMMOC réunit les articles des participant.es de la
Journée d’études Figures de femmes dans les cultures européennes : mémoires, identités,
marginalités qui a eu lieu à l’Université de Poitiers les 3 et 4 octobre 2019. Cette
rencontre, qui se voulait pluridisciplinaire, s’est donné pour but de refléter, d’une part,
la multiculturalité et la multipolarité du monde contemporain, et d’autre part, la
complexité de la place des femmes qui ne peut être décrite qu’à travers un ensemble de
différentes disciplines. En évitant de simplifier ou de rendre invisibles les diversités,
nous avons cherché à étudier des figures de femmes européennes, chacune se trouvant
dans une situation unique, un contexte culturel particulier et se heurtant, dans ses
quêtes identitaires, à des enjeux de pouvoir différents. Avec nos interventions
consacrées à plusieurs pays de l’Europe de l’Ouest, de l’Europe médiane et de l’Europe
de l’Est, nous nous sommes attachés à créer une mosaïque, un tableau multifacette afin
de retracer plusieurs parcours de femmes qui, restant souvent à l’ombre ou en marge
de la vie sociale et culturelle, parviennent, malgré tout, à faire entendre leur voix et à
influencer le monde autour d’elles. 2
Dans cette publication, la problématique de marginalisation et d’invisibilisation des
femmes fusionne avec deux autres questions qui se trouvent en corrélation sur le plan
social et psychologique. Dans un premier groupe de textes, nous avons proposé
d’étudier le problème de la mémoire sociale et de la présence des femmes dans les
récits historiques et canoniques. L’article de Catherine Géry donne le ton à ces réflexions
dans son analyse de l’œuvre de Maria Joukova, écrivaine russe du XIXe siècle, ainsi que
des mécanismes d’effacement de son nom dans le canon littéraire russe. Elvire Diaz
aborde, dans son étude, le rôle important des personnages féminins dans les romans
dits « de la mémoire » au sein de la littérature espagnole post Transition démocratique
(1975). A son tour, Sanja Boskovic, à travers des œuvres d'André Gide, de Thomas Mann
et de Milorad Pavic, analyse la fonction de l'héritage mythique dans la constitution des
figures de femmes dans leurs poétiques respectives. 3
Une place importante est occupée, dans cette publication, par les études consacrées à
l’histoire des femmes de l’époque soviétique. Introduction Mémoire(s), identité(s), marginalité(s) dans le monde occidental contemporain, 24 | 2021 Introduction Ainsi, Hélène Menegaldo se tourne vers la Mémoire(s), identité(s), marginalité(s) dans le monde occidental contemporain, 24 | 2021 2 Introduction biographie d’Irène Kakhovskaïa, militante du Parti socialiste révolutionnaire de gauche
(internationaliste), éradiqué par les bolcheviques dès 1918. Le nom de Kakhovskaïa, qui
a passé l’essentiel de sa vie en prison sous le régime tsariste, puis soviétique, n’est pas
entré dans les manuels d’histoire. L’activiste a partagé en cela le destin de plusieurs
mouvements politiques du début du XXe siècle en Russie et en Ukraine. Le but de
l’article d’Amine Lagoune est aussi de retracer l’histoire des femmes soviétiques sous des
aspects effacés pour des raisons idéologiques. L’auteur de l’étude traite le rapatriement
des ressortissantes soviétiques de France en URSS après la fin de la Seconde guerre
mondiale. Le deuxième groupe de textes du présent numéro réunit des réflexions autour de la
question de la subjectivité et de la quête identitaire. L’article de Susan Böhmisch fait le
lien avec la problématique de la mémoire. Son étude vise à souligner l’impact souvent
minimisé, voire oblitéré, des femmes sur l’histoire de l’art, et à montrer les pratiques
culturelles et subjectives utilisées par les peintres Paula Modersohn-Becker, Gabriele
Münter et Marianne von Werefkin afin de contourner de nombreux obstacles et de
trouver leur place dans la vie artistique allemande du début du xxe siècle. Pour sa part,
Ekaterina Belavina se focalise sur la question des identités littéraires et leur formation
sous diverses influences, y compris étrangères : la chercheuse consacre son article à
l’œuvre de Marceline Desbordes-Valmore et à sa réception en Russie par plusieurs
poètes et poétesses des XIXe et XXe siècles. Galina Subbotina, de son côté, met en valeur le
caractère novateur des textes autobiographiques féminins dans la littérature
romantique russe, dans laquelle l’expression de soi est extrêmement difficile à cause de
plusieurs interdits sociaux. L’aspect complexe de la mythologie autobiographique
construite autour de l’image de la mère est étudié par Valentina Chepiga dans son article
consacré à l’œuvre de Romain Gary. Quant à Françoise Defarges, elle analyse les textes
littéraires de Lidia Zinovieva-Annibal, écrivaine russe du tournant des XIXe et XXe
siècles, qui élabore plusieurs modèles originaux d’identité en transformant les
représentations identitaires traditionnelles. La création de modèles de féminité
capables d’impacter les spectatrices est au cœur de l’étude d’Andja Srebro qui s’intéresse
à la place des personnages féminins dans le cinéma yougoslave de l’après-guerre. Mémoire(s), identité(s), marginalité(s) dans le monde occidental contemporain, 24 | 2021 Introduction Malgré la diversité des situations nationales et historiques décrites dans ce numéro, il
est possible de distinguer plusieurs points communs abordés et, en premier lieu, la
minimisation du rôle des femmes ou l’effacement de leurs noms dans les « Grands récits
» de la modernité (Jean-François Lyotard). Toutes ces études réunies montrent que la
réintégration des femmes dans les métarécits est nécessaire, car elle permet de
transformer de manière substantielle les visions normatives en changeant, par
exemple, les dates d’apparition « des premiers » textes ou des « premières » œuvres,
régulièrement « oubliés » quand il s’agit de la production féminine. Plusieurs articles
du recueil mettent en évidence l’actuelle émergence de la « question féminine » à côté
d’autres récits marginalisés comme, par exemple, les histoires de mouvements sociaux
et culturels ne correspondant pas aux tendances dominantes. Cette émergence permet,
entre autres, de relativiser l’importance des récits canoniques se présentant souvent
comme « irremplaçables » ou « sans alternative » et de mettre en lumière le
fonctionnement de « systèmes de vérité » (Michel Foucault) qui déterminent la place
centrale ou périphérique des phénomènes sociaux et qui résultent des luttes, des
conflits, des négociations complexes entre instances de pouvoirs divers.
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https://openalex.org/W3194474982
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https://pubs.rsc.org/en/content/articlepdf/2021/ma/d1ma00608h
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English
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A novel turn-on fluorescent sensor for cyanide ions based on the charge transfer transition of phenothiazine/indolium compounds
|
Materials advances
| 2,021
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cc-by
| 6,559
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a Forensic Science Laboratory, Kyoto Prefectural Police H.Q., 85-3, Yabunouchi-cho,
Kamigyo-ku, Kyoto, 602-8550, Japan. E-mail: morikawa.fsl.kyoto@gmail.com
b Department of Pharmaceutical Sciences, Faculty of Pharmacy, Kindai University,
3-4-1, Kowakae, Higashiosaka, Osaka, 577-8502, Japan. E-mail:
k-nishi@phar.kindai.ac.jp
c Antiaging Center, Kindai University, Kindai University, 3-4-1, Kowakae,
Higashiosaka, Osaka, 577-8502, Japan
† Electronic supplementary information (ESI) available: Detailed experimental
section, photography, UV-vis measurements, 1H NMR analyses and other addi-
tional data. See DOI: 10.1039/d1ma00608h Materials
Advances View Article Online
View Journal | View Issue Open Access Article. Published on 18 August 2021. Downloaded on 10/24/2024 5:48:54 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Yasuhiro Morikawa,a Miku Hirabara,b Keiji Nishiwaki,
*b Shigeo Suzukibc and
Isao Nakanishibc A new fluorescent sensor combining phenothiazine and indolium, which reacts specifically with cyanide
ions with a large Stokes shift and a good fluorescence quantum yield, was prepared. When CN was
added to an ethanol solution containing the synthesized sensor molecules, the solution color changed
from purple to colorless, and fluorescence was emitted under 270 nm light irradiation. The mechanism
of this luminescence, investigated via proton nuclear magnetic resonance, electrospray ionization mass
spectrometry, and computational analysis, was defined as follows: the sensor undergoes nucleophilic
addition of cyanide to the carbon of C = N+ in its indolium moiety, which limits the intramolecular
charge transfer, resulting in a colorless transition and blue fluorescence. The specificity of the proposed
sensor for cyanide has been confirmed through tests with 14 other anions (F, Cl, Br, I, ClO3
,
ClO4
, NO2
, NO3
, SO3
2, SO4
2, S2O3
2, S2, N3
, and SCN) and the detection limit is 0.02 mM in
the fluorescence spectrum. Changes in this sensor color can be detected by the naked eye and
fluorescence emission can be induced via black light irradiation. Received 14th July 2021,
Accepted 17th August 2021
DOI: 10.1039/d1ma00608h
rsc.li/materials-advances Received 14th July 2021,
Accepted 17th August 2021 rsc.li/materials-advances A novel turn-on fluorescent sensor for cyanide
ions based on the charge transfer transition of
phenothiazine/indolium compounds† Cite this: Mater. Adv., 2021,
2, 6104 Introduction advanced facilities, and excellent operation skills. Hence, sev-
eral chemical sensors, including colorimetric sensors and
fluorescent sensors that selectively react with CN, have been
recently developed for the rapid detection of CN in the field.16
This approach has advantages such as shorter inspection time
and lower cost, and allows simple and rapid on-site determina-
tion and is extremely useful for practical applications. Many
sensors have been reported and most of them are based on the
nucleophilic addition of CN to their molecules17–20 or the
coordination of cyano groups to metal reagents.16,21–23 The cyanide ion has extremely high toxicity but is relatively easy
to obtain; it is used in the metal plating and plastics industries,
and as a reagent in most laboratories.1 Given the concern about
the health effects of CN release into the environment, various
technologies have been developed to detect CN in drinking
water and similar, mainly in the environmental field. CN is
also involved in serious crimes;2 for example, cyanide gas is
produced in fires in addition to carbon monoxide.3 Therefore,
CN detection is extremely important to determine the cause of
death in homicides and fires. In this study, we attempted to develop a turn-on fluorescent
sensor for CN, although fluorescence emission generally has a
low detection limit; in other words, we designed a molecule
that emits fluorescence when reacting with CN. There have
been many recent reports of detection reagents based on the
mechanism of quenching of fluorescence that should be
emitted via intramolecular charge transfer (ICT) and emitting
fluorescence by cutting offthe charge transfer.24–26 In the
molecular
design,
an
electron-donating
group
and
an
electron-withdrawing group are connected by a carbon–carbon
double bond to form a donor–p–acceptor system. Although
various compounds are possible, we selected phenothiazine
as the electron-donating group and an indolium salt as the
electron-withdrawing group. A similar combination has been
reported by El-Shishtawy et al. as a dimethine cyanine dye
(PTZIS),
a
candidate
for
nonlinear
optical
materials.27 Thus, many instrumental analytical methods such as gas
chromatography, mass spectrometry, liquid chromatography,
and ion chromatography have been applied for the detection of
CN;4–15 however, these methods require expensive equipment, © 2021 The Author(s). Published by the Royal Society of Chemistry 6104 | Mater. Synthesis of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-
trimethyl-3H-indol-1-ium iodide (PI) 1H-NMR (600 MHz, CDCl3) d 8.40 (d, J = 8.1 Hz, 1H), 8.07
(d, J = 15.8 Hz, 1H), 7.73–7.42 (m, 6H), 7.16 (t, J = 7.3 Hz, 1H),
7.07 (d, J = 7.2 Hz, 1H), 6.97 (d, J = 6.4 Hz, 2H), 6.88 (d, J =
8.0 Hz, 1H), 4.38 (s, 3H), 3.89 (t, J = 6.7 Hz, 2H), 1.81 (s, 8H),
1.53–1.06 (m, 12H), 0.86 (d, J = 6.6 Hz, 3H). 13C-NMR (151 MHz,
CDCl3) d 181.02, 153.45, 151.02, 142.57, 142.44, 141.61, 132.95,
130.03, 129.56, 129.14, 128.14, 127.67, 127.46, 124.37, 124.01,
123.17, 122.47, 116.23, 115.78, 114.15, 109.57, 51.90, 48.36,
36.88, 31.71, 29.20, 29.15, 27.22, 26.84, 26.77, 22.61, 14.10. IR
(KBr, cm1) 2925, 2852, 1653, 1586, 1570, 1514, 1461. HRMS
(ESI, positive mode, m/z): calculated for [C33H39N2S]+ 495.2828,
found 495.2818. Scheme 1 shows the synthetic route of PI, which was modified
from the method reported by El-Shishtawy et al.27 10-Octyl-10H-phenothiazine
(1). Potassium
hydroxide
(2.08 g, 370 mmol) was added portionwise to a solution of Scheme 1
Synthesis
of
2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-
1,3,3-trimethyl-3H-indol-1-ium iodide (PI). Chemicals and instruments Phenothiazine and n-octyl bromide were purchased from Nacali
Tesque. 1,2,3,3-Tetramethyl-3H-indolium iodide was provided
by Santa Cruz Biotechnology, Inc. Unless otherwise noted, all
the chemicals were obtained from commercial suppliers and
used without further purification. Pure water was prepared with a Milli-Q system (Millipore
Corporation). Fluorescence spectra and ultraviolet-visible light
(UV-vis) absorption spectra were recorded on a FP-6200 (Jasco
Corporation) and a UV-2700 spectrophotometer (Shimadzu
Corporation), respectively. ESI-MS spectra were obtained using
a micrOTOF II (Bruker Daltonics, Inc.) or an EXACTIVE mass
spectrometer (Thermo Fisher Scientific). 1H-NMR spectra were
measured with a JEOL JNM-AL400 (400 MHz) and a Bruker
Avance (600 MHz) spectrometer in dimethyl sulfoxide (DMSO)-
d6, with tetramethylsilane as an internal standard. Melting
points were determined using a J-SCIENCE RFS-10 micro melt-
ing point apparatus and not corrected. A Jasco FT/IR-460 Plus
spectrophotometer was used to measure infrared (IR) spectra. (E)-2-(2-(10-Hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-tri-
methyl-3H-indol-1-ium iodide (PI). A solution of 2 (195.4 mg,
0.576
mmol)
and
1,2,3,3-tetramethyl-3H-indolium
iodide
(190.5 mg, 0.632 mmol) in dry ethanol (5.5 mL) was stirred at
60 1C for 10 h. After the solvent was removed by vacuuming, the
residue was diluted with ethyl acetate, followed by the addition
of n-hexane to the precipitate; the resulting precipitate was
filtered offto give the title compound (300 mg, 84% yield) as a
dark blue solid and, then, was further purified via recrystalliza-
tion from a methanol–diethyl ether solution for the analysis. (E)-2-(2-(10-Hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-tri-
methyl-3H-indol-1-ium iodide (PI). A solution of 2 (195.4 mg,
0.576
mmol)
and
1,2,3,3-tetramethyl-3H-indolium
iodide
(190.5 mg, 0.632 mmol) in dry ethanol (5.5 mL) was stirred at
60 1C for 10 h. After the solvent was removed by vacuuming, the
residue was diluted with ethyl acetate, followed by the addition
of n-hexane to the precipitate; the resulting precipitate was
filtered offto give the title compound (300 mg, 84% yield) as a
dark blue solid and, then, was further purified via recrystalliza-
tion from a methanol–diethyl ether solution for the analysis. Introduction Adv., 2021, 2, 6104–6111 6104 Materials Advances
View Article Online View Article Online Paper Materials Advances 10H-phenothiazine (2.92 g, 14.6 mmol), 1-bromooctane (3.45 g,
17.8 mmol), and potassium iodide (40.3 mg, 0.24 mmol) in
DMSO (50 mL). The reaction mixture was stirred at room
temperature for 29 h and, then, poured into water (200 mL). The reaction mixture was extracted with chloroform. The
combined chloroform layer was washed with saturated NH4Cl
aqueous solution, dried over sodium sulfate, and concentrated
in vacuo; the crude product was purified via silica gel flash
column chromatography (hexane) to give 4.28 g, 94% yield as a
colorless oil. The spectral data of 1 were in good agreement
with the reported values.31 Phenothiazines emit fluorescence and have electron-donating
properties,28–31 while many studies have reported the reaction
of the indolium cation, which is a strong electron-withdrawing
group, with CN.32–44 Therefore, we thought that a phenothia-
zine/indolium compound could also be applied for CN
detection. We synthesized a novel phenothiazine/indolium conjugated
molecule (PI) as a CN sensing dye; its color and fluorescence
changes in response to CN, as well as the selectivity to the
target analyte, were also investigated. Then, its reaction mecha-
nism was analyzed through proton nuclear magnetic resonance
(1H-NMR), electrospray ionization mass spectrometry (ESI-MS),
and computational analysis. Open Access Article. Published on 18 August 2021. Downloaded on 10/24/2024 5:48:54 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. 10-Octyl-10H-phenothiazine-3-carbaldehyde (2). Phosphoryl
chloride (2.74 mL, 29.3 mmol) was added dropwise at 0 1C to
ice-cooled N,N-dimethylformamide (5 mL, 64.6 mmol) under a
nitrogen atmosphere. The reaction mixture was warmed up to
room temperature, stirred for 10 h, and then cooled down to
0 1C, followed by the addition of a solution of 1 (2.19 g,
7.02 mmol) in N,N-dimethylformamide (2.5 mL). The resulting
mixture was heated to 80 1C, stirred for 18 h, and then poured
into ice water; afterward, it was basified by adding saturated
potassium carbonate aqueous solution and extracted with
chloroform. The combined organic phase was dried over
sodium sulfate and concentrated in vacuo. The crude product
was purified via flash column chromatography (n-hexane/ethyl
acetate = 9 : 1) to give the title compound (2.02 g, 85% yield) as a
yellow oil. The NMR and IR spectral data of 2 were in good
agreement with the reported values.31 UV-Vis and fluorescence measurements Fig. 1 compares the absorption and fluorescence spectra of PI
and the fluorescent product in different solvents. Therefore, PI
was dissolved in various solvents, such as methanol, ethanol,
acetonitrile, N,N-dimethylformamide, dimethyl sulfoxide, and
chloroform; then, CN (2 equiv.) was added to these solutions,
and the solution color change and fluorescence were analyzed. The excitation wavelength was 270 nm because it provided the
maximum fluorescence when adding CN to PI in the ethanol
solution, and the corresponding fluorescence wavelength was
483 nm, giving a larger Stokes shift (ESI,† Fig. S1). Fig. 2 also
shows photographs of the color change of the solution and the
fluorescence excited at 365 nm. The PI solution in chloroform
showed blue color, while in the others it showed purple. El-
Shishtawy et al. have observed the same phenomenon in PTZIS;
they attributed this to the interaction of the iodide ion of the
counter anion with the chlorine atoms in chloroform, which
reduces the electron density of the iodide ion and destabilizes
the ground state, enhancing the ICT characteristics and caus-
ing a bathochromic shift.27 When adding CN, the color tone
disappeared and all the solutions exhibited fluorescence with
large Stokes shifts. The fluorescence intensity of the fluorescent
product was weak in chloroform; we attributed this to the large
bathochromic shift caused by ICT in that solvent. Among the
tested solvents, dimethyl sulfoxide showed the strongest
fluorescence intensity, but sufficient fluorescence intensity
was observed in solvents other than chloroform also. In the
case of chloroform, the dipole moment of the excited state of
the fluorescent product was smaller due to the lower polarity of
the solvent, and the maximum absorption wavelength has led
to the bathochromic shift. Therefore, we decided to use etha-
nol, which is more practical and safer, in the subsequent
experiments. A quartz cuvette with an optical path length of 1 cm was used
for all the measurements. The UV-vis spectra were collected in
the 300–800 nm range. The fluorescence spectra were recorded
between 300 and 700 nm under 270 nm light irradiation. Preparation of sample solutions for UV-vis and fluorescence
measurements CN aqueous solution was added to 3 mL of 10 mM PI solutions
and each spectrum was measured. For optimization of the
solvents, 6 mL (2 equiv.) of a 10 mM CN aqueous solution,
for the determination of the quantitative relationship of Scheme 1
Synthesis
of
2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-
1,3,3-trimethyl-3H-indol-1-ium iodide (PI). Mater. Adv., 2021, 2, 6104–6111 | 6105 © 2021 The Author(s). Published by the Royal Society of Chemistry 6105 View Article Online Materials Advances Paper Paper product produced by adding CN to PI were performed at the
B3LYP/6-31G
level
of
theory
by
using
the
Gaussian
09
package.47 CN reacting with PI, 3–75 mL (0.1–2 equiv.) of a 1 mM CN
aqueous solution and for selectivity to various anions, 6 mL of
10 mM aqueous anion solution were added. Each aqueous
anion solution was prepared by dissolving 100 mmol of one
among 15 inorganic salts (KCN, NaF, NaCl, NaBr, KI, KClO3,
KClO4, NaNO2, NaNO3, Na2SO3, Na2SO4, Na2S2O3, Na2S, NaN3,
and KSCN) in 10 mL of pure water. CN reacting with PI, 3–75 mL (0.1–2 equiv.) of a 1 mM CN
aqueous solution and for selectivity to various anions, 6 mL of
10 mM aqueous anion solution were added. Each aqueous
anion solution was prepared by dissolving 100 mmol of one
among 15 inorganic salts (KCN, NaF, NaCl, NaBr, KI, KClO3,
KClO4, NaNO2, NaNO3, Na2SO3, Na2SO4, Na2S2O3, Na2S, NaN3,
and KSCN) in 10 mL of pure water. UV-Vis and fluorescence measurements The
fluorescence quantum yield (F) was determined via a compara-
tive method by using 15 mM quinine sulfate dihydrate (F = 0.55
in 0.1 M H2SO4, where F is the integrated area under the
corrected emission spectrum) as the standard according to
the following equation:45 Fx = Fst (Ast/Ax) (Fx/Fst) (Zx/Zst)2 where A is the absorbance at the excitation wavelength, Z is the
refractive index of the solution, and the subscripts x and st
denote the unknown material and the standard, respectively. Job’s plot measurement A 20 mM solution of PI was prepared by dissolving in EtOH. Similarly, a 20 mM solution of CN was prepared by dissolving
it in a 4 : 1 (v/v) mixture of EtOH/H2O. Mixture solutions
(3.0 mL) of PI and CN at 11 different ratios from 0 : 3 to 3 : 0
(v/v) were prepared. After the solutions were allowed to stand
for 10 min, the absorbance at 555 nm was measured at room
temperature. The difference between the initial absorbance (A0)
and the obtained absorbance value (A) was plotted against [PI]/
([PI] + [CN]), and the complex formation ratio was estimated
from the abscissa at the maximum absorbance. Open Access Article. Published on 18 August 2021. Downloaded on 10/24/2024 5:48:54 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 18 August 2021. Downloaded on 10/24/2024 5:48:54 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Computational analysis The structural optimization and computational calculations for
the ground state of PI were conducted via density functional
theory (DFT) at the B3LYP/6-311G level of theory using Spar-
tan’10,46 while those for the excited states of the fluorescent Fig. 1
(a) Absorption and (b) fluorescence spectra (lex = 270 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium
iodide (PI, 10 mM) in various solvents (3 mL) before and after adding CN. Fig. 1
(a) Absorption and (b) fluorescence spectra (lex = 270 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium
iodide (PI, 10 mM) in various solvents (3 mL) before and after adding CN. © 2021 The Author(s). Published by the Royal Society of Chemistry © 2021 The Author(s). Published by the Royal Society of Chemistry 6106 | Mater. Adv., 2021, 2, 6104–6111 Materials Advances
View Article Online View Article Online Materials Advances Fig. 2
(a) Changes in the color and (b) the fluorescence excited by black
light (l = 365 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-
trimethyl-3H-indol-1-ium iodide (PI, 10 mM) in various solvents (3 mL),
before and after adding CN. the slope of the calibration curve near the detection limit, was
0.29 mM by UV-vis and 0.02 mM by UV-vis fluorescence spectro-
scopy. Although many fluorescent sensors for CN detection
have been reported,48 PI showed relatively good sensitivity
compared with these sensors (ESI,† Table S1). The CN concen-
tration in human blood is toxic when it exceeds 19 mM,49,50 but
the World Health Organization (WHO) has set the maximum
concentration of CN in drinking water to be 1.9 mM.51 There-
fore, PI could be applied in the environmental field or for
forensic analysis because the LOD is much lower than these
concentrations. The reaction kinetics between PI and CN were also inves-
tigated. CN (20 mM, 2 equiv.) was added to a 10 mM PI solution
and the change in the fluorescence intensity was measured over
time (ESI,† Fig. S3(a)). The reaction started upon the CN
addition and reached a steady state after 100 s. When ln[(Intt
Intmax)], where Intmax is the emission intensity at the steady
state and Intt is the intensity at time t, was plotted versus time, a
linear fit was obtained, as shown in Fig. S3(b) (ESI†), demon-
strating that the reaction follows pseudo-first-order kinetics. The rate constant of this reaction (Kobs), calculated via the
above reaction equation, was 0.0307 s1 (ESI,† Fig. S3(b)). Changes in the absorption and fluorescence spectra of PI when
adding CN The quantitative relation between PI and CN was studied via
UV-vis and fluorescence spectroscopy analyses. The absorbance
at 390 and 555 nm decreased with increasing CN concen-
tration (Fig. 3(a)), while the fluorescence increased with it
(Fig. 3(b)). The fluorescence intensity at 483 nm varied linearly
with the CN concentration (R2 = 0.9945) (ESI,† Fig. S2). The
limit of detection (LOD), calculated as 3.3s/a, where s is the
standard deviation of the signal in the blank material and a is Fig. 3
(a) Absorption and (b) fluorescence spectra (lex = 270 nm) of 10 mM
2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-
ium iodide when adding various concentrations of CN. The insets in (a)
and (b) show the changes in the solution color and fluorescence, respec-
tively, when adding CN. Computational analysis Then,
the reaction rate was determined in the same way for CN and
less than one equivalent of solutions containing 10, 7.5, and
5 mM of CN were added to a 10 mM solution of PI. The
fluorescence intensity increased linearly up to 50 s and then
slowly; after 20 minutes of measurement, no steady state was
reached, but the fluorescence intensity of each solution was
proportional
to
the
respective
CN
concentration
(ESI,†
Fig. S4). Fig. 2
(a) Changes in the color and (b) the fluorescence excited by black
light (l = 365 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-
trimethyl-3H-indol-1-ium iodide (PI, 10 mM) in various solvents (3 mL),
before and after adding CN. Changes in the absorption and fluorescence spectra of PI when
adding CN Changes in the absorption and fluorescence spectra of PI when
adding CN Mater. Adv., 2021, 2, 6104–6111 | 6107 Selectivity of PI for different anions To investigate the selectivity of PI for anions other than CN, 15
species of anions including CN were added to the PI solution
and their behavior was observed. In addition, CN and other
anions were added at the same time, and anti-interference
experiments were also performed. As a result, the purple color
disappeared and fluorescence was observed only when adding
CN (Fig. 4). The absorbance intensity at 555 nm and the
fluorescence intensity at 483 nm excited at 273 nm were also
measured (Fig. 5, ESI,† Fig. S5 and S6). Among the other
14 anions, S2 induced a change in the solution color, which
became lighter, and fluorescence emission, but the fluores-
cence intensity was about 1/7 that obtained for CN. To investigate the reactivity of PI to S2, various S2 con-
centrations (1–16 equiv.) were added to PI (ESI,† Fig. S7); the
purple color disappeared with increasing S2 concentration
and the absorption spectrum became constant at 4 equiv.,
but the fluorescence did not increase with it. The mass spec-
trum of the reaction solution was measured, but only the peak
of the cationic component of PI was observed, that is, the peak
of the PI/S2 conjugated compound was not observed. These
results indicate that S2 reacted with PI, but its reactivity is low. Besides, the estimated quantum yield of the reaction products
was very low. Thus, PI could discriminate between CN and S2
and, in terms of fluorescence, it has specificity for CN. Fig. 3
(a) Absorption and (b) fluorescence spectra (lex = 270 nm) of 10 mM
2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-
ium iodide when adding various concentrations of CN. The insets in (a)
and (b) show the changes in the solution color and fluorescence, respec-
tively, when adding CN. Mater. Adv., 2021, 2, 6104–6111 | 6107 © 2021 The Author(s). Published by the Royal Society of Chemistry 6107 Fig. 4
(a) Changes in the color and (b) the fluorescence excited by black light (l = 365 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-
trimethyl-3H-indol-1-ium iodide (PI) when adding 2 equiv. of different anions. Fig. 5
(a) Changes in the absorbance at 555 nm and (b) fluorescence intensities of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-
indol-1-ium iodide (PI) at 483 nm at an excitation wavelength of 270 nm when adding 2 equiv. of different anions. Materials Advances
Paper
View Article Online View Article Online View Article Online Fig. Open Access Article. Published on 18 August 2021. Downloaded on 10/24/2024 5
This article is licensed under a Creative Commons Attribution 3.0 Un Fig. 7
Electrospray ionization mass spectrum of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide (PI) with CN
(positive ion mode); the insets show the measured and theoretical values of PI and (E)-1,3,3-trimethyl-2-(2-(10-octyl-10H-phenothiazin-3-
yl)vinyl)indoline-2-carbonitrile, respectively. Scheme 2
Plausible light-emitting mechanism of 2-(2-(10-hexyl-10H-
phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide (PI) with
CN. corresponding to the protons on the (E)-olefin moiety (J = 16 Hz)
shifted to 6.86 and 6.33 ppm (J = 16 Hz), respectively, and the signal
of the methyl protons on the nitrogen atom shifted from 4.11 to
2.71 ppm. These results suggest that the chemical shifts of these
hydrogens changed significantly because indolium was converted
into a tertiary amine upon the CN addition and the olefin moiety
conjugated to indolium ceased to be conjugated to the resulting
tertiary amine. The binding mechanism between PI and CN was
further confirmed via the MS measurements. The ESI-MS spectra of
the PI/CN conjugated compound revealed the cationic component
of PI (MW: 495.28) and [M + H]+ of the CNadduct of PI (cationic
component) (MW: 522.29) (Fig. 7). Moreover, their isotopic ratio was
consistent with the theoretical value. This result supports the
nucleophilic addition of CN to the PI molecule, and the detection
of the cationic component of PI as a fragment ion peak suggests
that the cation is very stable. Scheme 2
Plausible light-emitting mechanism of 2-(2-(10-hexyl-10H-
phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide (PI) with
CN. of PI is replaced with a methyl group to reduce the computa-
tional cost. The higher occupied molecular orbital (HOMO) of
PI was widely distributed from the phenothiazine ring to the
C = N+ site of the indolium group (Fig. 8); this suggests that ICT
is occurring, which may have resulted in the loss of fluores-
cence. The gap between the HOMO and lower unoccupied
molecular orbital (LUMO) was 2.10 eV (590 nm), which corre-
lates well with the experimental data. The large coefficient on
the carbon of the C = N+ moiety in the LUMO also explains the
nucleophilic addition of CN to it. The HOMO–LUMO gaps of
both the enantiomers of PICN were also calculated and they
showed the same value (3.92 eV), higher than that of PI (Fig. 9). This increase in the energy gap implies the breakage of the
p-conjugation between the phenothiazine and indolium moi-
eties and it implies that the ICT process has been stopped. Selectivity of PI for different anions 4
(a) Changes in the color and (b) the fluorescence excited by black light (l = 365 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-
trimethyl-3H-indol-1-ium iodide (PI) when adding 2 equiv. of different anions. Materials Advances
Paper
ed Licence. Materials Advances Paper Fig. 4
(a) Changes in the color and (b) the fluorescence excited by black light (l = 365 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-
trimethyl-3H-indol-1-ium iodide (PI) when adding 2 equiv. of different anions. ed Licence. Fig. 4
(a) Changes in the color and (b) the fluorescence excited by black light (l = 365 nm) of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-
trimethyl-3H-indol-1-ium iodide (PI) when adding 2 equiv. of different anions. Fig. 5
(a) Changes in the absorbance at 555 nm and (b) fluorescence intensities of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-
indol-1-ium iodide (PI) at 483 nm at an excitation wavelength of 270 nm when adding 2 equiv. of different anions. hed on 18 August 2021. Downloaded on 10/24/2024 5:4
licensed under a Creative Commons Attribution 3.0 Un Fig. 5
(a) Changes in the absorbance at 555 nm and (b) fluorescence intensities of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-
indol-1-ium iodide (PI) at 483 nm at an excitation wavelength of 270 nm when adding 2 equiv. of different anions. Identification of the fluorescent compound and sensing
mechanism Job’s plots. A 1H-NMR titration study in DMSO-d6 was con-
ducted to acquire an insight into the proposed reaction path-
way of CN and PI (Fig. 6). A CN solution was added at 0.25–
1.25 equiv. to PI solution incrementally. According to the
amount of CN added, the signals at 8.30 and 7.52 ppm To determine the structure of the PI/CN conjugated compound,
we performed 1H-NMR and MS measurements after the CN
addition to PI. The ratios of the reactants were determined via Fig. 6
Proton nuclear magnetic resonance spectra of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide before and
after the CN addition, in various concentrations, in dimethyl sulfoxide-d6. Fig. 6
Proton nuclear magnetic resonance spectra of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide before and
after the CN addition, in various concentrations, in dimethyl sulfoxide-d6. © 2021 The Author(s). Published by the Royal Society of Chemistry © 2021 The Author(s). Published by the Royal Society of Chemistry © 2021 The Author(s). Published by the Royal Society of Chemistry 6108 | Mater. Adv., 2021, 2, 6104–6111 View Article Online Paper Paper Materials Advances Fig. Open Access Article. Published on 18 August 2021. Downloaded on 10/24/2024 5
This article is licensed under a Creative Commons Attribution 3.0 Un Moreover, to confirm the generation constants of PI and CN,
we analyzed the generation ratio via Job’s plot analysis. The max-
imum value was observed at 0.5, which means that PI and CN
react at a ratio of 1:1 (ESI,† Fig. S8). From these results, we
concluded that the reaction between PI and CN is a CN addition
to the C = N+ of the indolium ring, yielding (E)-1,3,3-trimethyl-2-(2-
(10-octyl-10H-phenothiazin-3-yl)vinyl)indoline-2-carbonitrile (PICN). As reported for many CN sensors containing indolium, the CN
addition to the carbon of the double bond of indolium breaks the
conjugation between phenothiazine and indolium, linked by a
double bond, inhibiting the ICT from the electron-donating (phe-
nothiazine)
to
the
electron-withdrawing
group
(indolium)
(Scheme 2). As a result, quenching in the visible part and fluores-
cence emission should occur. The Stokes shift and F of PICN were,
respectively, 118 nm and 0.60 relative to quinine (F = 0.55 in 0.1 M
H2SO4) (ESI,† Table S2). Therefore, PI reacts with the cyanide ion
with a large Stokes shift and a good F. Time-dependent DFT calculations for the excited state of
PICN were also performed to verify the emission. The fluores-
cence wavelength of both PICN enantiomers was 481 nm, which Fig. 8
Frontier molecular orbitals and their energies of 2-(2-(10-hexyl-
10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide (PI). Selectivity of PI for different anions 7
Electrospray ionization mass spectrum of 2-(2-(10-hexyl-10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide (PI) with CN
(positive ion mode); the insets show the measured and theoretical values of PI and (E)-1,3,3-trimethyl-2-(2-(10-octyl-10H-phenothiazin-3-
yl)vinyl)indoline-2-carbonitrile, respectively. Open Access Article. Published on 18 August 2021. Downloaded on 10/24/2024 5:48:54 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Computational analysis The frontier orbitals were obtained through DFT calculations
for a compound where the n-octyl group on the phenothiazine Fig. 8
Frontier molecular orbitals and their energies of 2-(2-(10-hexyl-
10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide (PI). Fig. 8
Frontier molecular orbitals and their energies of 2-(2-(10-hexyl-
10H-phenothiazin-3-yl)vinyl)-1,3,3-trimethyl-3H-indol-1-ium iodide (PI). © 2021 The Author(s). Published by the Royal Society of Chemistry Mater. Adv., 2021, 2, 6104–6111 | 6109 View Article Online Paper Materials Advances Fig. 9
Frontier molecular orbitals of (E)-1,3,3-trimethyl-2-(2-(10-octyl-
10H-phenothiazin-3-yl)vinyl)indoline-2-carbonitrile
(PICN)
and
their
energies. Conclusions 10 P. Luo, Y. Yu, D. Wu, X. Li, C. Dai, X. Chen, G. Li and Y. Wu,
Anal. Methods, 2019, 11, 2983–2990. We designed and synthesized a new fluorescent chemical
sensor, PI, and investigated its response to CN. PI showed a
clear color change and fluorescence when adding CN, as well
as sufficient sensitivity with a LOD of 0.02 mM, which is below
the maximum value established by the WHO and the toxic CN
concentration in human blood. Among 15 anions, PI reacted
only with CN; that is, it emitted fluorescence specifically in
response to CN and its fluorescence intensity increased line-
arly when adding 0–1.3 equiv. CN. The mechanism of fluores-
cence
emission
was
analyzed
through
various
spectral
measurements and DFT. We found that it was caused by ICT
disruption. Moreover, PI can react with CN in ethanol and,
thus, can be used for on-site determination. Therefore, it is a
promising candidate for a practical CN sensor. 11 M. Madmon, A. Shifrovich, S. Y. Tamar and A. Weissberg,
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English
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The use of social media in the creation of personal learning environment during the #studyfromhome period
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,021
|
cc-by
| 7,203
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Journal of Education and Learning (EduLearn)
Vol. 15, No. 1, February 2021, pp. 78~87
ISSN: 2089-9823 DOI: 10.11591/edulearn.v15i1.17581 Journal of Education and Learning (EduLearn)
Vol. 15, No. 1, February 2021, pp. 78~87
ISSN: 2089-9823 DOI: 10.11591/edulearn.v15i1.17581
78
78 78 ABSTRACT Due to the Covid-19 outbreak in Indonesia the Government urged students
and lecturers to conduct the learning process from home through an online
system called #studyfromhome. The architecture undergraduate students in
this study were millennial students who used digital technology on a daily
basis. This study was conducted to determine the role of social media, as well
as millennial students’ preferences and feedback on the use of social media
as learning tools to create a personal learning environment (PLE). Questionnaires were distributed online to students of Class of 2017 and 2018,
out of whom 115 respondents provided their feedback. The results of the
study showed that the students of the Architecture Study Program at Udayana
University in Bali were fond of using social media especially audio-visual
applications for learning activities. In addition, very positive feedback was
also provided in terms of knowledge sharing and creativity, acquisition of
information, and submission of assignments. Social media were considered
more student-friendly. This condition was relevant to the characteristics of
the millennial students who were independent learners, and facilitated the
creation of PLE. Dealing with the new approach, the students hoped that
social media could be used in a better manner as architecture learning
platforms. Architecture learning
Digital technology
Millennial students
Personal Learning Environment
Social media This is an open access article under the CC BY-SA license. This is an open access article under the CC BY-SA license. This is an open access article under the CC BY-SA license. Corresponding Author:
Ni Ketut Agusintadewi
Master of Architecture Program
Universitas Udayana
Jalan PB Sudirman, Denpasar, Bali 80234, Indonesia
Email: nkadewi@unud.ac.id Corresponding Author:
Ni Ketut Agusintadewi
Master of Architecture Program
Universitas Udayana
Jalan PB Sudirman, Denpasar, Bali 80234, Indonesia
Email: nkadewi@unud.ac.id The use of social media in the creation of personal learning
environment during the #studyfromhome period Ni Ketut Agusintadewi1, Ni Made Mitha Mahastuti2, Kadek Agus Surya Darma3, Anak Agung Ngurah
Aritama4
1 1Master of Architecture Program, Universitas Udayana, Indonesia
2,3,4Architecture Study Program, Universitas Udayana, Indonesia 1Master of Architecture Program, Universitas Udayana, Indonesia
2,3,4Architecture Study Program, Universitas Udayana, Indonesia 1.
INTRODUCTION When the Covid-19 pandemic reached Indonesia, the government made the #studyfromhome appeal
to all schools and universities throughout Indonesia. The appeal, which was enforced on 16 March 2020, was
expected to flatten the curve of the rapid transmission of Covid-19. Hence, online learning became the only
option to carry out the learning process safely from home. Various social media, such as WhatsApp,
YouTube, Zoom, Webex, Facebook, Instagram, Line, Telegram, and others, began to be used effectively as
learning tools. Digital technology and its derivatives are rapidly developing to bridge the gap between space
and time in distance learning activities between learners and teachers. Digital technology in teaching and learning activities at universities has long been widely used in
the 21st century. This technology-based education is highly relevant to the characteristics of the younger
generation whose learning styles are different from previous generations. The students of this generation are
classified as a ‘millennial’ generation, or ‘Gen Y’, who were born between 1980 and 2000 [1, 2]. The Journal homepage: http://journal.uad.ac.id/index.php/EduLearn J Edu & Learn 79 ISSN: 2089-9823 millennial generation is considered a ‘digital native’ generation because they have been familiar with
technology since their childhood [3]. This generation is tech-savvy, and they have a high dependency on
digital technology [4]. millennial generation is considered a ‘digital native’ generation because they have been familiar with
technology since their childhood [3]. This generation is tech-savvy, and they have a high dependency on
digital technology [4]. The development in student literacy attached with advanced technology has emerged the increase of
digital technology in education [5]. The rapid development of digital technology presents its own challenges
for teaching staff in the learning process. Students’ learning styles also change, resulting in differences in
values, perspectives, and approaches between generations. The millennial generation expect to be involved in
their learning and being active learners by digital technology [5], so the lectures must have digital learning
platform, include the smart phones, laptop, computers and the internet. Besides digital devices, learning
process in architecture education not only needs average computer programs, but it is supported by specific
software, namely AutoCAD and Sketchup. Interestingly, students have been simultaneously motivated by
using digital technology, particularly using modelling and Computer-Aided Design (CAD) technology in the
process of design [6]. 1.
INTRODUCTION Changes in the meaning of learning in the mindset of millennial learners in the higher
education environment will result in changes in mindset and action patterns in the climate and learning
environment to answer the challenges of the times [7]. The challenges faced by higher education today are
student learning styles and lack of enthusiasm of lecturers in utilizing technology as a learning tool [8]. In
addition to that, there is a wide gap between senior lecturers and millennial students [9]. The incompatibility
between lecturer teaching styles and student learning styles may cause decreased student interest in learning,
which may lead to a lack of self-confidence [10]. To understand the characteristics of millennial students, there are four main characteristics of
millennial generation students: Innovation; Investigation; Immediacy; and Authentication and Trust [10]. Table 1 illustrates these four characteristics with the additional characteristic of ‘Social Consciousness’ as
referenced from a number of other studies. Table 1. Characteristics of millennial students
Main characteristics
Black (2010) [11]
Noor (2016) [10]
Suh and Hargis (2016) [12]
Innovation
The use of technology at a
higher level
Aesthetic aspect in the
presentation of course materials
Investigation
Curiosity, discovery, and
exploration
Curiosity and exploration
Immediacy
Demanding, impatient, and
less focused
Constantly keep up with the
development of cyberspace
information Table 1. Characteristics of millennial students
Main characteristics
Black (2010) [11]
Noor (2016) [10]
Suh and Hargis (2016) [12]
Innovation
The use of technology at a
higher level
Aesthetic aspect in the
presentation of course materials
Investigation
Curiosity, discovery, and
exploration
Curiosity and exploration
Immediacy
Demanding, impatient, and
less focused
Constantly keep up with the
development of cyberspace
information
Authentication and
trust
Digital native
Social
consciousness
More open and confident
Tend to work in groups and
show teamwork
Have high tolerance and
respect for differences
Have networks outside the
geographical area
Share the values that are
instilled by their family and
community On the other hand, this generation gap also provides interesting opportunities for lecturers to engage
students in different ways. Lecturers can get higher class participation and longer student attention, and build
interaction with students if they make class presentations using technology, such as online videos and Power
Point slides [13]. The use of social media in the creation of personal learning environment during … (Ni Ketut Agusintadew 1.
INTRODUCTION Another study also found that students would be more interested in class assignments
related to and requiring digital technology [14]. Digital technology on smartphones can also be used to find
out feedback from students quickly [1, 13]. Mobile learning by utilizing gadgets is a very effective choice
because students commonly use mobile devices [15]. Connections with digital technology can make the learning process more efficient and more
accessible to students [4], thus creating an affinity space that is suitable for the place where the learning
activities take place [16]. The affinity space offers a new approach in learning methods facilitated by various
technologies, such as social media including WhatsApp, YouTube, Telegram, Twitter, Facebook and
Instagram. Social media are defined as various network technology tools that emphasize on the social aspect
of the Internet as a channel for communication, collaboration, and creative expression [17]. Millennial students use social media to share information, create social networks outside their
geographical reach, seek new knowledge, share academic activities, and other things they learn in college 80 ISSN: 2089-9823 [18, 19]. They are “active content co-producers” [18] and have become part of the international virtual
community [18]. Due to their extensive network and unlimited content, social media can be used for
academic discussion activities outside classrooms [20]. The use of social media can facilitate the creation of a
Personal Learning Environment (PLE), and thus, social media have become a system that can help millennial
students control and manage their own learning [18, 20], as shown in Table 2. [18, 19]. They are “active content co-producers” [18] and have become part of the international virtual
community [18]. Due to their extensive network and unlimited content, social media can be used for
academic discussion activities outside classrooms [20]. The use of social media can facilitate the creation of a
Personal Learning Environment (PLE), and thus, social media have become a system that can help millennial
students control and manage their own learning [18, 20], as shown in Table 2. Table 2. How social media facilitate the creation of PLE
Previous researchers
PLE creation method
Blaschke (2014) [21]
1. Promote self-potential and develop abilities for the creation of PLE. 2. More self-directed learners. 3. The uniqueness of the learning activities that affects meta-cognition skills:
a. Construct new knowledge
b. Formulate learning contents
c. Understand the learning process individually
Dabbagh and Kitsantas
(2012) [18]
1. 1.
INTRODUCTION Share knowledge with everyone in social networks
2. Participate in building collective knowledge
3. Manage the process of building individual knowledge Table 2. How social media facilitate the creation of PLE
Previous researchers
PLE creation method In addition to facilitating a learning environment outside the classroom, social media also offer the
millennial generation diverse benefits for learning, as described in Table 3. Table 3. The benefits of social media for millennial learning
Previous researchers
Benefits of social media in learning
Blaschke (2014) [21]
1. Social media are used to support learning activities and the learning process itself. Coleman (2013) [22]
1. Enable students to have freedom to have connections and collaborate off campus to gain practical
knowledge in the world of work
Dabbagh and Kitsantas
(2012) [18]
1. Enable students to search for information and share information/knowledge. 2. Allow students to participate in knowledge sharing collectively and manage individual knowledge. Hussain (2012) [19]
1. Facilitate exchange of academic activities, sharing of learning experiences, and development of
social networks. 2. Facilitate collaboration and accessibility to develop virtual communities across countries. Rahimi, van den Berg and
Veen (2013) [23]
1. Enable students to have the opportunity to manage the learning environment or become an
independent learner. Greenhow and Robelia
(2009) [24]
1. Fulfill the social function of learning which penetrates the spaces of activities for the learner. Kurkela (2011) [25]
1. Social media related to competency development are more important for independent learners. Through social media, the visual aspect of millennial learning can be optimized. The millennial
generation are visual learners because they prefer reflective learning styles and visual learning compared to
other generations [26, 27]. This includes learning by reading graphs and diagrams, thinking in pictures, and
making illustrations [10]. Millennial students absorb visual information better than information provided
using conventional approaches in the form of texts and lectures [28]. They are also more adept at visual
presentation techniques [11], and that is why the millennial generation is classified as visual learners [29]. In response to the development of the 21st century’s higher education, the #studyfromhome period
at Udayana University was an early milestone in the use of digital technology as an intensive architectural
learning tool. Social media are the right choice and are relevant with millennial students’ learning styles. In
the past, social media were not used optimally as learning platforms by architecture lecturers and students. 1.
INTRODUCTION Therefore, it was necessary to conduct this research to evaluate the teaching-learning process during the
Covid-19 pandemic. This study analyzes the feedback provided by millennial students in connection with
their learning experiences on the effectiveness of the use of social media as architectural learning tools during
the #studyfromhome period. This research revealed the role of social media, millennial students’ preferences
and feedback on the use social media as learning tools for discussions and assignment consultations, as well
as presentations and submission of assignments, for both theoretical and architectural studio courses. 2.1. Research design This research was designed with a mix-method approach. In the classroom research, the student
quantitative data were collected by distributing the Likert scale questionnaires, while the qualitative data J Edu & Learn, Vol. 15, No. 1, February 2021: 78 – 87 J Edu & Learn 81 ISSN: 2089-9823 were collected through structured interviews and a number of open-ended questions on the questionnaire
[30]. The students were given an opportunity to describe their learning experiences during the
#studyfromhome period to gain more insights on their opinions, hopes, and aspirations. The questionnaires
were developed to identify the respondents’ preferences and the role of social media, while open-ended
questions allowed for feedback from the respondents, especially on their attitudes towards the use of social
media in architectural learning. were collected through structured interviews and a number of open-ended questions on the questionnaire
[30]. The students were given an opportunity to describe their learning experiences during the
#studyfromhome period to gain more insights on their opinions, hopes, and aspirations. The questionnaires
were developed to identify the respondents’ preferences and the role of social media, while open-ended
questions allowed for feedback from the respondents, especially on their attitudes towards the use of social
media in architectural learning. The questionnaires in the form of Google Forms were distributed to the respondents through a link
sent via WhatsApp. The data collection process was conducted for two weeks starting from 15 June 2020 or
during the implementation of the Final Semester Examination after all lecture learning activities for the Even
Semester of the Academic Year 2019-2020 had been completed. Students had enough time to experience and
reflect on their learning activities on the whole, which included online lectures, preparation, assignment
completion, and post-assignment submission. Interviews were conducted via voice calls. Both types of data
were analyzed statistically and interpreted qualitatively. 2.2. Questionnaires The questions for the questionnaires were prepared based on the purpose of the study. The
questionnaire was prepared by referring to a number of previous studies. The themes and question variables
are presented in Table 4. Table 4. Linkages among themes, variables and survey activities
Themes
Variables
Survey activities
Student learning
characteristics
Innovation
Investigation
Immediacy
Authentication and trust
Social consciousness
Online
questionnaires
Creation of student
PLE through social
media
Promote self-potential
Develop the ability to create PLE (self-directed learners)
Construct new knowledge through learning content
Participate in building collective knowledge by sharing knowledge through
social networks
Learning activities
Read information presented in tables, schemes, and pictures
Use search engines to search for information
Look for inspiration from existing architectural works through online
simulations
Read textbooks (theories, concepts, nonfiction content)
Interact with computer simulations
Listen to lectures through video recordings and video conferencing
Conduct discussion and present individual and group assignments to lecturers
through social media
Online learning evaluation system
Preferences in the use
of social media
Social media tools that are suitable for theory class learning
Social media tools that are suitable for architectural studio activities
The benefits of social
media in learning
Support learning activities and processes
Provide ease in interacting with other architecture students or using other
learning resources off campus globally
Search for and share information faster and more extensively
Support collective knowledge building and individual knowledge management
(independent learners)
Promote competencies and learning outcomes to the wider communities
(Source: Formulated from the relevant studies 2020) Table 4. Linkages among themes, variables and survey activities
Themes
Variables 2.3. Respondents The respondents of this study were Architecture Study Program students of Class of 2017 and 2018. The students of both classes were born in the year between 1998 and 2000 or aged 20 to 22 years, and can be
categorized as Millennial Generation. Class of 2019 was not chosen as respondents because they had
insufficient learning experience in architecture compared to the previous classes, which made their critical
thinking and problem-solving skills less developed. Class of 2016 was not selected either because most of
them were taking an Architecture Studio Final Assignment. The number of respondents who were willing to
fill out the questionnaire was 115 students. 3.
RESULTS AND DISCUSSION 3.1. Students’ preferences in the use of social media for learning activities 3.1. Students’ preferences in the use of social media for learning activities nces in the use of social media for learning activitie The data collected from the questionnaire showed that of the 115 respondents who provided
feedback, 49% were women and 51% were men, with the majority or 58% aged 20 years, as shown in
Figure 1. The data on the respondents’ age showed that 85% of the respondents were in the category of the
millennial generation with an age range of 20-22 years or a birth year of 1998–2000. (a)
(b)
Figure 1. Distribution of respondents providing feedback
(a) Gender distribution; (b) Age range
Female
Students
(49%)
Male
Students
(51%)
19 year-old (15%)
20 year-old (58%)
21 year-old (24%)
22 year-old (3%) (b)
19 year-old (15%)
20 year-old (58%)
21 year-old (24%)
22 year-old (3%) (a)
Female
Students
(49%)
Male
Students
(51%) 22 year-old (3%) Female
Students
(49%) 20 year-old (58%) (b) Figure 1. Distribution of respondents providing feedback
(a) Gender distribution; (b) Age range Figure 2 shows that 54% of the respondents gave a score of 5 (Love it), 32% gave a score of 4 (Like
it), and 14% gave a score of 3 (Neutral). None of the respondents gave a score of 4 (Dislike it) or 5 (Dislike it
very strongly). This finding shows that millennial students have a high preference (around 86%) for using
social media in learning activities and like this approach. This high preference reflects the characteristics of
the millennial generation that are highly dependent on digital technology [3, 4]. Figure 2. Millennial students’ preference in using social media Figure 2. Millennial students’ preference in using social media As many as 66.4% of the millennial students said that social media was beneficial for them,
especially in searching for and sharing information faster and more extensively, supporting learning
activities, and enabling students’ freedom to interact with other learning resources outside the campus, as
shown in Table 5. Table 5. The benefits of social media for millennial learners
Benefits of social media
Percentage
1. Support learning activities
21.6
2. Provide freedom to interact with other architecture students or other learning resources outside the campus
16.6
3. Enable faster and more extensive information searches and sharing
28.2
4. Support collective knowledge building and individual knowledge management (independent learners)
8.3
5. 2.4. Research constraints Because the research subjects are students of architecture, the findings of this study are only releva
r architecture learning. In the future, similar research can be conducted on Generation Z. The use of social media in the creation of personal learning environment during … (Ni Ketut Agusintadew ISSN: 2089-9823 82 J Edu & Learn, Vol. 15, No. 1, February 2021: 78 – 87 1. Support learning activities 3.2. The role of social media in the creation of personal learning environment for millennial stude As commonly known about the millennial generation, Table 6 describes that 31.4% of the
respondents stated that social media were able to encourage students’ abilities to be self-directed learners and
22.6% acknowledged that the use of social media was able to help construct new knowledge relevant to the
learning content. This condition was triggered by the social media’s capacity to share knowledge and
information from individuals to a wider social network (19.4%), thus allowing the respondents to participate
in building collective knowledge (15.1%). This atmosphere is very much needed for the creation of PLE
among millennial students as independent learners in controlling and managing their learning activities [18,
21]. Table 6. The role of social media in the creation of PLE
The role of social media
Percentage
1. Promote students’ self-potential
7.0
2. Develop students’ abilities as self-directed learners
31.4
3. Enable students to construct new knowledge through learning content
22,6
4. Enable students to participate in building collective knowledge
15.1
5. Enable students to motivate themselves and share individual knowledge
within social networks
19.4
6. Other: Act as a window to information
4.5 Table 6. The role of social media in the creation of PLE
The role of social media 6. Other: Act as a window to information Table 7 shows four learning activities that are most frequently done by millennial students, namely
interacting with computer simulations (18.3%), seeking inspiration from architectural works through social
media (16.4%), using search engines to search for information (15.5 %), and listening to lectures through
video recordings and video conferencing (15.4%). This finding shows that millennial students are visual
learners, and for this reason conventional learning activities, such as reading textbooks, become less
interesting [29]. In the case of architecture students, visual learning is more relevant and attractive to
millennial students. Table 7. Most frequently done learning activities
Learning activities
Percentage
1. Read information presented in tables, schemes, and pictures
7.1
2. Use search engines to search for information
15.5
3. Look for inspiration from existing architectural works through social media
16.4
4. Read textbooks (theories, concepts, nonfictions)
5.3
5. Interact with computer simulations
18.3
6. Listen to lectures through video recordings and video conferencing
15.4
7. Consult on assignments with lecturers through the online system
8.1
8. Present individual and group assignments to lecturers through social media
6.4
9. Discuss architectural studio assignments within the assignment cluster through social media
7.4
10. 3.
RESULTS AND DISCUSSION Facilitate social network building in the field of architecture globally
11.7
6. Promote students’ competencies and learning outcomes to the wider communities
13.6 Table 5. The benefits of social media for millennial learners
Benefits of social media
Percentage
1. Support learning activities
21.6
2. Provide freedom to interact with other architecture students or other learning resources outside the campus
16.6
3. Enable faster and more extensive information searches and sharing
28.2
4. Support collective knowledge building and individual knowledge management (independent learners)
8.3
5. Facilitate social network building in the field of architecture globally
11.7
6. Promote students’ competencies and learning outcomes to the wider communities
13.6 Table 5. The benefits of social media for millennial learners
Benefits of social media
Percentag J Edu & Learn, Vol. 15, No. 1, February 2021: 78 – 87 83 ISSN: 2089-9823 J Edu & Learn Of all the applications used, WhatsApp, Line, and Instagram are the most widely chosen tools for
architectural learning. The reasons cited varied widely, but most respondents agreed that these social media
applications were commonly used, and made it easy for them to interact and share information in the form of
text, graphics, audio and video, both between individuals and within groups. In addition, most students
acknowledged that they had been using social media since junior high school. This is consistent with the
characteristics of the millennial generation who are very familiar with digital technology, even from an early
age [4]. 3.2. The role of social media in the creation of personal learning environment for millennial stude Online learning evaluation system
7.2 Table 7. Most frequently done learning activities 2. Use search engines to search for information The social media that best suit the learning needs of theoretical courses are those that provide chat
and voice call facilities (WhatsApp, Line), data transfer facilities (WhatsApp, Line), video call facilities
(WhatsApp), and video conferencing facilities (Zoom, Webex). Meanwhile, the applications most suitable for
architectural studio learning needs are those through which students can share presentation data with fellow
group participants, such as Zoom and Webex (for two-way communication), as well as Instagram and
YouTube (for one-way communication). The use of social media in the creation of personal learning environment during … (Ni Ketut Agusintadew 84 ISSN: 2089-9823 3.3. Students’ feedback on the use of social media for learning activities After familiarizing themselves with social media, most of the students stated that they experienced
an increase in Social Consciousness. As many as 22.6% of the respondents acknowledged having high
tolerance and respect for differences, 22.3% stated that they had a social network outside their geographical
area, and 17.6% acknowledged that they were able to share the values instilled by their family and
community. This is shown in Table 8. These findings confirm the characteristics of the millennial generation
who tend to be more open, flexible, and willing to share with a wider network, without being limited by
space and time [10]. Table 8. The benefits of social media in increasing social consciousness
Social consciousness
Percentage
1. Become more open and self-confident
13.1
2. Tend to be in groups rather than being alone
8.4
3. Have high tolerance and respect for differences
22.6
4. Have social networks outside their geographical area
22.3
5. Tend to collaborate with others rather than working alone
7.6
6. Increase their inner spirituality
6.2
7. Share the values that are instilled by their family and community
17.6
8. Other: Tend to be individualistic
2.2 Table 8. The benefits of social media in increasing social consciousness
Social consciousness
Percentage 1. Become more open and self-confident 2. Tend to be in groups rather than being alone 3. Have high tolerance and respect for differences 8. Other: Tend to be individualistic Through the Word Cloud application, the frequency of words used in the respondents’ additional
comments can be generated as shown in Figure 3. J Edu & Learn, Vol. 15, No. 1, February 2021: 78 – 87 J Edu & Learn from the internet that they are inclined to look for shortcuts without seriously considering neither the
reliability of the information they get nor the ethicality of their conduct [31]. from the internet that they are inclined to look for shortcuts without seriously considering neither the
reliability of the information they get nor the ethicality of their conduct [31]. In addition, the student feedback on the acquisition of knowledge and understanding supports the
idea that the use of social media can help in the creation of student PLE [18, 21]. Students become better at
understanding course material when interacting with assignments online, so that they experience cognitive
processes, visual understanding, and constructive feedback from others. This is consistent with the
characteristics of millennial students as visual learners who learn more efficiently through online applications
[10]. The use of social media as platforms for collecting assignments is considered to be more student-
friendly because it saves more money and time. This approach using social media is also convenient for
students because they can learn in their own affinity space [16], anytime and anywhere they have access to
online networks. Social media have become part of their daily lives, so this approach can be a supportive
method in architecture learning for big classes with more than 20 students. Nevertheless, using social media
as a learning platform should be effectively blended with class lectures and presentations for small classes. Digital learning, therefore, must be inevitably applied and developed for millennial students in higher
education, as the Covid-19 health protocol suggested. With the right and convenient method, lecturers can
spark the interest of the 21st century’s students, so that students’ intentions and efforts to learn can emerge
naturally. Table 9. Selected feedback of the respondents
Reasons
Quantity of feedback
Selected feedback
Sharing of knowledge
and creativity
27
I can share information to the public on social networks
Instagram is the platform most suitable for students to find design
inspirations in completing architectural studio assignments
Social media are very easy to access and students can share the outcome
of their assignments to their classmates. Students can share their best architectural works on their networks on
Instagram. New method of
teaching
23
It is fun and easily accessible by anyone, so that anyone can learn from a
different space, time, scenario, and perspective. J Edu & Learn It is a new method at the Architecture Study Program of Udayana
University and, therefore, lecturers and students are challenged to be
more creative. My friend overseas is also doing e-learning; it feels like I am studying
abroad. I prefer that evaluations are carried out through social media platforms to
written tests. Acquisition and
understanding of
information
15
For me, this is an easy way to review assignments, so it will be easier to
remember the lecture material. It increases my understanding of the course material. This way of
teaching should be maintained. It’s easier for students to do learning activities because they are already
familiar with digital technology. Exploration of ideas for architecture
students will be easier to do because information from all over the world
can be obtained easily. Ease of submitting
assignments
12
It’s cheaper, no cost is needed to print assignments. It’s more student-friendly, easy to access and use, more exciting. It combines technology and education. It’s environmentally friendly, paperless. Using technology and the Internet makes it easier to complete
assignments compared to using conventional methods. Intensity of social
media use by the
millennial generation
12
The use of social media is very suitable because almost every student has
an account, not only for sharing photos, but also for sharing information. I like this approach because it’s a combination of innovation and the
latest trends. Millennials should have a social media account and use this
platform to connect with others. It’s the most appropriate way to contact students through social media
applications that are commonly used by them, wherever they are. Table 9. Selected feedback of the respondents Table 9. Selected feedback of the respondents
Reasons
Quantity of feedback
Selected feedb I like this approach because it’s a combination of innovation and the
latest trends. Millennials should have a social media account and use this
platform to connect with others. p
It’s the most appropriate way to contact students through social media
applications that are commonly used by them, wherever they are. The use of social media in the creation of personal learning environment during … (Ni Ketut Agusintadew 3.2. The role of social media in the creation of personal learning environment for millennial stude Based on the Word Cloud, the terms most frequently
mentioned by the students were learning, audio-visual media, information sharing, new approach, fun,
challenging, and interesting. In general, the frequency of these words reflects positive feedback from
millennial students about their experiences using social media as platforms for architectural learning. Figure 3. Frequency of word usage Figure 3. Frequency of word usage Student feedback can be grouped into various preferences for the use of social media in architectural
learning activities. Table 9 lists significant comments from each of these reason groups. This finding is
consistent with the characteristics of millennial students, technological dependence, and the ways in which
social media help learning activities. Appreciation of student knowledge and sharing of creativity through the
collection of assignments on social media are in accordance with the role of students as content creators or
influencers to members of their online networks [18, 19]. Some students acknowledged that they appreciated
the positive feedback from their online followers for the creative content they had shared. They were also
enthusiastic about the idea of using social media as a new and interesting approach in education. This further
confirms their characteristics as innovative and inquisitive digital-native generation, fast learners [10]. On the
other hand, having access to digital devices and internet almost all the time has also led digital learners to
always determine for quick answers rather than longer problem-solving. Students may come to be in
countless sets of information, but they have been able to sort the information obtained into useful data. This
relevant to the characteristics of millennial students is used to getting instant information on almost anything J Edu & Learn, Vol. 15, No. 1, February 2021: 78 – 87 85 J Edu & Learn ISSN: 2089-9823 J Edu & Learn REFERENCES H. Raslie, S. Pit, and S. Ting, "Millennials’ expectations of life at the university and the workplace: A malaysia
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T. Lindquist, "Recruiting the millennium generation: The new CPA," CPA Journal, vol. 78, 56-59, 2008. [10] H. M. Noor, "Teaching and learning styles," PowerPoint presentation in Kursus Asas Pengajaran dan
Pembelajaran (KAP), Institute of Leadership and Development (ILD), UiTM, 23 November 2016. [11] A. Black, "Gen Y: Who they are and how they learn," Educational Horizons, vol. 88, no. 2, pp. 92-101, 2010 [
]
,
y
y
,
,
,
, pp
,
[12] J. K. Suh and J. Hargis, "An Interdisciplinary approach to develop key spatial characteristics that satisfy the
millennial generation in learning and work environment," Transformative Dialogues: Teaching & Learning
Journal, vol. 8, no. 3, pp. 1-19, 2016. [13] P. Reilly, "Understanding and teaching Generation Y," English Teaching Forum, vol. 50, no. 1, pp. 2-11, 2012 [13] P. Reilly, Understanding and teaching Generation Y, English Teaching Forum, vol. 50, no. 1, pp. 2-11, 2012. [14] M. Au-Yong-Oliveira, et al., "The social impact of technology on millennials and consequences for higher
education and leadership," Telematics and Informatics, vol. 35, no. 4, pp. 954-963, 2018. [15] M. 4.
CONCLUSION Most millennial students prefer the use of social media as learning platforms, especially for
completing tasks that require creativity, because the learning process becomes more innovative and
interesting, makes it easier to understand knowledge, and saves more time and money or more student-
friendly. The use of social media in architectural learning is currently very beneficial for lecturers and
millennial students, as long as the learning activities are adjusted to the learning outcomes. 86 ISSN: 2089-9823 Feedback from students also motivates lecturers to use social media in learning activities more
intensively. Although quite a number of students think that online lectures reduce their interaction in the real
world, most students recognize that the use of social media is very exciting and makes it easier for them to
learn. Some students also prefer to maintain their privacy on social networks, so that lecturers need to
encourage them to have a public account for academic and professional purposes. Having a public account is
very useful and can encourage the creation of a PLE in which students become self-directed learners. Currently, many educational institutions and industries at the local, national and international levels already
have accounts with which they share content on social networks. y
This research is a preliminary study and serves to provide input for classroom/studio action
research. Further research needs to be conducted to determine the effectiveness of using digital technology or
social media in architectural learning activities after the Covid-19 pandemic. In addition, similar research can
also be carried out on younger class of architecture students who were born after the year 2000, who are
called Generation Z. Do Gen Y and Gen Z have different learning styles? What is their feedback on the use
of digital technology in learning activities? Are there any differences in the effectiveness social media use in
learning activities for theoretical courses and studio courses? These are a number of issues that need to be
answered in future research. BIOGRAPHIES OF AUTHORS Ni Ketut Agusintadewi is an associate professor of architecture at the Master of
Architecture Program, Faculty of Engineering, Universitas Udayana. She also works at the
Architecture Study Program in the same faculty with the subject taught: Architecture
Studio 1 and 2, Real Estate, Design and Project Management, and supervising for
Internship Program and Final Project. Her concern is on various issues of methods and
strategic approach for architecture education and learning, both theoretical issues and
practical studios. Since joining the undergraduate program, she has been actively involved
in many kinds of support for curriculum and institution development. Ni Ketut Agusintadewi is an associate professor of architecture at the Master of
Architecture Program, Faculty of Engineering, Universitas Udayana. She also works at the
Architecture Study Program in the same faculty with the subject taught: Architecture
Studio 1 and 2, Real Estate, Design and Project Management, and supervising for
Internship Program and Final Project. Her concern is on various issues of methods and
strategic approach for architecture education and learning, both theoretical issues and
practical studios. Since joining the undergraduate program, she has been actively involved
in many kinds of support for curriculum and institution development. Ni Made Mitha Mahastuti is a lecturer at the Architecture Study Program, Faculty of
Engineering, Universitas Udayana; and takes a place in teaching teams: Architecture Studio
1 and 2, Building Sciences and Utility 1 and 2, Introduction to Architecture, Indonesian
Architecture, Basic Principles for Spatial Design, and Material Technology. She
encourages undergraduate students to use social media as an architectural learning
platform, especially during the Covid-19 pandemic, and spread it on digital learning system
integrated within the university e-learning network. Kadek Agus Surya Darma is a lecturer at the Architecture Study Program, Faculty of
Engineering, Universitas Udayana, with subjects: Architecture Studio 1 and 2, Form and
Aesthetic Studio, Architectural Design Methods, Principles for Urban Design, Cost Budget
Planning in Architecture, Site Planning, Building Structure, Design and Project
Management; and supervising for Internship Program. He also enthusiastically participates
within strategic methods of effectiveness in architectural learning process for today and
future needs. Using digital technology as a learning platform is one of his interests. Anak Agung Ngurah Aritama is a lecturer at the Architecture Study Program, Faculty of
Engineering, Universitas Udayana. REFERENCES Fesol, et al., "Learning style approaches for Gen Y: An assessment conducted in a Malaysian Technical
University," Pertanika Journal of Social Science & Humanities, vol. 24, no. 4, pp. 1335-1347, 2016. [27] S. F. A. Fesol, et al., "Learning style approaches for Gen Y: An assessment conducted in a Malaysian Te
University " Pertanika Journal of Social Science & Humanities vol 24 no 4 pp 1335-1347 2016 [27] S. F. A. Fesol, et al., "Learning style approaches for Gen Y: An assessment conducted in a Malays
University," Pertanika Journal of Social Science & Humanities, vol. 24, no. 4, pp. 1335-1347, 2016. y
f
pp
[28] T. K Hoffman, T. Franks, and B. Edson, "Cultural awareness training: Preparing new in
student," Basic Communication Course Annual, vol. 27, no. 1, pp. 10-19, 2015. [28] T. K Hoffman, T. Franks, and B. Edson, "Cultural awareness training: Preparing new instructors for the millennial
student," Basic Communication Course Annual, vol. 27, no. 1, pp. 10-19, 2015. [29] J. Kriegel, Differences in Learning Preferences by Generational Cohort: Implications for Instructional Des
Corporate Web-based Learning (Doctoral dissertation), Philadelphia, PA: Drexel University, 2013. [30] K. Liza, E. Andriyanti, "Digital literacy scale of English pre-service teachers and their perceived readiness toward
the application of digital technologies," Journal of Education and Learning (EduLearn), vol. 14, no. 1, pp. 74-79,
2020. [31] M.A.M. Mohzan and H.A. Zubir, "Teaching the millennials: Implications on today's classrooms," Uni
Journal of Educational Research, vol. 7, no. 9, pp. 186-191, 2019. REFERENCES Hanif, Asrowi, Sunardi, "Access to and perception of using mobile technologies in the classroom: The potential
and challenges of implementing mobile learning," Journal of Education and Learning (EduLearn), vol. 12, no. 4,
pp. 644-650, 2018. pp
[16] J. D. Machin-Mastromatteo, "Participatory action research in the age of social media: literacies, affinity spaces and
learning," New Library World, 113(11/12), pp. 571-585, 2012. [17] N. Dabbagh and R. Reo, "Back to the future: Tracing the roots and learning affordances of social software," in
M.J.W. Lee & C. McLoughlin (Eds.), Web 2.0-based e-learning: Applying social informatics for tertiary teaching,
pp. 1-20, 2011. pp
[18] N. Dabbagh and A. Kitsantas, "Personal learning environments, social media, and self-regulated learning: a natural
formula for connecting formal and informal learning," Internet and Higher Education, vol. 15, no. 1, pp. 3-8, 2012. [19] I. Hussain, "A study to evaluate the social media trends among university students," Procedia-Social and
Behavioral Sciences, 2012, vol. 64, pp. 639-645. 0] S. Falahah and D. Rosmala, "Study of social networking usage in higher education environment," Procedia - Soc
and Behavioral Sciences, 2012, vol. 67, pp. 156-166. [21] L. M. Blaschke, "Using social media to engage and develop the online learner in self-determined learning,"
Research in Learning Technology, vol. 22, pp. 1-23, 2014. g
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[22] V. Coleman, "Social media as a primary source: A coming age," EDUCAUSE Review, 2013. [Online] Available:
https://er.educause.edu/articles/2013/12/social-media-as-aprimary-source-a-coming-of-age. J Edu & Learn, Vol. 15, No. 1, February 2021: 78 – 87 87 J Edu & Learn ISSN: 2089-9823 [23] E. Rahimi, J. van den Berg, and W. Veen, "Investigating teachers’ perceptions about the educational benefits of
Web 2.0 personal learning environments," eLearning Papers, No. 35, 2013. [Online] Available:
www.openeducationeuropa.eu/en/elearning_papers. p
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[24] C. Greenhow dan E. Robelia, "Old communication, new literacies; social network sites as social learning
resources," Journal of Computer-Mediated Communication, vol. 14, no. 4, pp. 1130-11161, 2009. [25] L. Kurkela, "Systematic approach to learning paradigms and the use of social media in higher educ
International Journal of Emerging Technologies in Learning (iJET), vol. 6, pp. 14-20, 2011. f
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[26] J. Shepherd, A Causal-Comparative Study of Generational Differences in Learning Style Preferences among Adult
Learners in the United States (Doctoral dissertation), La Verne, California: University of La Verne, 2017. (
)
y
[27] S. F. A. BIOGRAPHIES OF AUTHORS He teaches several courses: Architecture Studio 3 and
4, Architecture Drawing 1 and 2, Engineering Drawing, Building Design Concept, Site
Planning, Introduction to Human Settlements, and Architecture Visualization. Digital
architecture is one of his concern that has motivated in elaborating digital learning platform
in architecture education at the study program. The digital learning platform is integrated
within the Universitas Udayana e-learning system: OASE or Online Academic Service E-
Learning. use of social media in the creation of personal learning environment during … (Ni Ketut Agusintadewi)
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RESPONSIVE USER INTERFACE FOR PEOPLE WITH ASD
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ijpam.eu PA
ijpam.eu ISSN: 1311-8080 (printed version); ISSN: 1314-3395 (on-line version)
url: http://www.ijpam.eu
doi: 10.12732/ijpam.v111i1.10 RESPONSIVE USER INTERFACE
FOR PEOPLE WITH ASD Nikolay Pavlov1, Kliment Mirchev2, Teodora Gardjeva3,
Dilyana Krushkova4, Asen Rahnev5 §
1,3,4Plovdiv University
236, Bulgaria, Blvd., Plovdiv 4000, BULGARIA
29N Kuklensko shose, Blvd., Plovdiv 4000, Bulgaria
411-ti Avgust, Str., Plovdiv 4000, BULGARIA Abstract:
This paper describes the design and implementation of the user interface of
Open Book, a reading assistive tool for people with autism spectrum disorders (ASD). The
findings in existing research played a vital role in UI implementation. Key screens of the user
interface with the main features and functionality of the system are presented. The conducted
evaluation by users with ASD and their caregivers clearly proves the usability and benefits of
the innovative software product. Key Words:
responsive user interface, accessible user interface, users with autism spectrum
disorders, project first, open book 1. Introduction This paper describes the design and implementation of the user interface
of Open Book. Open Book is a distributed software system employing various
natural language processing components to convert documents for people with
(Autistic Spectrum Disorders) ASD in a format easier to read and understand. Open Book is developed as a part of project FIRST (A Flexible Interactive Received:
August 11, 2016
Revised:
October 23, 2016
Published:
December 6, 2016
© 2016 Academic Publications, Ltd. url: www.acadpubl.eu
§C
d
h Received:
August 11, 2016
Revised:
October 23, 2016
Published:
December 6, 2016 © 2016 Academic Publications, Ltd. url: www.acadpubl.eu © 2016 Academic Publications, Ltd. url: www.acadpubl.eu Published:
December 6, 2016 §Correspondence author 106 N. Pavlov, K. Mirchev, T. Gardjeva, D. Krushkova, A. Rahnev Reading Support Tool) partially funded by the European Commission under
the Seventh Framework Programme (FP7-2007-2013) for Research and Tech-
nological Development under grant agreement # 287607. The FIRST project starts from the need to improve the life of people with
ASD by enabling them to read any written documents and thus improving
their social inclusion and interaction. People with ASD are approximately 3.3
million across Europe according to Autism Speaks research (see [2]). People
with ASD may experience difficulties comprehending complex instructions while
reading, getting misled by figurative language or the use of rare words or,
simply, get distracted by secondary points touched upon in a document (see
[1]). Using innovative language technology to simplify documents, the created
software product Open Book helps ASD users convert a standard document
into a personalized version which is easier for them to read and understand. 3. Approach to Design Open Book is not just being developed for people who have ASD, it is
being developed with people who have ASD (see [4]). The team developing
the tool was working with a large group of ASD users across three countries
within the whole project duration in order to ensure that the tool will meet
their diverse requirements and to evaluate the tool’s effectiveness in improving
reading comprehension. The ASD users’ engagement encompassed the whole project development
and aimed to organize the desired assistive elements in a clear structure for
the work packages involved in the development of the tool based on user re-
quirements and to define in more precisely some important aspects for the
development of the tool. Clinicians from three different countries also took part in designing of the
tool in order to create the most suitable user interface for people with ASD. The
engagement of accessibility specialists played an important role in designing the
UI. The result is intuitive, accessible, well-structured and responsive interface,
suitable for both desktop and mobile devices. The UI is created according to the findings and recommendations in the
paper User Interface for People with Autism Spectrum Disorders (see [3]). The
research extracted guidelines for the look and feel of the interface desired by
the ASD users. The first prototype of the software, presented in this article, is
created on the basis of this information. RESPONSIVE USER INTERFACE... 107 • Communication with the caregiver - if user still has problems with the
document content after simplification, he can send notification to his carer
sharing his problems and requirements for a particular document; • Preferences and selection of tools - user can select the default theme, font,
create labels for the library organization and choose the most useful tools
for his personal toolbar; 2. Primary Features of Open Book A quick review of the Open Book’s first prototype basic features will help
comprehend better the user interface of the tool, presented later on in this
paper in section Design Implementation. This is the first version of the tool
and therefore the feature set is subject to further development and change. The system provides the following functions to users with ASD The system provides the following functions to users with ASD: • Simplification - the text entered by user is automatically converted to a
simpler and convenient format. If user still finds some word or expressions
difficult, he can ask the system for explanation, additional information or
some images; • Personalization - user can adjust style, font and format of the simplified
text according to his personal preferences and requirements. The system
provides a set of specially designed by the clinical partners color themes
which make the document reads better. However, user can also create his
own color themes which best fulfill his special needs; • Improvement of readability - for user’s convenience the system provides
features like highlighter and magnifier notes which help user to go less
effortlessly through the whole text or leave his thoughts and comments
by using notes; • Better organization of documents - user can arrange his documents as he
prefers - divide them into folders by using labels, mark them as ready or
favorite, search and find easily the desired document and others; RESPONSIVE USER INTERFACE... 4. Interface Features The main features of the user interface are: The main features of the user interface are: • Accessibility this design approach provides optimal view user experience
easy reading and navigation with minimal efforts for resizing and scrolling. 108 N. Pavlov, K. Mirchev, T. Gardjeva, D. Krushkova, A. Rahnev Figure 1: Demonstration of Open Book’s responsive design Figure 1: Demonstration of Open Book’s responsive design The buttons are kept as large as possible which enables easy navigation
and work with the system (see [5]). The buttons are kept as large as possible which enables easy navigation
and work with the system (see [5]). • Responsive user interface to support for devices with various form-factors
- having in mind the increasing demands for tablets and mobile phones, UI
is supported for a wide range of devices from desktop computer monitors
to mobile devices. The web site supports a minimum of 800x600 desktop
resolution, although we recommend using at least 1024x768. The support
for mobile devices is maintained at an optimal quality at 480px and above
screen width. • Personalization - font size, style and color, background theme and menu
tools can be adjusted according to user’s personal needs and preferences. 109 RESPONSIVE USER INTERFACE... Figure 2: Support for desktop and mobile devices Figure 2: Support for desktop and mobile devices 5. Design Implementation Based on the findings and conclusions made in the previous article, the
first prototype of the Open Book software system implemented all components
described. Its main goals are simple and clear design with minimum visual
distractors, intuitive navigation, combination of pictures and words, simple
graphics, clear fonts, large buttons, mild colors etc. which can be seen in the
following examples. 6. Sign Up Long and large fields where user can enter his personal information are
amongst the main requirements for a registration form for users with disabilities. Only most basic information (name, e-mail and password) is required here to
complete the registration successfully. Big spaces are provided between the
text fields, so each field is clearly separated from the rest. Linear layout is used
for the registration form in order to keep user’s attention focused on a single
text column. Only the picture, which is not a requirement for a successful
registration, can be found on the right side of the page. 110 N. Pavlov, K. Mirchev, T. Gardjeva, D. Krushkova, A. Rahnev Figure 3: Sign Up Screenshot Figure 3: Sign Up Screenshot 7. Simplified Document The simplification page has simple and clear design which contains mini-
mum visual distractors. Soft, mild colors and simple graphics are used for the
presentation of the main options. The reading area occupies significant space
in this page presenting the simplified text to the user in in a large text box
clearly separated from the rest. Researches show that ASD users get distracted
by more than one column of text, so original and simplified text are disposed
in different tabs avoiding the option to stay next to each other in a single page
and the need of sideways scrolling. This type of interface allows users to quickly focus their attention to the
text area and adapt the presentation of document to their personal preferences. A single toolbar is provided in the simplification page as a part of user
requirements. The toolbar consists of big and clear buttons with both picture
and text going next to each other - helping people with ASD understand better
the meaning of the command. For the options like Bold, Underline and Picture
Word-like icons are used leading the users to something common. • Theme - color themes are created after research about the color schemes
that are best perceived by people with ASD. Themes correspond to the
so called ”colour filters” used widely by persons with autism, Asperger
syndrome, dyslexia and other reading disorders to focus their attention 111 RESPONSIVE USER INTERFACE... Figure 4: Simplified Document Screenshot Figure 4: Simplified Document Screenshot on the reading space. The most important feature here is the contrast
between font and background. Colored filters have been found to reduce
visual distortion of text in children with ASD, too (see [6]); • Font size - the system provides 6 different sizes of font letters bigger than
12 pt due to the fact that ASD users prefer bigger letters than usual; • Underline, Bold and Highlight are three desired options taken from Word
that people with ASD often use to emphasize information that they con-
sider important or problematic; • Magnify option - this option helps user focus on particular sentence. Peo-
ple with ASD can then go through the whole text sentence by sentence
taking attention on each one separately; • Notes - users with ASD like leaving some notes whatever they do, remind-
ing them of something important or just helping them share thoughts and
feelings. 7. Simplified Document Open Book provides this functionality to the users enabling them
write, save, view and delete notes in the simplified document. Trying to avoid pop-ups and other visual distractors the following UI
behaviour was adopted: all messages returned by the interface and ad-
ditional operations, related to the toolbar features appear in a textbox Trying to avoid pop-ups and other visual distractors the following UI
behaviour was adopted: all messages returned by the interface and ad-
ditional operations, related to the toolbar features appear in a textbox 112 N. Pavlov, K. Mirchev, T. Gardjeva, D. Krushkova, A. Rahnev Figure 5: Demonstration of magnify option Figure 5: Demonstration of magnify option under the main reading area. This allows user to receive all information
requested meanwhile continues his work with the document. • Explain word and explain with picture - explanation of difficult concepts
with pictures and definitions is essential for improvement of reading com-
prehension. Researches show that visual cues stimulate better the brain
activity and help users get the meaning faster and easier. • Explain word and explain with picture - explanation of difficult concepts
with pictures and definitions is essential for improvement of reading com-
prehension. Researches show that visual cues stimulate better the brain
activity and help users get the meaning faster and easier. 8. Technologies Used 8.1. HTML5/CSS3/JS 8.1. HTML5/CSS3/JS The application deploys various recently developed and pushed by the web
community CSS3 technologies such as the new Level 3 Selectors like: a) Selectors Level 3 - Pseudo-elements ::after, ::before; Pseudo-classes :last-
child, :not; a) Selectors Level 3 - Pseudo-elements ::after, ::before; Pseudo-classes :last-
child, :not; b) Media Queries; c) CSS Backgrounds and Borders Module Level 3 - background-repeat, border-
radius; c) CSS Backgrounds and Borders Module Level 3 - background-repeat, border-
radius; d) CSS Fonts Module Level 3; 113 RESPONSIVE USER INTERFACE... Figure 6: Demonstration of Explain with picture option Figure 6: Demonstration of Explain with picture option d) Chosen - simple to use library that creates and enriches the native HTML
select element producing rich dropdowns and menus. 8.3. Responsive User Interface Responsive User Interface (UI) is implemented using the @media-query css
technology. This technology depends on declaring css classes and rules in dif-
ferent screen width ranges. Rules in those ranges overwrite rules from other
classes and are considered high priority. The more commonly used width ranges
are listed below: a) @media only screen and (min-width:600px) and (max-width:960px) - rules
in this section apply when the screen width is between 600 pixels and 960
pixels; a) @media only screen and (min-width:600px) and (max-width:960px) - rules
in this section apply when the screen width is between 600 pixels and 960
pixels; b) @media only screen and (max-width:600px) - rules in this section apply
when the screen width is under 600 pixels; 8.2. JavaScript JavaScript is used extensively throughout the application mostly leveraging
third-party libraries that bring to the table extremely useful tools to develop
dynamic user interface, data exchange between the front-end ecosystem and
the web application server as well as simply prettifying and stylizing libraries
that add extra touch and feel to the whole application. The more prominent of
those are: a) jQuery - this is a very profound and powerful library which supplies a
whole plethora of functionalities for traversing, selecting and modifying the
DOM. It also gives the powerful AJAX wrapper for executing asynchronous
JavaScript-initiated XML requests towards a remote web application or ser-
vice simply by passing a JavaScript object to the jQuery.ajax function. b) KnockoutJS - a powerful and simple to use JavaScript library for HTML
binding. It uses Declarative Bindings which are mapped to a JavaScript ob-
ject called ”the View Model”. It deploys automatic UI refresh and Depen-
dency tracking which is extremely useful for developing business model-rich 114 N. Pavlov, K. Mirchev, T. Gardjeva, D. Krushkova, A. Rahnev Figure 7: Initiating an ajax call
Figure 8: Declarative Knockout binding Fi
7 I iti ti
j
ll Figure 7: Initiating an ajax call Figure 7: Initiating an ajax call g
g
j
Figure 8: Declarative Knockout binding Figure 8: Declarative Knockout binding dynamic JavaScript applications. Its declarative bindings are applied using
the data-bind attribute, which maps an object or a variable of the View
Model to the HTML element. dynamic JavaScript applications. Its declarative bindings are applied using
the data-bind attribute, which maps an object or a variable of the View
Model to the HTML element. c) MomentJS - powerful library for working with Date and Time in the JavaScript
environment. The native JavaScript Date() object proves insufficient and
cumbersome to work with. The MomentJS library introduces a Date-wrapping
object that provides a rich API for working with Date and Time d) Chosen - simple to use library that creates and enriches the native HTML
select element producing rich dropdowns and menus. d) Chosen - simple to use library that creates and enriches the native HTML
select element producing rich dropdowns and menus. 115 RESPONSIVE USER INTERFACE... Figure 9: Using and instantiating momentJS Figure 9: Using and instantiating momentJS 8.5. Browser support Open Book’s user interface is supported on the browsers, listed below: a) Internet Explorer 9+ b) Google Chrome 20+ b) Google Chrome 20+ c) Mozilla Firefox 10+ c) Mozilla Firefox 10+ d) Safari 5+ d) Safari 5+ 8.4. NET Framework NET Framework is used extensively both for back-end web request handling,
serving HTML, files and data and for the Data Access layer. The OBS Web
Application uses MVC 4 framework for handling web requests and the WCF
framework for establishing connection with services. a) MVC 4 - the Web Application uses the Routing and Request handling of
the MVC 4 framework which is very convenient and powerful for web appli-
cations of all types. The views used for the different pages are written using a) MVC 4 - the Web Application uses the Routing and Request handling of
the MVC 4 framework which is very convenient and powerful for web appli-
cations of all types. The views used for the different pages are written using 116 N. Pavlov, K. Mirchev, T. Gardjeva, D. Krushkova, A. Rahnev Figure 10: Sample media queries Figure 10: Sample media queries Figure 10: Sample media queries Figure 11: MVC 4 Razor View Engine Figure 11: MVC 4 Razor View Engine the Razor View Engine which is very powerful for constructing sophisticated
HTML constructions using a C# Model object. the Razor View Engine which is very powerful for constructing sophisticated
HTML constructions using a C# Model object. the Razor View Engine which is very powerful for constructing sophisticated
HTML constructions using a C# Model object. b) WCF - the OBS Web Application uses the WCF (Windows Communication
Foundation) for consumption of the web services. The WCF client exposes
a set of methods that are consumed by the web application with the pur-
pose of receiving and sending document or user related data for storage and
processing. The calls are made using a wrapping method call: 117 RESPONSIVE USER INTERFACE... Figure 12: WCF Service call wrapper Figure 12: WCF Service call wrapper 9. Testing and Evaluation Results Detailed clinical evaluation was conducted to assess effectiveness of the
Open Book software in reading comprehension of adults and children with high
functioning autism. 294 people with ASD took part in the evaluation. The
results clearly show that the majority of ASD users prefer simplified by Open
Book texts than the original ones. When all participants (aside from controls) 118 N. Pavlov, K. Mirchev, T. Gardjeva, D. Krushkova, A. Rahnev were combined together, the simplified scores were 1.2 units higher than the
original scores which definitely proves that the Open Book software improves
reading comprehension (see [7]). Furthermore, feedback from caregivers of ASD people clearly proves that
users find documents converted with Open Book much more interesting and
engaging than before. Children spend time reading texts on topics that they
will normally refuse to read. That is because they consider the Open Book
documents like entertainment and playing games. Their attention is taken
by the interface features, the pictures presented for complicated words and
personalization settings like change of fonts, themes, etc. for much longer period
than the child’s normal attention span. 10. Conclusion Relying on guidelines described in the article ”User Interface for People
with Autism Spectrum Disorders” (see [3]) the user interface of the Open Book
Tool was designed and implemented. Up to now, the software have been tested
and evaluated by more than 300 people. It has been used in practice for text
simplification and improvement of reading comprehension by people with ASD
and clinicians from three different countries. The beta version of the system can be found on the address http://
openbooktool.net/. The official release of Open Book is planned for the end of
2014. RESPONSIVE USER INTERFACE... RESPONSIVE USER INTERFACE... 119 Acknowledgements The project leading to this research product is partially funded by the Euro-
pean Commission under the Seventh Framework Programme (FP7-2007-2013)
for Research and Technological Development under grant agreement # 287607
and by the IT15-FMIIT-004 project of the Scientific Fund of the University of
Plovdiv ”Paisii Hilendarski”, Bulgaria. This paper reflects the views only of
the authors, and the Commission cannot be held responsible for any use which
may be made of the information contained therein. We would like thank all the partners from the consortium of the FIRST
project, and especially the clinical partners from Deletrea, Spain for their ex-
tensive research, and Parallel World, Bulgaria for their invaluable contributions
during the implementation of the user interface. 11. Future Development Results of the FIRST project can be used to benefit other user groups except
the people with ASD. Minor modifications of the system would be appropriate
to adjust its settings to the preferences of other user groups like: • People with reading impairments like dyslexia; • Students in early grades; • Foreign language learners; References [1] Robert Sears, The Autism Book: What Every Parent Needs to Know About Early Detec-
tion, Treatment, Recovery and Prevention, 2009. [2] Autism Speaks, http://www.autismspeaks.org [3] N. Pavlov, User interface for people with autism spectrum disorders, Journal of Software
Engineering and Applications, 7, No. 2 (2014), Article ID: 43152. [3] N. Pavlov, User interface for people with autism spectrum disorders, Journal of Software
Engineering and Applications, 7, No. 2 (2014), Article ID: 43152. [4] Newsletter, Second Edition, http://www.first-asd.eu. [4] Newsletter, Second Edition, http://www.first-asd.eu. [5] UI Design Guidelines for Responsive Design, http://tympanus.net/codrops/2013/01/21/ui-
design-guidelines-for-responsive-design/ [6] A.K. Ludlow, E. Taylor-Whiffen, A.J. Wilkins, Coloured filters enhance the visual percep-
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(2012), doi: 10.5402/2012/298098. [7] A. Cerga-Pashoja,
V. Jordanova, LNFT, D7.6:
Clinical Evaluation,
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Humanists and scholastics in early sixteenth-century Paris: new sources from the Faculty of Theology
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https://doi.org/10.1080/17496977.2022.2152996 Humanists and scholastics in early sixteenth-century Paris:
new sources from the Faculty of Theology Christa Lundberg Christa Lundberg St Catharine’s College, University of Cambridge, Cambridge, UK ABSTRACT
Historians often compare the relationship between humanists and
scholastics in the early sixteenth century to a battle. In such
accounts, the Parisian Faculty of Theology plays the role of a
major combatant keeping humanists away from religious studies. This article paints a different and more harmonious picture of
humanists and scholastics in the decade before the Reformation. It draws on hitherto little explored evidence from manuscripts
authored by official orators at the University of Paris: their
speeches to graduating students at the Faculty of Theology in
1510 and 1512. It will be argued that the speakers celebrated
both humanist and scholastic competences and the speeches
themselves demonstrate that eloquence had a role to play within
the institution. In this way, the article adds nuance to our
understanding of how the Faculty of Theology viewed humanists
and introduces important new sources to the history of universities. KEYWORDS
Humanism; University of
Paris; academic oratory;
Faculty of Theology ABSTRACT In February 1510, twenty-five theology students gathered for one of the final rituals
before the doctoral disputations. Over four days, they met in theological colleges to
receive the official “call to the licence.” In charge of the ceremony was Olivier de
Lyon, an orator appointed by the university chancellor. He addressed each student in
turn, praising his learning, diligence and character in front of a large audience. De
Lyon ended by formally inviting the candidate to attend another ceremony at the chan-
cellor’s residence, where he would receive the licentiate. It was a celebration of the
accomplishments and qualities that made the candidates worthy future members of
the Faculty of Theology. The surviving graduation orations from 1510, 1512 and 1514 are previously untapped
resources for considering the intellectual culture of the Faculty of Theology.1 The
speeches illuminate the faculty’s perspective on theological competence – what capacities
bestowed special honour on individual candidates for the doctorate – and ideas about
the history and social role of theology were celebrated. Composed during the pivotal
years when the Reuchlin affair was deepening the controversy between graduate theolo-
gians and secular scholars, these orations provide a rare insight into the changing 2
C. LUNDBERG faculty.2 Furthermore, they have the potential to counteract a source of bias against
scholastics – namely, the efficacy of humanist rhetoric – as a distinctly humanist style
of epideictic was used to praise the candidates from the Faculty of Theology. Beyond
eroding this particular source of bias, I shall argue that the speeches constitute a close
parallel with a phenomenon observed by Nancy Siraisi in early modern faculties of medi-
cine: humanist rhetoric contributed to reshaping the self-image of academic disciplines
by celebrating their knowledge and history in new ways.3 Olivier de Lyon and Louis de Lasseré were the appointed orators in 1510 and 1512,
respectively. The two men shared certain characteristics that made them suitable for
the task. First, they were both active at the Collège de Navarre, which was one of the
largest theological colleges. ABSTRACT In the previous century, the college had become an important
humanist centre, with authors such as Jean de Montreuil, Nicolas de Clamanges and Jean
Gerson affiliated.4 Navarre offered a programme of preparatory studies in grammar and
rhetoric and even provided bursaries to support students in these subjects.5 De Lyon was
submagister in grammar for several years, including in 1510, when he served as orator. He
additionally studied theology, achieving the bachelor’s degree before 1512 and the doc-
torate in 1518.6 Lasseré had become a bachelor in theology before delivering the gradu-
ation speeches in 1512. However, he did not take any higher degrees but instead devoted
himself to the governance of the Collège de Navarre, where he was provisor from 1508
until 1546. De Lyon and Lasseré were both deeply entrenched in the theological commu-
nity and involved in the Navarrist approach to studia humanitatis. I. The ceremonial “Call to the licence” Before moving to the graduation orations, it is worth setting the scene in more detail,
especially as concerns the function and audience of the signeta ceremony. As already
mentioned, the licentiate ceremony was one of the very last steps of the long path
towards a doctoral degree in theology at the University of Paris. The Faculties of Law
and Medicine both had equivalent ceremonies.7 In the case of theological candidates,
the students had already completed their master’s in arts, their bachelor’s degree in theol-
ogy and various examining disputations. The lower age limit for this degree was thirty-
five years, which reveals just how long the doctoral training was. Having passed many
hurdles, it was time for the candidate to receive the licentia, the papal permission to
teach theology, which was bestowed by the chancellor of the university.8 In the days before the licence ceremony, the chancellor sent an orator to invite the
candidates. One faculty member summarised the procedure as follows in his Compen-
dium universitatis parisiensis (1517): “on the day preceding the ceremony of the
License the Paranymphus delegated by the Chancellor invites in a polished speech the
attendance of the candidates individually.”9 The designation of the orator as a “para-
nymph” (groomsman) reflects the metaphorical understanding of the licence as the can-
didate’s wedding to his discipline. The paranymph played the role of a ceremonial
master, delivering a large number of speeches. As we shall see in the next section of
this article, these speeches were no stock celebrations but strongly personalised
remarks on the students’ characters and achievements, commenting on individual per-
formance in disputations, academic specialisms and piety. After being praised in this
way, the student in turn thanked teachers and the faculty. INTELLECTUAL HISTORY REVIEW 3 The ceremony was divided over multiple days at different locations within Paris. The
records from 1510 and 1512 suggest that the celebration migrated between four colleges:
the two dominant theological colleges, Navarre and Sorbonne, and two monastic col-
leges, the Dominican Couvent de Jacobins and the Franciscan Couvent des Cordeliers. That this was a standard arrangement is supported by later evidence. I. The ceremonial “Call to the licence” On 18 January
1570, twenty-seven students from the Faculty of Theology came to Parlement to invite
members to attend the paranymph’s orations and outlined the schedule: Thursday at
the Jacobins, Friday at the Cordeliers, at the Sorbonne on Saturday, and Navarre on
Sunday.10 The invitation from 1570 raises the question of who was present at the ceremonies in
the early 1510s. Although Goulet’s account from 1517 does not answer this question, he
claimed that other graduation ceremonies were well attended by the general public. When the university chancellor ranked and licensed the theological candidates, accord-
ing to Goulet this event attracted “nearly the whole population of Paris, not to mention
the University, and a great multitude from elsewhere.”11 Similarly, the ceremony where
the “Doctorate and the round magisterial biretta” were awarded attracted not only the
members of the faculty but also a variety of dignitaries, including bishops, sometimes
the king, cardinals, royal counsellors, and magnates and nobles invited by the doctoral
candidates.12 These comments suggest that the graduation ceremonies was not a
purely internal affair. Throughout the sixteenth century, controversies regularly arose from inappropriate
orations or unfitting replies from students. As James Farge discovered, one of the stu-
dents graduating in 1512 was criticised by the faculty for failing to thank his teachers
properly in his reply to Lasseré’s oration.13 In 1514 the doctoral candidate Jerome de
Hangest was accused of having satirised the faculty member Nicolas Le Clerc.14 The
same year Nicolas Cappelly was accused of insulting his regent master Jean Girard in
his response to the paranymph.15 The scandals caused by inappropriate behaviour by
the paranymph or students highlight the social significance of the ritual. The praise
they received, as well as their behaviour, needed to reflect that they were deserving of
becoming full members of an important scholarly community. II. Humanist epideictic at the Faculty of Theology De Lyon and Lasseré were both involved in organising the grammatical education at
Navarre, which was currently in an expansive phase.16 Lasseré had taught humaniores
litterae before becoming provisor of the College in 1508.17 De Lyon taught grammar
for many years and assisted the principal of the grammarians, Jean Bolu, even after
embarking on his own studies in theology.18 De Lyon was particularly engaged in the
project of effecting a humanist turn in the curriculum, as we see in an undated letter
from Guillaume Budé addressed to him. Budé wrote that he was filled with joy upon
hearing about educational reforms in the grammar school at Navarre and, in particular,
De Lyon’s effort to teach eloquence. Budé wrote with encouragement, advising De Lyon
to primarily teach ancient authors and grammarians.19 The humanist revival at Navarre provides, I shall argue, a crucial context for the
interpretation of De Lyon and Lasseré’s orations. Farkas Gábor Kiss makes two relevant
observations concerning the rhetoric of the paranymph orations from 1514. The first 4
C. LUNDBERG C. LUNDBERG observation concerns the style of the speeches, which, as Kiss points out, is closely aligned
with the epideictic ecclesiastical oratory studied by John O’Malley. The second point is
about particular influences: Kiss found echoes of Erasmus’s Adages and the Praise of
Folly in the graduation speeches, where the orator used irony and paradoxical praise.20
Drawing on the orations from 1510 and 1512, I shall next expand and contextualise
these observations. Like the paranymph orations from 1514, the earlier ones fit well into the model of
humanist epideictic oratory described by O’Malley. Unlike in scholastic “thematic
sermons,” there was no rigid division of the topic, or argumentative scheme. Instead,
they relied on classical rhetorical models for structure and focalised a single point of
praise, supported by many loci.21 The similarities to epideictic sermons are most striking
in the speeches in praise of theology – prime examples of the genre laus disciplinae –
which the paranymph delivered before turning to individual candidates. Nine such ora-
tions survive from 1510–1514: four by De Lyon, three by Lasseré and two by the
unknown orator of 1514. The variety of material in these speeches shows that there
were no set topics: the paranymph chose which aspects of theology to praise and how. Some orations lack obvious connection to the context of graduation. II. Humanist epideictic at the Faculty of Theology For example,
there are speeches on the positive impact of theology on society (1510), the soul’s immor-
tality (1512), and analogies between different kinds of theology and flat, concave and
convex mirrors (1514).22 However, most of the speeches were directly concerned with
theology as a form of erudition and an academic discipline. gy
After speaking in praise of theology, the paranymph called each candidate to the
licence in a personalised speech.23 The orator praised the students’ hard work, learning,
virtue and a myriad of other merits. The orations vary in length, but the general range is
between 600 and 900 words. These speeches followed, roughly, the loci recommended by
classical rhetoric for such speeches. They might well have used guides such as Aphtho-
nius’s Progymnasmata.24 This manual suggested that encomia should discuss the
person’s parental and geographical origins, upbringing, excellences of mind, body and
fortune, and provide favourable comparisons. This model, as we shall see later, resulted
in individualised speeches that not only provide biographical information on the gradu-
ating students but also reveal the diversity of their characters. g
y
One common feature of the general speeches in praise of theology and of the orations
to particular graduates is the frequent references to classical antiquity. De Lyon regularly
employed one of the main figures of humanist sacred epideictic that O’Malley calls
“quanto magis.” In short, the orator speaks about ancient culture before turning to con-
sider how much better the Christian equivalent is.25 For example, De Lyon showed how
much glory and honour was associated with learning in antiquity to stress how much
more theological study ought to be honoured.26 In the same spirit, De Lyon’s oration
to the candidate Nicolas Helm stated that he was “far happier than those ancients – Ana-
xagoras, Byante, Democritus – who surrendered their riches and yet could never follow
the true image of truth, which you [Nicolas] found in the garden of theology.”27 Most
orations to candidates made comparisons between the candidate’s qualities and
ancient characters in this way. II. Humanist epideictic at the Faculty of Theology To mention only two among very numerous examples,
Lasseré claimed that Pierre Crockaert worked as hard at his studies as Pliny the
Younger and in De Lyon’s speech to Jacobus Pasqueti, the candidate was compared to
Caesar’s friend Labienus.28 Lasseré also mentioned Old Testament figures in this 5 INTELLECTUAL HISTORY REVIEW context – for example comparing David Cranston with the David who defeated
Goliath.29 De Lyon, however, remained completely within the realm of classical
antiquity. q
y
The many classical anecdotes not only inform us about De Lyon’s and Lasseré’s huma-
nist reading preferences but also indicate what strategies they might have used in com-
posing the speeches. The orators probably used material from reference books such as
Valerius Maximus’s Facta et dicta memorabilia. We also have reason to believe that
De Lyon and Lasseré kept their own commonplace books.30 One of the most successful
commonplace book authors of the early sixteenth century, Johannes Ravisius Textor
(c.1493–1522), was a colleague of theirs at Navarre. Textor, who specialised in rhetoric,
regarded De Lyon as a role model and had perhaps studied with the older humanist.31
Textor published several encyclopaedic tools with excerpts from ancient literature,
including Epithetorum opus (1518) and Officina (1520). The latter work contained lists
of ancients (real and fictional) sharing a specific virtue, vice, childhood experience,
type of name, profession, cause of death etc.32 This is precisely the type of material De
Lyon and Lasseré were using in their speeches. The Navarre grammarians’ effort to
teach literary elegance and engage with ancient authors, which Budé had praised in
his letter to De Lyon, shone through in the speeches that De Lyon and Lasseré presented
to the Faculty of Theology. III. Vitae scholasticae In their written form, the paranymph speeches constitute collective biographies of the
graduating classes of 1510 and 1512. James Farge’s prosopography of the members of
the Faculty of Theology in 1500–1536 illuminated the graduates’ geographic and social
origins, religious affiliations, educational background and their activity in faculty delib-
erations, teaching and publishing.33 The graduation orations present important
additional insight into the mentality of students graduating in these same years and
allow us to address questions relating to scholastic education and culture. What
virtues and skills were highly valued in this community? What intellectual specialisms
were represented? The brief biographies included in the graduation orations vary in the amount of detail
but generally cover most of the loci recommended by rhetorical handbooks for speeches
praising a person. As an example of the typical coverage, we can take De Lyon’s speech
dedicated to Nicolas Ensche. First, De Lyon mentioned his place of birth near Trier,
which De Lyon located at 27 degrees from the Pillars of Hercules and 99 degrees from
the equator.34 According to De Lyon, Ensche was born to destitute parents. He neverthe-
less managed to reach the Collège de Reims, where he studied philosophy before even-
tually joining the Collège de Montaigu.35 We know from other sources that Ensche at
the time of his graduation was a close collaborator of the theologian Noël Beda at Mon-
taigu, where Jan Standonck in the previous decade had instituted a community for poor
scholars.36 This circumstance helps explain the focus on poverty in De Lyon’s oration – a
phenomenon encountered in orations to other students associated with Montaigu,
including Gaspard Andree and Michael Guytard.37 At Montaigu, De Lyon tells us,
Ensche constantly lectured on philosophy and theology. He commented on both
recent and older texts: Martin Le Maître’s treatises De fortitudine and De temperantia 6
C. LUNDBERG 6
C. LUNDBERG C. LUNDBERG 6 from the fifteenth century as well as earlier scholastic authors such as Guillaume d’Aux-
erre and Robert Holcot.38 Lastly, De Lyon reported on the topics selected by Ensche for
his recent disputations: the passion and poverty of Christ.39 Associated with Montaigu and lecturing on scholastic theology, Ensche is in many
ways a traditional candidate. III. Vitae scholasticae In his graduating cohort, we also encounter men like
Diogo de Gouveia – diplomat, later principal of the Collège de Sainte-Barbe and an
early supporter of Ignatius of Loyola.40 According to De Lyon’s speech to Gouveia, he
had first been trained as an astrologer and served the Portuguese king in this capacity
before being sent to Paris for further studies. After an eventful sea voyage, where
Gouveia was nearly taken captive by pirates, he arrived in Paris. Like Ensche, he
studied philosophy at Collège de Reims and, after another stint in Portugal, he returned
to study theology.41 According to De Lyon, Gouveia performed well in the final stage dis-
putations while all the same remaining devoted to literature and good conduct and con-
tinuing to develop his knowledge of astrology. Through these biographical narratives, the orators introduced and commended can-
didates to the university chancellor. The speeches generally highlighted the candidates’
piety, virtue and industry. If we are to believe De Lyon and Lasseré, theology students
worked day and night, filling any free time with extra reading, prayer and writing. One candidate who particularly fits this bill was Noel Godefroy, whom Lasseré charac-
terised as “more solitary than a Carthusian.” Lasseré further described the toll that
hard work had taken on Godefroy’s body – stating that his eyelids were now drooping,
his eyes retreating, his flesh contracted and pale like boxwood, and the dignity of his brow
was, apparently, destroyed.42 This description of Godefroy’s appearance is an unusually
ruthless example of the orators’ habit of remarking on the physical appearance of the can-
didate standing before them – in one case even commenting on the candidate’s expected
embarrassment.43 The life stories of candidates and the paranymphs’ reports from their disputations
illustrate one further aspect of their oratory style – namely, they based their praise of
the candidates on argument and testimony. De Lyon and Lasseré clearly attended
most disputations. III. Vitae scholasticae Both also reported on various candidates they had heard preach.44
In some cases, they referenced personal conversations with the candidate.45 Additionally,
they reported the opinions of others or described how an audience had reacted to the
candidate’s preaching or teaching.46 In a few cases, the testimony came from the candi-
date’s students.47 Publications, such as philosophical textbooks, were also invoked as evi-
dence of the candidate’s skill.48 If a candidate had received a scholarship or honour from
an ecclesiastical or royal benefactor, this was reported. Other stories must have ultimately
originated with the candidates themselves, such as the not infrequent accounts of child-
hood poverty, the loss of parents and illness. The detailed knowledge concerning each
candidate conveyed in these speeches is witness to the strong social and intellectual con-
nections among advanced students of theology. A decade of studying the same texts,
debating one another, and gathering for religious and academic ceremonies created a
strong community. The orations demonstrate the diversity of academic specialties in the faculty. We learn
that one candidate was an avid reader of Thomas Aquinas,49 that another lectured on the
difficult writings of the “subtle doctor” Duns Scotus,50 while yet another was an expert on
the work of Bonaventure.51 Martial Mazurier, whose preaching repeatedly gave rise to 7 INTELLECTUAL HISTORY REVIEW controversy and accusations of heresy in the coming decades, was introduced as an avid
student of Augustine, Jerome and Gregory.52 Whilst information concerning intellectual preferences is included in only a minority
of cases, all orations comment on an essential aspect of theological education: the candi-
date’s performance in the late-stage disputations before the licence.53 Disputation was
central to scholastic universities for both pedagogical and intellectual reasons. Student
examinations at all levels – from the bachelor’s degree in arts up to the doctorate in theol-
ogy – were conducted in this way. Moreover, this highly structured and essentially col-
lective mode of argumentation was also considered the superior method for finding the
correct answer to a question.54 As Olga Weijers points out, there are still many gaps in our understanding of how or
to what extent disputation techniques changed in early sixteenth-century universities. III. Vitae scholasticae LUNDBERG 8
C. LUNDBERG C. LUNDBERG 8 If you heard a feeble response, you showed your teeth, fumed, bit your lips, tore your beard. If not, you smoothed your brow and with your lips fixated, your brow unmoving, your gaze
fastened, and soles unmoving, you praised the response. If you heard a feeble response, you showed your teeth, fumed, bit your lips, tore your beard. If not, you smoothed your brow and with your lips fixated, your brow unmoving, your gaze
fastened, and soles unmoving, you praised the response. According to Lasseré, Cranston crushed any weak responder like David vanquished
Goliath.62 This was, however, not the only way that disputations were portrayed in the para-
nymph orations. Commenting on Burrey’s disputation, De Lyon said that “those who
heard you seemed to hear a new Dionysius the Cistercian and besides these very rich
teachings, you also had a certain sophistication (urbanitas) with many jokes and great
charm.”63 De Lyon’s report about Amery’s performance was similarly colourful: No one missed how you untangled the senses and hidden interpretations of Revelations like
a divine interpreter of marvellous meanings. Those present even saw John himself revived,
or William of Paris, returning from the interior of the earth to the heavens.64 In these two cases, De Lyon did not represent the disputation as a combative exchange,
instead praising the candidates’ solid knowledge and eloquence. These appear, in prin-
ciple, like discussions of which Erasmus would approve. In these two cases, De Lyon did not represent the disputation as a combative exchange,
instead praising the candidates’ solid knowledge and eloquence. These appear, in prin-
ciple, like discussions of which Erasmus would approve. III. Vitae scholasticae Humanists raised various concerns about the disputation as a mode of truth-seeking,
although perhaps not as unanimously as they criticised scholastic logic.55 For example,
both Juan Luis Vives and Guillaume Budé thought that disputation was an important
exercise albeit in need of modification – in particular as concerned what evidence was
allowed.56 Other points of criticism regarded the specialised and technical vocabulary
used in scholastic disputation as well as the inherent orientation towards conflict. This
perspective is summed up well by Erasmus, when he expressed his hope that “sober
and sane discussion” would replace “sophistical and subtle disputations” in the theologi-
cal faculties.57 It remains unclear to what extent such criticism changed the practice of disputation. The problem is, in part, the paucity of sources. For the Faculty of Theology in Paris, only
a few published disputations survive. These include Jacques Almain’s resumptiva, argued
in connection with the vesperia of his colleague Ludwig Ber in 1512.58 A third student
from the same cohort, Marc de Grandval, published a version of his own vesperia the fol-
lowing year.59 Almain’s and Grandval’s disputations were published because they dealt
with a highly controversial and topical issue: the pro-papal arguments of Thomas
Cajetan. The published disputations detail the arguments over ecclesiastical authority
put forward by Almain and Grandval. However, they say little about the nature of the
discussion – whether it was “sane” or “sophistical,” to use Erasmus’s terms. The para-
nymph orations, by contrast, are a rich source on the subject. In the first place, the paranymph orations inform us about some of the topics treated
in disputations. I have already mentioned Ensche’s disputations on the passion and
poverty of Christ. We also learn that the Cistercian monk Jean de Burrey during his ten-
tativa discussed human perfection in relation to intellect, will, synderesis, charity and
merit.60 Guillaume Amery’s ordinaria dealt with Revelation and the coming of the Anti-
christ.61 These examples highlight how topics relating to New Testament texts and moral
theology were selected alongside the themes of ecclesiastical authority treated by Almain
and Grandval. Almost all the orations praise the candidates’ sharp arguments and subtle responses –
commonplaces that tell us little about what actually took place during the disputations. Some, however, describe revealing details. The speech to David Cranston depicts the
aggressive vibe disliked by many humanists. Lasseré described Cranston’s strong physical
reaction to respondents during disputations: 8
C. IV. Scholastics and humanists in the student body The paranymph orations from 1510 to 1512 demonstrate the coexistence of scholastic
approaches to theology with other traditions that were more amenable to humanists. To further explore the relationship between these different groups, this final section
focuses on the orations dedicated to students of clear scholastic or humanistic leanings. The former group is best exemplified by students from the circle of John Mair (c.1467–
1550). Mair was one of the most active teachers of nominalist philosophy and theology at
the University of Paris in this period. He had studied theology with Jan Standonck and
remained associated with Montaigu after receiving his licence in theology in 1506.65 Six
years later, three of Mair’s students received the licence: David Cranston, Jacques Almain
and Pierre Crockaert. Their success at the Faculty of Theology is indicated by the ranking
that teachers at the faculty made of the candidates in the licentiate class. The official
ranking of candidates in 1512 placed all three highly: Almain was ranked second in
the class (after Ludwig Ber), Cranston fifth and Crockaert sixth. Association with one
of the leading scholastic theologians was clearly correlated with success in the Faculty
of Theology. The three candidates had all published works in the scholastic tradition of philosophy. Cranston had published on logic and physics; Almain on logic, physics and ethics; and
Crockaert had written works on logic and Thomist philosophy. In this activity too
they followed Mair, who published many books throughout his career. His early publi-
cations focused mainly on logic, but he later wrote commentaries on the Sentences
(from 1509 onwards), a Gospel commentary (1518) and a work on British history
(1521). It seems likely that the three candidates presented to the university chancellor
in 1512 would have followed in Mair’s footsteps as prolific writers in the scholastic tra-
dition, had not all three died in the years immediately following their graduation.66 We have already seen that Lasseré’s speech to Cranston thematised his combative per-
formance in disputations. This portrait of Cranston resonates with how Mair himself INTELLECTUAL HISTORY REVIEW 9 depicted his student as a staunch defender of traditional scholastic method. In 1510, Mair
made Cranston one of the interlocutors of a short dialogue published as a preface to his
own commentary on the first book of the Sentences. In the dialogue, Cranston undertook
discussion with a humanist critic of Mair’s method. IV. Scholastics and humanists in the student body Cranston defended the use of Aris-
totle and philosophical concepts in theology. Furthermore, he argued that for solving
complex questions it is necessary to pay sustained attention to arguments pro and
contra according to the scholastic method.67 The willingness to dialogue with humanists
is telling of Mair’s openminded attitude. It has been pointed out that Mair attended some
classes in Greek and that he in part sympathised with the views of humanist educational
reformers. In 1528 Mair himself suggested that theologians had perhaps spent too much
time on philosophy and that it was time to engage more closely with Scripture.68 The
early dialogue ends openly, without a clear sign that Cranston successfully convinced
his opponent. Yet the methodology employed in Mair’s Sentences commentary made
his own preference abundantly clear. The awareness of Mair’s circle as a bastion of scholastic traditionalism is evident in
Lasseré’s orations to Almain and Crockaert. Lasseré’s speech to Almain focused almost
exclusively on his intellectual achievements. The orator praised Almain’s capacious
memory, his successful teaching at the Collège de Coqueret and the dialectical works
written on sleepless nights.69 In describing Almain’s work, Lasseré emphasised his
ability to resolve complex problems and explain the most obscure and difficult matters
lucidly: “nothing could be said more clearly or easily than in your Sorbonic disputa-
tions.”70 In his speech to Crockaert, Lasseré thematised Crockaert’s turn to Thomist phil-
osophy following his entry into the Dominican order, praising his ability to explain both
vias – the nominalist and the realist – and comparing him to Thomas as well as Durand
de Saint-Pourçain.71 Lasseré furthermore remarked that Crockaert did not write in frivo-
lous genres like poetry, history or satire but “in subtle windings like Aristotle, and salu-
tary warnings like Paul.”72 Lasseré’s speeches to theologians of the scholastic camp
incorporated praise sympathetic to their point of view. The same is true of Lasseré’s speeches to candidates with clear humanistic allegiances. Among the candidates celebrated in 1512 was Valerand de La Varanne, an accomplished
poet. Lasseré especially praised La Varanne’s patriotic Carmen de expugnatione genuensi
from 1507.73 His speech, however, opened with a more general defence of the liberal arts,
arguing that “the theologian should know many things besides theology.”74 In the speech,
Lasseré presented various traditional arguments for why grammatical and rhetorical
knowledge was relevant for the theologian. First, the seculares scientiae add ornamenta-
tion to divine letters. IV. Scholastics and humanists in the student body Second, liberal disciplines had been essential to authors like Lactan-
tius and Augustine. Their erudition had allowed Lactantius to “tear down” the
superstitions of pagans, and Augustine to artfully erect the “city of God.” Therefore,
we should not listen to people who “having finished their study of theology strive to dis-
suade people from the knowledge of liberal arts.”75 Lasseré ended his speech to La
Varanne with an exhortation for the multiscius to rise and rejoice – echoing the ideal
of encyclopaedic knowledge embraced by many French Renaissance authors.76 y
g
y
y
Several students and orators had connections to the philosopher and humanist edu-
cational reformer Jacques Lefèvre d’Étaples (c.1460–1536).77 La Varanne probably
knew Lefèvre through common friends at the Collège de Boncourt or from the Picard
nation.78 In 1508, he published a poem in Lefèvre’s honour. The poem highlighted the 0
C. LUNDBERG C. LUNDBERG 10 religious implications of Lefèvre’s approach to philosophy, which La Varanne character-
ised as a kind of natural theology. By investigating the creation – in particular “its hidden
corners” (abdita) – Lefèvre was learning about God.79 La Varanne ended by encouraging
Lefèvre’s contributions to learning in Paris.80 De Lyon similarly praised Lefèvre’s approach to philosophy in an oration, highlighting
again that theology students with humanistic interests were not averse to these ideas. This
segment is found in De Lyon’s speech to Philippe Prevost. Prevost had originally studied
with a different teacher but after gaining the master’s degree, he taught philosophy along-
side Lefèvre at the Collège de Cardinal Lemoine, where he was also a bursar in theology.81
In 1503 Prevost had received a friendly dedication from Lefèvre’s close collaborator Josse
Clichtove, designating him a “companion in the study of philosophy” (in philosophiae
studio commilitonus).82 Reflecting on Prevost’s path, De Lyon told this story as a
passage from sophism to true philosophy: … at the beginning you had been taught and shaped in those schools where you encountered
sophistical fallacies and fallacious sophisms, where you tasted Aristotle, as they say, “with
the edge of your lips.” Having true philosophy fixed to your heart with great spikes, with
regret you were led towards the most learned Lefèvre who – if I may use the words of Plau-
tinus – set a ruler to Aristotle’s books, and brought back home the peripatetic Aristotle,
which had been obfuscated by certain labyrinths and puzzles … . 1. Olivier de Lyon’s orations from 1510 survive in two manuscripts in the Biblioteca Apostolic
Vaticana [BAV]: MSS Reg. lat. 701 and 1373. Louis de Lasseré’s orations from 1512 survive
in three copies: British Library [BL] MS Harley 2536 and Bibliothèque nationale de France
[BNF] MSS Latin 7812 and 7813. Some speeches by the unidentified orator of 1514 are
found together with various sermons and letters in Metropolitan chapter MS 832 in
Prague, see Kiss, “‘O Pragensis Achademia!’”. I am grateful to Dr. Kiss for sharing images
of this manuscript with me. Besides these six manuscripts I am not aware of any further sur-
viving paranymph orations from the first half of the sixteenth century. IV. Scholastics and humanists in the student body In one of his orations on theology,
De Lyon addressed the question of how theology related to philosophy: … the theology that investigates the cause of causes is the highest form of philosophy; the
theology that defines the obligations of virtues in their circumstances is the highest form of
ethics; the theology that teaches indestructible truth is the highest form of logic … .89 In sum, De Lyon’s orations show that Lefèvre’s vision of theologising philosophy gained
support beyond his closest students and members of his college, even reaching students
at the Faculty of Theology. In sum, De Lyon’s orations show that Lefèvre’s vision of theologising philosophy gained
support beyond his closest students and members of his college, even reaching students
at the Faculty of Theology. I shall conclude with two points relating to the scholastic and humanist students at the
Faculty of Theology. The first relates to the ranking of students. I have already mentioned
the high rankings achieved by the students from John Mair’s circle. Cranston, Almain
and Crockaert were among the top students at the faculty. By contrast, Lamy ranked
19/29 and Prevost 26/29.90 While all these students were praised for their philosophical
skill by the paranymphs, it is clear that the masters of the faculty preferred Mair’s
students. Second, the graduation speeches from the Faculty of Theology in 1510–1512 open
up a new perspective on the relationship between humanists and theologians other
than the confrontational narrative embraced by most recent studies. For example,
Ann Moss argues that humanists and scholastics in Paris and elsewhere belonged to
separate linguistic spheres, between which little, if any, communication or compromise
was possible.91 James Farge argues that the members of the Faculty of Theology shared
a conservative mentality that put them completely at odds with humanist innovators
and reformers.92 These narratives fit well with the testimony of some, for whom a
humanistic
education
appeared
incompatible
with the culture
of
the faculty. However, many students saw no obvious contradiction between the academic study
of theology and humanist learning. In the decade before the Reformation, studia
humanitatis still played an important and constructive role within the Faculty of
Theology. IV. Scholastics and humanists in the student body You applied yourself
with so much effort that you emerged most skilled among those who stepped out of Lefèvre’s
shadow.83 De Lyon’s speech to Provost thus presented sympathetically the Fabrist narrative con-
cerning humanist philosophy. He discussed the philological project of cleansing the
text, and the approach that was more generally concerned with avoiding the tricky
sophistical problems associated with certain branches of scholasticism. Moreover, he
said, this approach to Aristotle uncovered the “most concealed places of philosophy” –
a line of praise borrowed from Francesco Pucci’s letter regarding Angelo Poliziano’s
encyclopaedic Miscellanies.84 Two further passages from De Lyon’s orations contain close parallels to Lefèvre’s ideas
concerning the relationship between philosophy and theology. One is found in his
oration to the otherwise little-known theologian Nicolas Lamy. Lamy had taught philos-
ophy for many years at the Collège de Calvy and particularly studied natural philosophy
and mathematics, including Archimedes’s spheres, Democritus’s atoms and Pythagoras’s
numbers.85 Like Charles de Bovelles and other members of Lefèvre’s circle, Lamy paired
his philosophical study with contemplative practices.86 Playing on the Platonist notion of
the soul’s celestial origin, De Lyon said: Just as the endless God the Father gave you a soul from the eternal fires, which we call stars
and constellations, so it seems that you, always attending to the heavens and the celestial
fatherland, are frequently raptured into heavens through contemplation.87 According to De Lyon, Lamy’s capacity for rapture and ecstasy made him a welcome
visitor in reformed monasteries, where he would preach about God and the “council”
of the heavens. The same combination of devotion and erudition explained, according
to De Lyon, why Lamy had been made prior of the Sorbonne.88 De Lyon’s description of Lamy’s contemplation echoes Fabrist views on the relation-
ship between philosophical knowledge and religious insight: studying and looking 1 11 INTELLECTUAL HISTORY REVIEW 11 towards the “blessed region” might invite divine illumination. We unfortunately have no
surviving writings by Lamy to corroborate that he shared their outlook. De Lyon himself,
however, was clearly sympathetic to Lefèvre’s views. f
4. Ouy, “Le Collège de Navarre”. 3. See her discussion of the orations of Jean Le Vieil (1560) and those of Gabriel Naudé from
the early 1600s in Siraisi, “Oratory and Rhetoric in Renaissance Medicine”; Siraisi, History,
Medicine, and the Traditions of Renaissance Learning, 127–32. g p
y
p
y
2. Rummel, The Case Against Johann Reuchlin; Farge, “Noël Beda and the Defense of the Tra-
dition”, 148. f
g
4. Ouy, “Le Collège de Navarre”. Notes 1. Olivier de Lyon’s orations from 1510 survive in two manuscripts in the Biblioteca Apostolic
Vaticana [BAV]: MSS Reg. lat. 701 and 1373. Louis de Lasseré’s orations from 1512 survive
in three copies: British Library [BL] MS Harley 2536 and Bibliothèque nationale de France
[BNF] MSS Latin 7812 and 7813. Some speeches by the unidentified orator of 1514 are
found together with various sermons and letters in Metropolitan chapter MS 832 in
Prague, see Kiss, “‘O Pragensis Achademia!’”. I am grateful to Dr. Kiss for sharing images
of this manuscript with me. Besides these six manuscripts I am not aware of any further sur-
viving paranymph orations from the first half of the sixteenth century. g p
y
p
y
2. Rummel, The Case Against Johann Reuchlin; Farge, “Noël Beda and the Defense of the Tra-
dition”, 148. 3. See her discussion of the orations of Jean Le Vieil (1560) and those of Gabriel Naudé from
the early 1600s in Siraisi, “Oratory and Rhetoric in Renaissance Medicine”; Siraisi, History,
Medicine, and the Traditions of Renaissance Learning, 127–32. f
4. Ouy, “Le Collège de Navarre”. 12
C. LUNDBERG 5. The popularity of this program is suggested by the grammarians’ expansion into a new,
larger building in 1514. On this expansion and an estimate for student numbers during
the sixteenth century, see Compère, “Navarre”, 280–82. 5. The popularity of this program is suggested by the grammarians’ expansion into a new,
larger building in 1514. On this expansion and an estimate for student numbers during
the sixteenth century, see Compère, “Navarre”, 280–82. y
p
6. Farge, Students and Teachers at the University of Paris, 36; Farge, Biographical Register,
290–91. 7
S
l t
l
f
th F
lt
f M di i
di
d i
Si
i i “O
t
d 6. Farge, Students and Teachers at the University of Paris, 36; Farge, Biographical Register,
290–91. . Some later examples from the Faculty of Medicine are discussed in Siraisi, “Oratory an
Rhetoric in Renaissance Medicine”. 7. Some later examples from the Faculty of Medicine are discussed in Siraisi, “Oratory and
Rhetoric in Renaissance Medicine”. 8
F
O th d
d R f
24 26 8. Farge, Orthodoxy and Reform, 24–26. 9. Translation cited from Goulet, Compendium on the University of Paris, 60. On Goulet, see
Farge, Biographical Register, 201–2. 9. Translation cited from Goulet, Compendium on the University of Paris, 60. Notes On Goulet, see
Farge, Biographical Register, 201–2. g
g
g
10. Cited in Du Boulay, Historia Universitatis Parisiensis, 6:709. See also Farge, Farge, Ortho-
doxy and Reform, 25, n. 81. 10. Cited in Du Boulay, Historia Universitatis Parisiensis, 6:709. See also Farge, Farge, Ortho-
doxy and Reform, 25, n. 81. y
f
11. Translation cited from Goulet, Compendium on the University of Paris, 59. l 12. Goulet, 60. 13. Farge, Orthodoxy and Reform. Complaints about the “ingratitudo licentiandorum” were first
raised at a Faculty meeting in February 1512. The affair can be followed in Clerval, Registre
des procès-verbaux, 103–5. 14. Farge, Biographical Register, 218. 15. Farge, 65. 16. There is little modern literature on the topic but we now have a good starting-point in
Nathaël Istasse’s work, see Istasse, Joannes Ravisius Textor; Istasse, “Pour une contribution
à l’histoire de l’enseignement du latin à la Renaissance”. 17. Launoy, Regii Navarrae gymnasii Parisiensis historia, 1:676. y
g
gy
18. Lyon was submagister grammaticorum, as he writes in the “ex dono” in BAV Reg. lat. 1373. On Bolu, see Farge, Biographical Register, 50–51; Istasse, Joannes Ravisius Textor, 59–62. 19. Budé, Opera omnia, 1:392–93. 18. Lyon was submagister grammaticorum, as he writes in the “ex dono” in BAV Reg. lat. 1373. On Bolu, see Farge, Biographical Register, 50–51; Istasse, Joannes Ravisius Textor, 59–62. 19. Budé, Opera omnia, 1:392–93. 19. Budé, Opera omnia, 1:392–93. 20. Kiss, “‘O Pragensis Achademia!’”, 163–64. Kiss discusses the graduation speeches alongside
various other sermons found in this fascinating manuscript. 20. Kiss, “‘O Pragensis Achademia!’”, 163–64. Kiss discusses the graduation speeches alongside
various other sermons found in this fascinating manuscript. 21. On what distinguished humanist epideictic from its scholastic counterpart, see O’Malley,
Praise and Blame in Renaissance Rome, 50–76. 21. On what distinguished humanist epideictic from its scholastic counterpart, see O’Malley,
Praise and Blame in Renaissance Rome, 50–76. 22. BAV Reg. lat. 1373, 80–85; BNF Latin 7812, 31v–37; Prague, Metropolitan chapter 832, 1r–v. The latter theme betrays the influence of Cusanus, possibly via his Parisian followers in the
circle of Lefèvre, see Rice, The Prefatory Epistles, 342–48. 22. BAV Reg. lat. 1373, 80–85; BNF Latin 7812, 31v–37; Prague, Metropolitan chapter 832, 1r–v. The latter theme betrays the influence of Cusanus, possibly via his Parisian followers in the
circle of Lefèvre, see Rice, The Prefatory Epistles, 342–48. 23. Notes BAV Reg. lat. 1373, 67v. Farge, Biographical Register, 318–22. 52. BAV Reg. lat. 1373, 67v. Farge, Biographical Register, 318–22. 53. See Farge, Orthodoxy and Reform, 22–26. 54. A good overview of the use of disputation in medieval universities is Weijers, In Search of the
Truth, 119–47. 54. A good overview of the use of disputation in medieval universities is Weijers, In Search of the
Truth, 119–47. 54. A good overview of the use of disputation in medieval universities is Weijers, In Search of the
Truth, 119–47. 55. Kristeller, Medieval Aspects of Renaissance Learning, 10. 55. Kristeller, Medieval Aspects of Renaissance Learning, 10. 56. See Weijers, In Search of the Truth, 189–91. See also Sayhi-Périgot, Dialectique et littérature. 56. See Weijers, In Search of the Truth, 189–91. See also Sayhi-Périgot, Dialectique et littérature. j
,
f
,
y
g
,
q
57. Erasmus, Opus epistolarum Ep. 1111. “pro sophisticis argutationibus nunc sobrias ac sanas
inter theologos disputationes” 57. Erasmus, Opus epistolarum Ep. 1111. “pro sophisticis argutationibus nunc sobrias ac sanas
inter theologos disputationes” 58. A revised text was published in 1512, see Almain, Libellus de auctoritate ecclesie. On the
version of Almain’s resumptiva published in 1518, see Almain, “Question at Vespers”. d
d
l
d 58. A revised text was published in 1512, see Almain, Libellus de auctoritate ecclesie. On the
version of Almain’s resumptiva published in 1518, see Almain, “Question at Vespers”. 58. A revised text was published in 1512, see Almain, Libellus de auctoritate ecclesie. On the
version of Almain’s resumptiva published in 1518, see Almain, “Question at Vespers”. 9
d G
d
l C d
i 59. de Grandval, Codex vesperiarum. 60. BAV Reg. lat. 1373, 31r. 61. BAV Reg. lat. 1373, 65r–v. 62. BNF Latin 7812, 27v. “Si futilem responsionem audires ringebas, stomachabare, labra mordebas,
barbam vellebas, si minus frontem exporrigebas, fixis labris, immoto supercilio, confixis oculis,
immotis vestigiis, responsionem laudabas, qui si respondentem per negationem assumpti
erectum offendebas solerti probatione collisum confractumque reddebas ut aliter David … .”. 62. BNF Latin 7812, 27v. “Si futilem responsionem audires ringebas, stomachabare, labra mordebas,
barbam vellebas, si minus frontem exporrigebas, fixis labris, immoto supercilio, confixis oculis,
immotis vestigiis, responsionem laudabas, qui si respondentem per negationem assumpti
erectum offendebas solerti probatione collisum confractumque reddebas ut aliter David … .”. 63. BAV Reg. lat. Notes “ubi continuis lectionibus ingenium tuum ne torpesceret exercuisti
modo philosophiam modo theologiam profitens, modo martinum de fortitudine; de temper-
anaia modo gabrielem altissiodorensis alias olkot interpretans.” De Lyon presumably meant
to refer to the scholastic theologian Guillaume of Auxerre and not “Gabriel of Auxerre”. 39
BAV Reg lat 100v 38. BAV Reg. lat. 1373, 100r. “ubi continuis lectionibus ingenium tuum ne torpesceret exercuisti
modo philosophiam modo theologiam profitens, modo martinum de fortitudine; de temper-
anaia modo gabrielem altissiodorensis alias olkot interpretans.” De Lyon presumably meant
to refer to the scholastic theologian Guillaume of Auxerre and not “Gabriel of Auxerre”. 39
BAV Reg lat 100v 38. BAV Reg. lat. 1373, 100r. “ubi continuis lectionibus ingenium tuum ne torpesceret exercuisti
modo philosophiam modo theologiam profitens, modo martinum de fortitudine; de temper-
anaia modo gabrielem altissiodorensis alias olkot interpretans.” De Lyon presumably meant
to refer to the scholastic theologian Guillaume of Auxerre and not “Gabriel of Auxerre”. 39. BAV Reg. lat. 100v. 40. Farge, Biographical Register, 202–4. 41. BAV Reg. lat. 1373, 136r–140v. 42. BNF Latin 7812, 52v: “Nam labore assiduo, comite abstinentia laxantur gene, subintrant
oculi, buxo pallidior caro contrahitur, frontis deperditur dignitas, ut te universum usque
adeo iuverit libros heluari et indefessis animis chartis impalescere.” 42. BNF Latin 7812, 52v: “Nam labore assiduo, comite abstinentia laxantur gene, subintrant
oculi, buxo pallidior caro contrahitur, frontis deperditur dignitas, ut te universum usque
adeo iuverit libros heluari et indefessis animis chartis impalescere.” 42. BNF Latin 7812, 52v: “Nam labore assiduo, comite abstinentia laxantur gene, subintrant
oculi, buxo pallidior caro contrahitur, frontis deperditur dignitas, ut te universum usque
adeo iuverit libros heluari et indefessis animis chartis impalescere.” 43. BNF Latin 7812, 86 r–v. On the preference for visual description and language in humanist
epideictic, see O’Malley, Praise and Blame in Renaissance Rome, 63. 43. BNF Latin 7812, 86 r–v. On the preference for visual description and language in humanist
epideictic, see O’Malley, Praise and Blame in Renaissance Rome, 63. 43. BNF Latin 7812, 86 r–v. On the preference for visual description and language in humanist
epideictic, see O’Malley, Praise and Blame in Renaissance Rome, 63. 44. BAV Reg. lat. 1373, 102v–103v. 45. BAV Reg. lat. 1373, 50v–51r. 46. BAV Reg. lat. 1373, 17v–18r. 47. BNF Latin 7812, 82v. 48. Prague, Metropolitan chapter 832, 6v. 49. BAV Reg. lat. 85v; BNF Latin 7812, 29v–30r. 50. BNF Latin 7812, 67v. 51. BAV Reg. lat. 1373, 33v. 52. Notes With very few exceptions, the candidates who received the license also received the docto-
rate and are included in Farge’s register of graduates, see Farge, Biographical Register. 24. Margolin, “La rhétorique d’Aphthonius et son influence au XVIe siècle”. 25. See O’Malley, Praise and Blame in Renaissance Rome, 57. 26. BAV Reg. lat. 1373, 107v. 27. BAV Reg. lat. 1373, 53r: “ … ad eam tibi comparandam in hoc longe beatior illis antiquis –
anaxagora, byante, democryte – qui sese opibus sequestrarunt et tamen veram veritatis yma-
ginem assequi nunquam potuere, qua in orto theologo abste inventa inimicas ac anxias abii-
cere voluptates que animam sibi vinciunt, eterna preferre brevibus utila iocundis didicisti:
proinde nichil gratum tibi est, nisi quod iuste, quod pie sit nichil auditu suave nisi quod
animam teque meliorem reddit.” 28. BNF Latin 7812, 13v–14; BAV Reg. lat. 1373, 133v–134r. 28. BNF Latin 7812, 13v–14; BAV Reg. lat. 1373, 133v–134r. 29. BNF Latin 7812, 27v. 29. BNF Latin 7812, 27v. 30. Moss, Printed Commonplace-Books and the Structuring of Renaissance Thought; Blair, “The
Rise of Note-Taking in Early Modern Europe”. 30. Moss, Printed Commonplace-Books and the Structuring of Renaissance Thought; Blair, “The
Rise of Note-Taking in Early Modern Europe”. 31. Istasse, Joannes Ravisius Textor, 62–64. 32. Ong, “Commonplace Rhapsody: Ravisius Textor, Zwinger and Shakespeare”; Istasse,
Joannes Ravisius Textor. See also Istasse’s discussion of a manuscript relating to Textor’s
teaching at Navarre in 1516: Istasse, “Pour une contribution à l’histoire de l’enseignement
du latin à la Renaissance”. 32. Ong, “Commonplace Rhapsody: Ravisius Textor, Zwinger and Shakespeare”; Istasse,
Joannes Ravisius Textor. See also Istasse’s discussion of a manuscript relating to Textor’s
teaching at Navarre in 1516: Istasse, “Pour une contribution à l’histoire de l’enseignement
du latin à la Renaissance”. 33. Farge, Orthodoxy and Reform, 55–114. INTELLECTUAL HISTORY REVIEW 13 34. BAV Reg. lat. 1373, 99r. g
35. Documents from the German Nation give a more positive view of Ensche’s personal
finances, cf. Farge, Biographical Register, 155. 35. Documents from the German Nation give a more positive view of Ensche’s personal
finances, cf. Farge, Biographical Register, 155. 35. Documents from the German Nation give a more positive view of Ensche’s personal
finances, cf. Farge, Biographical Register, 155. 36. Compère, “Montaigu”; Bakker, “The Statutes of the College de Montaigu”. 37. BNF Latin 7812, 16r–17r, 55v–56r. 38. BAV Reg. lat. 1373, 100r. Notes “Et nostram studiis auge melioribus urbem … ” g
81. Prevost contributed verse to some of Lefèvre’s early Aristotelian editions, see Rice, 80 and
103. He was the dedicatee of another philosophical treatise during his three-month stint
as rector of the University, see Francus Vimacuus, Tres Hecatonomie de conceptibus. h
f
l 81. Prevost contributed verse to some of Lefèvre’s early Aristotelian editions, see Rice, 80 and
103. He was the dedicatee of another philosophical treatise during his three-month stint
as rector of the University, see Francus Vimacuus, Tres Hecatonomie de conceptibus. 81. Prevost contributed verse to some of Lefèvre’s early Aristotelian editions, see Rice, 80 and
103. He was the dedicatee of another philosophical treatise during his three-month stint
as rector of the University, see Francus Vimacuus, Tres Hecatonomie de conceptibus. 82. Rice, The Prefatory Epistles, 110–12. 82. Rice, The Prefatory Epistles, 110–12. 83. BAV Reg. lat. 1373, 89r–v: “Cum enim initio formatus institutusque fuisses in illis scholiis
ubi sophisticis captionibus captiosisque sophismatibus intentus eras, ubi verum aristotelem
primoribus ut aiunt labris tantum degustabas; veram philosophiam fixam cordi: habens
etiam trabalibus clavis penitentia ductus es et ad eruditissimum stapulensem qui aristoteli-
cos libros, ut plautino utar verbo, amussitavit peripathethicumque aristotelem mean[r]dis
griphisque quibusdam obtenebratum postlimino revocavit, conversus reconditissimos phi-
losophie locos et sanctius illud orarium [aerarium] unde nihil communi percussum moneta,
nihil triviale, nihil conculcatum effertur. Sed quasi ex aphrica semper aliquid novi prodit,
adiisti tanto adhibito labore: ut inter eos qui ex stapulensibus umbraculis doctissimi pro-
diere tu peritissimus evaseris.” 83. BAV Reg. lat. 1373, 89r–v: “Cum enim initio formatus institutusque fuisses in illis scholiis
ubi sophisticis captionibus captiosisque sophismatibus intentus eras, ubi verum aristotelem
primoribus ut aiunt labris tantum degustabas; veram philosophiam fixam cordi: habens
etiam trabalibus clavis penitentia ductus es et ad eruditissimum stapulensem qui aristoteli-
cos libros, ut plautino utar verbo, amussitavit peripathethicumque aristotelem mean[r]dis
griphisque quibusdam obtenebratum postlimino revocavit, conversus reconditissimos phi-
losophie locos et sanctius illud orarium [aerarium] unde nihil communi percussum moneta,
nihil triviale, nihil conculcatum effertur. Sed quasi ex aphrica semper aliquid novi prodit,
adiisti tanto adhibito labore: ut inter eos qui ex stapulensibus umbraculis doctissimi pro-
diere tu peritissimus evaseris.” 84. De Lyon’s praise of Lefèvre’s philosophy is adapted from a letter from Francesco Pucci to
Angelo Poliziano published in book VI of Poliziano’s correspondence. See Poliziano, Illu-
strium virorum epistolae sig. f3v–f4v. 84. Notes BNF Latin 7812, 88v–89r: “ut nichil omnino dici possit duabus sorbonicis tuis apertius atque
acilius.” 71. BNF Latin 7812, 14v. 72. BNF Latin 7812, 15v: “decantas non carmina ut Empedocles, non dyalogos ut Plato, non
hymnos ut Socrates, modos ut Epicharmus, ut Xenophon historias, ut Xenocrates satiras,
sed argutissimos meandros ut Aristoteles, salutaria monita ut Paulus.” 72. BNF Latin 7812, 15v: “decantas non carmina ut Empedocles, non dyalogos ut Plato, non
hymnos ut Socrates, modos ut Epicharmus, ut Xenophon historias, ut Xenocrates satiras,
sed argutissimos meandros ut Aristoteles, salutaria monita ut Paulus.” 73. On this poem, see Provini, “La poésie héroïque”. In the printed edition from 1507, La
Varanne included shorter verses composed for various people, including Gillis van Delft,
Lefèvre d’Étaples, and Geoffrey Boussard. 74. BNF Latin 7812, 20v. 75. BNF Latin 7812, 20v–21r: “Theologum oportet preter theologiam multa nosse. […] Exurge
igitur qui multiscius es et letare.” 75. BNF Latin 7812, 20v–21r: “Theologum oportet preter theologiam multa nosse. […] Exurge
igitur qui multiscius es et letare.” 76. On “the encyclopaedic paradigm” among French humanists in this period, see Pédeflous
and Tournoy, “Juan Luis Vives and His Dialogue ‘Sapiens’”, 255–57. Encyclopaedism is
also thematised in the speech to Jérome de Hangest in Prague, Metropolitan chapter 832, 6r. 76. On “the encyclopaedic paradigm” among French humanists in this period, see Pédeflous
and Tournoy, “Juan Luis Vives and His Dialogue ‘Sapiens’”, 255–57. Encyclopaedism is
also thematised in the speech to Jérome de Hangest in Prague, Metropolitan chapter 832, 6r. 77. Rice, “Humanist Aristotelianism in France”. On Lefèvre’s educational reform, see Oos-
terhoff, Making Mathematical Culture. 77. Rice, “Humanist Aristotelianism in France”. On Lefèvre’s educational reform, see O
terhoff, Making Mathematical Culture. 78. Farge, Biographical Register, 243. 79. Cited from Rice, The Prefatory Epistles, 179–80. “Mens tua dum assurgit, caelos introspicis et
quod / Daedala naturae dextera fingit opus. / Ut propius verum subscribam, doctus es ipse /
Abdita naturae, doctus es ipse Deum.” 79. Cited from Rice, The Prefatory Epistles, 179–80. “Mens tua dum assurgit, caelos introspicis et
quod / Daedala naturae dextera fingit opus. / Ut propius verum subscribam, doctus es ipse /
Abdita naturae, doctus es ipse Deum.” 79. Cited from Rice, The Prefatory Epistles, 179–80. “Mens tua dum assurgit, caelos introspicis et
quod / Daedala naturae dextera fingit opus. / Ut propius verum subscribam, doctus es ipse /
Abdita naturae, doctus es ipse Deum.” 80. Rice, 180. Notes 1373, 31r: “Qui te audiebant alterum dionisium cicterciensis audire videban-
tur habes preter hanc fecundissimam doctrinam faceciam quandam urbanitatemque multis
Iocis multa suavitate.” On the identity of Dionysius the Cistercian, see Brinzei and Schabel,
“Les Cisterciens de l’université”. 63. BAV Reg. lat. 1373, 31r: “Qui te audiebant alterum dionisium cicterciensis audire videban-
tur habes preter hanc fecundissimam doctrinam faceciam quandam urbanitatemque multis
Iocis multa suavitate.” On the identity of Dionysius the Cistercian, see Brinzei and Schabel,
“Les Cisterciens de l’université”. 64. BAV Reg. lat. 1373, 65r–v: “certamen quam brevissime finiveris in maiore ordinaria quem
subtiliter antichristi adventum tractaveris; nemo est qui non norit ubi sensa abditasque
apocalipsis interpretationes quasi divinus interpres mirificis sensibus enodabas admiranti-
bus qui aderant ac si ioannem redivivum inspicerent aut guillermum parisiensem e terre vis-
ceribus ad superos redeuntem.” 64. BAV Reg. lat. 1373, 65r–v: “certamen quam brevissime finiveris in maiore ordinaria quem
subtiliter antichristi adventum tractaveris; nemo est qui non norit ubi sensa abditasque
apocalipsis interpretationes quasi divinus interpres mirificis sensibus enodabas admiranti-
bus qui aderant ac si ioannem redivivum inspicerent aut guillermum parisiensem e terre vis-
ceribus ad superos redeuntem.” 64. BAV Reg. lat. 1373, 65r–v: “certamen quam brevissime finiveris in maiore ordinaria quem
subtiliter antichristi adventum tractaveris; nemo est qui non norit ubi sensa abditasque
apocalipsis interpretationes quasi divinus interpres mirificis sensibus enodabas admiranti-
bus qui aderant ac si ioannem redivivum inspicerent aut guillermum parisiensem e terre vis-
ceribus ad superos redeuntem.” 65. See literature and bibliography in Farge, Biographical Register, 304–11. Among the more
recent literature on John Mair, see Broadie, The Circle of John Mair; Slotemaker and
Witt, A Companion to the Theology of John Mair. 65. See literature and bibliography in Farge, Biographical Register, 304–11. Among the more
recent literature on John Mair, see Broadie, The Circle of John Mair; Slotemaker and
Witt, A Companion to the Theology of John Mair. 14
C. LUNDBERG 14 66. For their publications, see Farge, Biographical Register. Cranston died in 1512, Crockaert in
1514, and Almain in 1515. d
“
l
d
h
l
d ” 66. For their publications, see Farge, Biographical Register. Cranston died in 1512, Crockaert in
1514, and Almain in 1515. 67. Broadie, “Dialogus de Materia Theologo Tractanda”. 67. Broadie, “Dialogus de Materia Theologo Tractanda”. 68. On Mair’s (limited) sympathy with humanists, see Farge, Biographical Register, 307
69
BNF L i
812 8 69. BNF Latin 7812, 87v. Notes De Lyon’s praise of Lefèvre’s philosophy is adapted from a letter from Francesco Pucci to
Angelo Poliziano published in book VI of Poliziano’s correspondence. See Poliziano, Illu-
strium virorum epistolae sig. f3v–f4v. p
g
85. Lamy was already dead in June 1513 when one of his students from Calvy sought to certify
his studies, see Farge, Students and Teachers at the University of Paris, 392–93. db
“Th
k
f
h l
h ” 85. Lamy was already dead in June 1513 when one of his students from Calvy sought to certify
his studies, see Farge, Students and Teachers at the University of Paris, 392–93. 86. Lundberg, “The Making of a Philosopher”. 87. BAV Reg. lat. 1373, 131v–132r: “Atque tanquam infinibilis pater deus animum tibi ex sem-
piternis ignibus que nos sydera stellasque nuncupamus indiderit ad celos celestemque
patriam semper intentum contemplationibus frequenter raptus in celo versari videris.” 87. BAV Reg. lat. 1373, 131v–132r: “Atque tanquam infinibilis pater deus animum tibi ex sem-
piternis ignibus que nos sydera stellasque nuncupamus indiderit ad celos celestemque
patriam semper intentum contemplationibus frequenter raptus in celo versari videris.” 88. BAV Reg. lat. 1373, 132r: “Quas ut licentius oportuniusque habere possis, religiones et con-
ventus reformatissimos adiens cum ipsis religionis de summo deo de celesti curia sermonem
facis: vel solus tecum raptus quasi in extasi rationaris. Hoc est exercitium tuum hec est animi
oblectatio a studio et oratione in contemplationem rapi. et sic brevi fecisti ut religiosam 88. BAV Reg. lat. 1373, 132r: “Quas ut licentius oportuniusque habere possis, religiones et con-
ventus reformatissimos adiens cum ipsis religionis de summo deo de celesti curia sermonem
facis: vel solus tecum raptus quasi in extasi rationaris. Hoc est exercitium tuum hec est animi
oblectatio a studio et oratione in contemplationem rapi. et sic brevi fecisti ut religiosam 15 15 INTELLECTUAL HISTORY REVIEW animi devotionem litteraturamque non vulgarem, sed eminentissimam quod viaticum est
senectutis tibi comparaveris. Quibus rationibus adducti socii sorbonici anno isto te in
priorem suum elegerunt.” The ms says “rationaris” but this should surely be ratiocinaris. Themes of rapture and ecstasy are not uncommon in the orations, for another example
see Reg. lat. 1373, 32v–33. 89. BAV Reg. lat. 1373, 108v–109r. “theologiam, inquam, que causam causarum discutiens,
summa est philosophia; que virtutum officia suis circumstantiis diffiniens, summa est
ethica; que veritatem docens incalunniabilem [sic] summa est logica.” 89. BAV Reg. lat. 1373, 108v–109r. Notes “theologiam, inquam, que causam causarum discutiens,
summa est philosophia; que virtutum officia suis circumstantiis diffiniens, summa est
ethica; que veritatem docens incalunniabilem [sic] summa est logica.” 90. For the rankings, see the relevant entries in Farge, Biographical Register. 91. Moss, Renaissance Truth and the Latin Language Turn. 92. Farge, Orthodoxy and Reform, 33–37; Farge, Le Parti conservateur au XVIe siècle. Notes on contributor Christa Lundberg is Junior Research Fellow at St Catharine’s College in Cambridge. She has pub-
lished an article about the philosophical letters of Charles de Bovelles and is working on
a monograph about printing and the study of theology in early sixteenth-century Paris. Christa Lundberg
http://orcid.org/0000-0002-5333-2995 Christa Lundberg
http://orcid.org/0000-0002-5333-2995 Funding This work was supported by Arts and Humanities Research Council: [Grant Number AH/
L503897/1]. Disclosure statement No potential conflict of interest was reported by the author. 92. Farge, Orthodoxy and Reform, 33–37; Farge, Le Parti conservateur au XVIe siècle Manuscripts Anonymous. Paranymph Orations from 1514. Prague: Metropolitan chapter, ms. 832. De Lyon, Olivier. Paranymph Orations from 1510: Presentation Copy for Jean de Ganay. Rome:
Biblioteca apostolica vaticana, ms. Reg. lat. 701. De Lyon, Olivier. Paranymph Orations from 1510: Presentation Copy for Jean de Ganay. Rome:
Biblioteca apostolica vaticana, ms. Reg. lat. 1373. g
Lasseré, Louis de. Paranymph Orations from 1512: Presentation Copy for Vaast Brioys. London:
British Library, ms. Harley 2536. y
y
Lasseré, Louis de. Paranymph Orations from 1512. Paris: Bibliothèque nationale de France, ms. Latin 7812. Lasseré, Louis de. Paranymph Orations from 1512. Paris: Bibliothèque nationale de France, ms. Latin 7813. 16
C. LUNDBERG 16 Printed works Almain, Jacques. “Jacques Almain: Question at Vespers.” In Cambridge Translations of
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Bakker, Paul J.J.M. “The Statutes of the College de Montaigu: Prelude to a Future Edition.” History
of Universities Volume XXII/2, no. 22 (2008): 76. f
Blair, Ann. “The Rise of Note-Taking in Early Modern Europe.” Intellectual History Review 20, no. 3 (September 2010): 303–316. doi:10.1080/17496977.2010.492611 Brinzei, M., and Christopher D. Schabel. “Les Cisterciens de l’université. Le cas du commentaire
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Progymnasmata primorum Navarriensis collegii grammaticorum Joannis Ravisii Textoris dis-
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Relevance to the Efforts of Church Unification Between Hungary, Paris and Prague in 1518.”
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Press, 1992. noy, Jean. Regii Navarrae gymnasii Parisiensis historia. Vol. 1. Paris: Vidua E. Martini, 1677 Launoy, Jean. Regii Navarrae gymnasii Parisiensis historia. Vol. 1. Paris: Vidua E. Martini, 1677. Lundberg, Christa. “The Making of a Philosopher: The Contemplative Letters of Charles de
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Slotemaker, John, and Jeffrey Witt. A Companion to the Theology of John Mair. Leiden: Bril Slotemaker, John, and Jeffrey Witt. A Companion to the Theology of John Mair. Leiden: Brill, 2015. Weijers, Olga. In Search of the Truth: A History of Disputation Techniques from Antiquity to Early
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Modern Times. Turnhout: Brepols, 2013.
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https://openalex.org/W2213856969
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https://hal.sorbonne-universite.fr/hal-01257840/document
|
English
| null |
The Cultivable Surface Microbiota of the Brown Alga Ascophyllum nodosum is Enriched in Macroalgal-Polysaccharide-Degrading Bacteria
|
Frontiers in microbiology
| 2,015
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cc-by
| 12,222
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To cite this version: Marjolaine Martin,
Tristan Barbeyron,
Renee Martin,
Daniel Portetelle,
Gurvan Michel,
et
al.. The Cultivable Surface Microbiota of the Brown Alga Ascophyllum nodosum is Enriched
in Macroalgal-Polysaccharide-Degrading Bacteria. Frontiers in Microbiology, 2015, 6, pp.1487. 10.3389/fmicb.2015.01487. hal-01257840 The Cultivable Surface Microbiota of the Brown Alga
Ascophyllum nodosum is Enriched in
Macroalgal-Polysaccharide-Degrading Bacteria
Marjolaine Martin, Tristan Barbeyron, Renee Martin, Daniel Portetelle,
Gurvan Michel, Micheline Vandenbol The Cultivable Surface Microbiota of the Brown Alga
Ascophyllum nodosum is Enriched in
Macroalgal-Polysaccharide-Degrading Bacteria
Marjolaine Martin, Tristan Barbeyron, Renee Martin, Daniel Portetelle,
Gurvan Michel, Micheline Vandenbol Distributed under a Creative Commons Attribution 4.0 International License The Cultivable Surface Microbiota of
the Brown Alga Ascophyllum
nodosum is Enriched in Macroalgal-
Polysaccharide-Degrading
Bacteria Marjolaine Martin 1*, Tristan Barbeyron 2, Renee Martin 1, Daniel Portetelle 1,
Gurvan Michel 2 and Micheline Vandenbol 1 Marjolaine Martin 1*, Tristan Barbeyron 2, Renee Martin 1, Daniel Portetelle 1,
Gurvan Michel 2 and Micheline Vandenbol 1 1 Microbiology and Genomics Unit, Gembloux Agro-Bio Tech, University of Liège, Gembloux, Belgium, 2 Sorbonne Université,
UPMC, Centre National de la Recherche Scientifique, UMR 8227, Integrative Biology of Marine Models, Roscoff, France Bacteria degrading algal polysaccharides are key players in the global carbon
cycle and in algal biomass recycling. Yet the water column, which has been
studied largely by metagenomic approaches, is poor in such bacteria and their
algal-polysaccharide-degrading enzymes. Even more surprisingly, the few published
studies on seaweed-associated microbiomes have revealed low abundances of such
bacteria and their specific enzymes. However, as macroalgal cell-wall polysaccharides
do not accumulate in nature, these bacteria and their unique polysaccharidases must
not be that uncommon. We, therefore, looked at the polysaccharide-degrading activity
of the cultivable bacterial subpopulation associated with Ascophyllum nodosum. From
A. nodosum triplicates, 324 bacteria were isolated and taxonomically identified. Out of
these isolates, 78 (∼25%) were found to act on at least one tested algal polysaccharide
(agar, ι- or κ-carrageenan, or alginate). The isolates “active” on algal-polysaccharides
belong to 11 genera: Cellulophaga, Maribacter, Algibacter, and Zobellia in the class
Flavobacteriia (41) and Pseudoalteromonas, Vibrio, Cobetia, Shewanella, Colwellia,
Marinomonas, and Paraglaceciola in the class Gammaproteobacteria (37). A major
part represents likely novel species. Different proportions of bacterial phyla and
classes were observed between the isolated cultivable subpopulation and the total
microbial community previously identified on other brown algae. Here, Bacteroidetes
and Gammaproteobacteria were found to be the most abundant and some phyla (as
Planctomycetes and Cyanobacteria) frequently encountered on brown algae weren’t
identified. At a lower taxonomic level, twelve genera, well-known to be associated with
algae (with the exception for Colwellia), were consistently found on all three A. nosodum
samples. Even more interesting, 9 of the 11 above mentioned genera containing
polysaccharolytic isolates were predominant in this common core. The cultivable fraction
of the bacterial community associated with A. nodosum is, thus, significantly enriched
in macroalgal-polysaccharide-degrading bacteria and these bacteria seem important
for the seaweed holobiont even though they are under-represented in alga-associated
microbiome studies. HAL Id: hal-01257840
https://hal.sorbonne-universite.fr/hal-01257840v1
Submitted on 18 Jan 2016 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License ORIGINAL RESEARCH
published: 24 December 2015
doi: 10.3389/fmicb.2015.01487 ORIGINAL RESEARCH Keywords:
Flavobacteriia,
Gammaproteobacteria,
macroalgae,
agarase,
carrageenase,
alginate
lyase,
Ascophyllum nodosum, algal polysaccharidase Edited by:
Olga Lage,
University of Porto, Portugal Reviewed by:
Torsten Thomas,
The University of New South Wales,
Australia
Suhelen Egan,
The University of New South Wales,
Australia *Correspondence:
Marjolaine Martin
marjolaine.martin@ulg.ac.be *Correspondence:
Marjolaine Martin
marjolaine.martin@ulg.ac.be Specialty section:
This article was submitted to
Aquatic Microbiology,
a section of the journal
Frontiers in Microbiology Specialty section:
This article was submitted to
Aquatic Microbiology,
a section of the journal
Frontiers in Microbiology
Received: 29 October 2015
Accepted: 10 December 2015
Published: 24 December 2015 Received: 29 October 2015
Accepted: 10 December 2015
Published: 24 December 2015 INTRODUCTION As proof of feasibility, we
used established activity tests and identified 13 esterases from
Alphaprotobacteria
and
Gammaproteobacteria
members,
a
GH3 β-glucosidase from an alphaprotobacterium, and a GH5
cellulase from a gammaproteobacterium (Martin et al., 2014a). Taking advantage of the ability of κ- and ι-carrageenans, agar,
and alginate to form gels, we subsequently developed activity
tests for screening a second A. nodusum metagenomic library
for the corresponding polysaccharidases. The quality of this
metagenomic library was validated and several esterases and
β-glucosidases were again isolated. Surprisingly, however, we did
not find any MAPD enzymes (unpublished results). This disappointing result and the almost absence of MAPD
f
th
t
i
t di
d
i t d Polysaccharide-degrading bacteria are key players in the global
carbon cycle and have an increasing importance in biotechnology
and biomass utilization. In terrestrial environments, plants host
a remarkable diversity of microbes, representing a continuum
of symbioses ranging from mutualism to commensalism to
pathogenic behavior (Bulgarelli et al., 2013). Among these
microbes, numerous bacteria possess polysaccharidases involved
in the utilization of plant cell wall polymers (Gibson et al., 2011). Soils also constitute an important reservoir of hemicelluloytic
microorganisms, which carry on the mineralization of plant
polysaccharides (DeAngelis et al., 2010; Leung et al., 2015). In
coastal ecosystems, macroalgae are crucial primary producers,
constituting a huge biomass and playing an ecological role
analogous
to
that
of
plants
in
terrestrial
environments. Brown, green, and red macroalgae constitute three independent
eukaryotic lineages, and their cell walls contain highly diverse
polysaccharides, notably sulfated polysaccharides having no
equivalent in land plants (Popper et al., 2011). By comparison
with what is known about biomass recycling in terrestrial
environments, knowledge of bacterial recycling of macroalgal
biomass trails far behind. Nonetheless, the discovery of glycoside
hydrolases (GH) and polysaccharide lyases (PL) targeting
macroalgal polysaccharides has accelerated in the last 15 years
(Michel and Czjzek, 2013). These particular enzymes were found
to constitute either new subfamilies within known Carbohydrate-
Active enZYmes (CAZy) families [e.g., κ-carrageenases and
β-porphyranases in the GH16 family (Michel et al., 2001;
Hehemann et al., 2010)] or new CAZy families, such as ι-
carrageenases (GH82; Barbeyron et al., 2000), α-agarases (GH96;
Flament et al., 2007), and fucoidanases (GH107; Colin et al.,
2006). The majority of these enzymes have been isolated from
seaweed-associated bacteria (Martin et al., 2014b). INTRODUCTION through activity screening of metagenomic libraries (Lee et al.,
2010; Ferrer et al., 2015). Marine metagenomics has yielded
disappointing results, however, as regards MAPD enzymes. For instance, in the entire Global Ocean Survey (GOS) dataset
(Yooseph et al., 2007), there is not a single κ-carrageenase gene,
only one ι-carrageenase gene, 30 coding DNA sequences (CDSs)
for α-1,3-(3,6-anhydro)-L-galactosidase (the terminal enzyme
of agar degradation, AhgA, GH117) and five times fewer CDSs
for β-agarase and β-porphyranase, and seventeen PL17 alginate
lyases (Hehemann et al., 2010; Rebuffet et al., 2011; Neumann
et al., 2015). Clearly, this relative lack of success in finding MAPD
enzymes in the water column suggests that bacterioplanktons
rarely possess such enzymes. However, as most MAPD enzymes
have been isolated from seaweed-associated bacteria, one should
think that seaweed-associated microbiome datasets contain
plenty of these specific enzymes. In fact, in the only two existing
studies sequencing the microbiota associated with macroalgae
(with Delisea pulchra and Ulva australis), no polysaccharidase
gene is discussed (Fernandes et al., 2012), or only genes related
to alginate metabolism are briefly mentioned (Burke et al., 2011). Unfortunately, we couldn’t find out if MAPD enzymes were
present in the these macroalgae associated microbiota, as the
metagenomic datasets of these two studies were deposited on
the CAMERA database (http://camera.calit2.net/) that has shut
down and its successor, iMicrobe (http://data.imicrobe.us/), does
not contain these datasets. Also, a transcriptomic analysis of
the microbiota of the red macroalga Laurencia dendroidea has
been performed by RNA-Seq, but again, algal-polysaccharidase
genes were either overlooked or absent from the dataset (de
Oliveira et al., 2012). The metatranscriptomic datasets associated
to L. dendroidea is publicly available on the MG-Rast database
(de Oliveira et al., 2012). We searched in the protein files
corresponding to these datasets sequence identities with the
characterized MAPD enzymes (Michel and Czjzek, 2013; Martin
et al., 2014b) using BlastP (NCBI), but we did not find any
homologous protein (data not shown). Concerning functional
metagenomic analyses of seaweed-associated microbiota, only
two studies have previously been carried out. On the one hand,
the microbial community associated with Ulva australis was
searched for antibacterial proteins (Yung et al., 2011). On the
other hand, our group has recently screened the microbiota of
the brown alga Ascophyllum nodosum for hydrolytic enzymes,
especially glycoside hydrolases. Abbreviations: MAPD, Macroalgal-polysaccharide-degrading bacteria. Citation: Citation:
Martin M, Barbeyron T, Martin R,
Portetelle D, Michel G and
Vandenbol M (2015) The Cultivable
Surface Microbiota of the Brown Alga
Ascophyllum nodosum is Enriched in
Macroalgal-Polysaccharide-Degrading
Bacteria. Front. Microbiol. 6:1487. doi: 10.3389/fmicb.2015.01487 December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 1 Cultivable Bacteria on Ascophyllum nodosum Martin et al. INTRODUCTION MAPD
bacteria have been found essentially in two classes: (i)
Gammaproteobacteria, in the phylum Proteobacteria (e.g.,
Agarivorans albus, Alteromonas agarilytica, Pseudoalteromonas
carrageenovora, Vibrio sp. PO-303) and (ii) Flavobacteriia,
in
the
phylum
Bacteroidetes
(e.g.,
Cellulophaga
lytica,
Flammeovirga yaeyamensis, Mariniflexile fucanivorans, Zobellia
galactanivorans; for reviews see Michel and Czjzek, 2013; Martin
et al., 2014b). Despite the identification of these bacteria, most
MAPD enzymes currently constitute very small protein families:
e.g., GH16 κ-carrageenases (six proteins); GH16 β-agarases (41),
GH16 β-porphyranases (7), GH82 ι-carrageenases (19), GH96
α-agarases (4), GH107 fucoidanases (4), and GH118 β-agarases
(8) (http://www.cazy.org; Lombard et al., 2014). However, as
macroalgal cell-wall polysaccharides do not accumulate in
nature, MAPD bacteria and their unique polysaccharidases must
not be that uncommon. The
emerging
metagenomic
exploration
of
marine
environments (Venter et al., 2004; Yooseph et al., 2007;
Gómez-Pereira et al., 2012) offers the promise of increasing
the discovery of novel enzymes, either through data mining or This disappointing result and the almost absence of MAPD
enzymes from other metagenomic studies on seaweed-associated
microbiota raised several questions. Are MAPD bacteria December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 2 Cultivable Bacteria on Ascophyllum nodosum Martin et al. Supplementary Material (Table S1). A Principal Coordinates
Analyses (PCoA) was realized with the relative abundance of each
genus in each sample to represent the differences in composition
of the three samples (Figure 1). Relative abundances of the
genera were log transformed and Bray Curtis matrix distance
was used. For each genus, a weight average was calculated
based on the abundance of this genus in each sample and
the axes-coordinates of the sample, in order to reveal affinities
between a genus and one, two or the three samples. The PCoA
plot was performed using the VEGAN Package (Dixon, 2003;
Oksanen et al., 2008) implemented in the R statistical software
on the bacterial genera identified on the three algae samples
(Figure 1). sufficiently abundant at the surface of macroalgae? Are
metagenomic analyses of entire seaweed-associated microbiota
the most adequate approach to finding MAPD enzymes? As
a first step toward answering such questions, we have chosen
to focus on the cultivable subpopulation of bacteria associated
with A. nodosum and to establish a direct link with the
catabolic capacities of these microorganisms. For this we have
isolated, on a marine medium, 324 cultivable bacteria from
triplicate A. nodosum samples. Isolation of Bacteria with
Polysaccharidase Activities Phylogenetic and Statistical Analyses of
the Bacterial Communities Isolated from
the Three Ascophyllum nodosum Samples
Healthy A. nodosum plants were collected in triplicate from the
foreshore in Roscoff(Brittany, France) at the end of March, 2014. The samples were rinsed three times with sterile seawater to
remove loosely attached microorganisms and used immediately
for microbial isolation. Cultivable microorganisms were isolated
by swabbing algal surfaces with sterile cotton tips as in our
previous functional metagenomics study (Martin et al., 2014a)
and then inoculating plates of marine medium (Marine Agar,
Difco). One plate per sample was inoculated and for each sample
we used 20 cm of thallus. Plates were left at room temperature. After 4 days, 108 isolated colonies, representative of our total
isolated colonies, were recovered at random from each plate (324
colonies in all) in 96-well plates with marine medium (Marine
Broth, Difco). Glycerol (final concentration 20%) was added to
the liquid bacterial cultures in the 96-well plates and conserved
at −80◦C. y
The 324 isolated colonies were grown at 22◦C for 24 h in 96-
microwell plates containing marine broth and then plated on
marine broth containing 1.5% agar, 1% κ-carrageenan, 2% iota-
carrageenan, or on modified Zobell medium (24.7 g/l NaCl,
6.3 g/l MgSO4, 0.7 g/l KCl, 5 g/l tryptone, 1 g/l yeast extract)
with 5% alginate salts and 40 mM MgCl2. All chemicals were
purchased from Sigma-Aldrich. After 48 h to 1 week, bacteria
showing hydrolytic activity (a hole in the jellified medium for
agarase or κ-carrageenase activity or complete liquefaction of
the medium for ι-carrageenase or alginate lyase activity) were
recovered and plated in order to obtain isolated colonies. Activity
was confirmed by testing again the isolated colonies for the
observed activity/activities. INTRODUCTION We have taxonomically identified
these bacterial isolates and have screened them for agarases,
κ-carrageenases, ι-carrageenases, and alginate lyases. Bacterial
isolates found to display at least one such activity were further
investigated. 16s rRNA Sequence of the Bacterial
Candidates Showing Polysaccharidase
Activity y
The 16S rRNA genes were amplified by PCR (Taq DNA
polymerase, Roche) directly from the isolated colonies. Universal
primers were used (8F, 5′-AGAGTTTGATCCTGGCTCAG-
3′ and 1492R, 3′-TACGGCTACCTTGTTACGACTT-5′). The
amplified genes were sequenced by Sanger sequencing from
both ends (forward and reverse; GATC Biotech, Germany). A
consensus sequence was produced from the overlapping reads,
for the 16S rRNA gene of each MAPD isolate. For each sequence,
low quality 5 and 3′ extremities were manually trimmed, in
order to keep only high quality sequences (DNA base peaks with
quality scores above 30). Finally, the BLAST program (NCBI) was
used to compare the obtained sequences against the GenBank
database and closest neighbors were found by alignment with
type strains with verified species names using EzTaxon (Kim
et al., 2012). Sequences were manually aligned and curated with
a representative set of 120 sequences of identified members of
the family Flavobacteriaceae (Figure 2) and 355 of the class
Gammaproteobacteria (Figure 3, Figure S1). Phylogenetic trees
were constructed with these alignments using the Neighbor
Joining Method (Saitou and Nei, 1987). Evolutionary distances
were calculated according to Kimura’s two-parameter model
using the gamma distribution (Kimura, 1980). To assign taxa to the 324 bacteria isolated from the three alga
samples, the genus-specific V3-V4 region of the 16S rRNA (∼400
bp) was amplified and sequenced. First, 5 µl stock of bacteria in
glycerol was mixed with 10 µl PCR water and heated at 95◦C for
10 min to lyse the bacteria. Then 5 µl bacterial lysate was added
to the PCR mix [200 µM dNTP, 0.4 µM primer F (AllBactF 5′-
TCCTACGGGAGGCAGCAGT-3′), 0.4 µM primer R (AllBactR
5′-GGACTACCAGGGTATCTAATCCTGTT-3′; Nadkarni et al.,
2002; Stroobants et al., 2014), PCR buffer 1x, Taq DNA
polymerase, final volume 50 µl] for the PCR [94◦C- 7′,
35 × (95◦C-30′′), 60◦C-30′′, 65◦C -1′, 68◦C-7′]. Primers were
produced at Eurogentec (BE) and PCR reagents were provided by
Roche. PCR were realized in 96-well plates and amplicons were
sequenced by Sanger Sequencing at GATC using the AllBactF
forward primer (GATC Biotech, Germany). Sequences were
aligned with sequences from the GenBank_Bacteria and SILVA
SSU databases (E-value threshold 0.01) and each bacterium was
taxonomically identified at the genus, family, order, class, and
phylum level. Frontiers in Microbiology | www.frontiersin.org 16s rRNA Sequence of the Bacterial
Candidates Showing Polysaccharidase
Activity Averages and percentage ranges of the resulting
query coverages and identity percentages have been summarized
for each sample and for the total isolated microbiota in the Frontiers in Microbiology | www.frontiersin.org December 2015 | Volume 6 | Article 1487 3 Martin et al. Cultivable Bacteria on Ascophyllum nodosum FIGURE 1 | PCoA of the genera found on the three alga samples. Bacterial classes are indicated in different colors. The size of each spot is proportional to the
relative abundance of the genus indicated above or next to it. The closer a spot is to a sample name, the more abundant this genus is in that sample. The Genera
common to just to samples are aligned along the gray arrows. The genera identified on the three samples (i.e., the common core) are in the gray shadowed circle. FIGURE 1 | PCoA of the genera found on the three alga samples. Bacterial classes are indicated in different colors. The size of each spot is proportional to the
relative abundance of the genus indicated above or next to it. The closer a spot is to a sample name, the more abundant this genus is in that sample. The Genera
common to just to samples are aligned along the gray arrows. The genera identified on the three samples (i.e., the common core) are in the gray shadowed circle. Nucleotide Sequence Accession Numbers
Sequence data of the V3-V4 region of the 16S rRNA gene of the
non-MAPD isolates and the partial 16S rRNA of the 78 MAPD
isolates were submitted to the EMBL database under accession
numbers LN881131 to LN881422. recovered (108/sample) for further analysis. We succeeded in
amplifying and sequencing the V3-V4 16S rRNA region from
a total of 297 bacteria (98 from S1, 97 from S2, 102 from S3). These sequences were aligned to those from the GenBank and
SILVA SSU databases (data not shown), with 291 out of 297
isolates being assigned to a genera. As a proof of quality sequence
alignments, we had high average query coverage of 97.2% and
identity percentage of 98.9% for the V3-V4 region sequences of
these isolates (Table S1). For each A. nodosum sample, tables
were made with the relative abundance and the frequency of
each bacterial genus, family, order, class, and phylum identified
(Table S2). Frontiers in Microbiology | www.frontiersin.org FIGURE 2 | Continued for review Martin et al., 2014b). Alphaproteobacteria emerged
as a dominant phylum of the total bacterial community of these
molecular studies (25–60%), whereas it represents only a minor
fraction of the isolated cultivable fraction (11%). In contrast,
the abundance of Bacteroidetes and Gammaproteobacteria
members is two- to three-fold higher in our cultivable fraction. Surprisingly,
no
Planctomycetes
and
Cyanobacteria
were
isolated in our cultivable population even if they represent
dominant phyla in the above mentioned reports of microbiota
associated with other brown algae. Concerning the absence
of Cyanobacteria, to our knowledge no representative of
this autotrophic class has yet been identified by culturing
methods dealing with algal microbiotas (Hollants et al.,
2013). Furthermore, as our samples were taken in March
2014, a seasonal shift is likely to explain both the absence of
Cyanobacteria and the high percentage of Gammaproteobacteria
members among our isolates, as previously observed for
F. vesiculosus (Lachnit et al., 2011). The absence of isolated
Planctomycetes is more surprising, as these heterotrophic
bacteria are expected to grow readily on complex culture media. for review Martin et al., 2014b). Alphaproteobacteria emerged
as a dominant phylum of the total bacterial community of these
molecular studies (25–60%), whereas it represents only a minor
fraction of the isolated cultivable fraction (11%). In contrast,
the abundance of Bacteroidetes and Gammaproteobacteria
members is two- to three-fold higher in our cultivable fraction. Surprisingly,
no
Planctomycetes
and
Cyanobacteria
were
isolated in our cultivable population even if they represent
dominant phyla in the above mentioned reports of microbiota
associated with other brown algae. Concerning the absence
of Cyanobacteria, to our knowledge no representative of
this autotrophic class has yet been identified by culturing
methods dealing with algal microbiotas (Hollants et al.,
2013). Furthermore, as our samples were taken in March
2014, a seasonal shift is likely to explain both the absence of
Cyanobacteria and the high percentage of Gammaproteobacteria
members among our isolates, as previously observed for
F. vesiculosus (Lachnit et al., 2011). The absence of isolated
Planctomycetes is more surprising, as these heterotrophic
bacteria are expected to grow readily on complex culture media. At lower taxonomic rank, molecular studies have provided
evidence that total bacterial communities can differ markedly
from one individual alga to another and that the core community
specific to the host is limited (∼15%; Burke et al., 2011; Bengtsson
et al., 2012). Here, looking solely at the cultivable community
of A. RESULTS AND DISCUSSION The Cultivable Microbiota of Ascophyllum
nodosum: Comparison with the Total
Bacterial Community of Brown Algae and
Highlight of a Host-Specific Common Core
A. nodosum is a large brown alga (up to 2 m) of the Fucaceae
family which is common on both sides of North Atlantic ocean
(Olsen et al., 2010). This macroalga is dominant along sheltered
intertidal rocky shores and is a very long-lived species (10–15
years). The microbial population of A. nodosum was studied
long ago by culturing (Chan and McManus, 1969) and electronic
microscopy (Cundell et al., 1977). Surprisingly, these two old
studies are the only ones concerning microorganisms associated
with this brown seaweed. Cundell et al. (1977) describe the
microbial epiphytes of A. nodosum as “a complex assemblage of
end-attached bacteria, filamentous bacteria, flexibacteria, yeasts,
and pennate diatoms.” We here report the first extensive
characterization of the cultivable bacterial community of this
ecologically relevant macroalga. In the total isolated bacterial population, 36 different
genera were identified. The most abundantly represented
were
Marinomonas
(13.1%),
Cellulophaga
(10.1%),
and
Pseudoalteromonas (9.1%). Eighteen bacterial families were
found,
the
major
ones
being
Flavobacteriaceae
(42.8%),
Oceanospirillaceae (15.5%), and Rhodobacteraceae (11.1%). The
most abundant phylum was Proteobacteria (56%, with class
Alpha: 11.4%, Gamma: 44.1%, Beta: 0.7%), closely followed by
Bacteroidetes (class Flavobacteriia 42.8%). Firmicutes (1.0%)
members were identified only on sample S3 and constituted a
very minor fraction of the cultivable community. Previous
molecular
studies
on
the
kelp
Laminaria
hyperborean (Bengtsson and Øvreås, 2010; Bengtsson et al.,
2012) and on Fucus vesiculosis (Lachnit et al., 2011; Stratil et al.,
2013, 2014), closely related to A. nodosum, reveal the phyla- and
class-level structures of their associated microbial communities
to be markedly different from the here identified population (see Approximately 3.103 bacteria were isolated from the surface
of three A. nodosum thallus samples. A total of 324 bacteria were December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 4 Martin et al. Cultivable Bacteria on Ascophyllum nodosum FIGURE 2 | Phylogenetic tree with the Flavobacteriaceae. 16S rRNA
sequences of 120 representatives of the family Flavobacteriaceae were aligned
with those of our 41 MAPD flavobacterial isolates. Sequences
(Continued) FIGURE 2 | Continued
were manually curated and phylogenetic trees were constructed with these
alignments using the Neighbor Joining Method. Evolutionary distances were
calculated according to Kimura’s two-parameter model using the gamma
distribution (Kimura, 1980). FIGURE 2 | Continued nodosum, we reach partly similar conclusions as there
is some variability between the communities isolated on the
three samples, as regards both the genera observed and their
relative abundances (Figure 1, Table S2). On the PCoA plot
(Figure 1), one can see that the samples are equally distant
(dissimilar in their bacterial composition) from each other
(Bray-Curtis distances between S1–S2 = 0.45; S1–S3 = 0.412;
S2–S3 = 0.453). Moreover, some genera are specific to one
sample (e.g., Hydrogenophaga, Ruegeria, and Tenacibaculum
were found only on S1) or common to just two samples (e. g.,
Leucothrix, Psychroserpens, and Psychrobacter were identified
only on S2 and S3). However, despite this genus diversity, 12
genera were consistently found on all three A. nosodum samples:
(i) six Flavobacteriia genera, all of the Flavobacteriaceae family
(Algibacter, Cellulophaga, Dokdonia, Formosa, Maribacter, and
Zobellia); (ii) five Gammaproteobacteria genera; four genera of
the order Alteromonadales but of different families (Colwellia,
Glaciecola, Pseudoalteromonas, and Shewanella) and one genus
of the order Oceanospirillales (Marinomonas, Oceanospirillaceae
family); and (iii) one Alphaproteobacteria genus (Sulfitobacter,
Rhodobacteraceae family; Figure 1). These genera represent a
core community of 33% of the cultivable subpopulation (12
out of 36 genera in total), which is twice the proportion
observed in whole seaweed-associated microbiotas (Burke et al., FIGURE 2 | Phylogenetic tree with the Flavobacteriaceae. 16S rRNA
sequences of 120 representatives of the family Flavobacteriaceae were aligned
with those of our 41 MAPD flavobacterial isolates. Sequences
(Continued) (Continued) December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 5 Martin et al. Cultivable Bacteria on Ascophyllum nodosum FIGURE 3 | Phylogenetic tree with the Gammaproteobacteria. 16S rRNA sequence of 355 representatives of the class Gammaproteobacteria were aligned with
those of our 37 MAPD Gammaproteobacterial isolates. Sequence were manually curated and phylogenetic trees were constructed with these alignments using the
Neighbor Joining Method. Evolutionary distances were calculated according to Kimura’s two-parameter model using the gamma distribution (Kimura, 1980). FIGURE 3 | Phylogenetic tree with the Gammaproteobacteria. 16S rRNA sequence of 355 representatives of the class Gammaproteobacteria were aligned with
those of our 37 MAPD Gammaproteobacterial isolates. Sequence were manually curated and phylogenetic trees were constructed with these alignments using the
Neighbor Joining Method. Evolutionary distances were calculated according to Kimura’s two-parameter model using the gamma distribution (Kimura, 1980). FIGURE 3 | Phylogenetic tree with the Gammaproteobacteria. FIGURE 2 | Continued 16S rRNA sequence of 355 representatives of the class Gammaproteobacteria were aligned with
those of our 37 MAPD Gammaproteobacterial isolates. Sequence were manually curated and phylogenetic trees were constructed with these alignments using the
Neighbor Joining Method. Evolutionary distances were calculated according to Kimura’s two-parameter model using the gamma distribution (Kimura, 1980). Frontiers in Microbiology | www.frontiersin.org December 2015 | Volume 6 | Article 1487 Cultivable Bacteria on Ascophyllum nodosum Martin et al. 2011; Bengtsson et al., 2012). This common core includes
several host-specific genera which are well known to associate
with macroalgae. Cellulophaga, Pseudolateromonas, Shewanella,
Sulfitobacter, and Zobellia, for example, are among the 33 genera
isolated from all three macroalgal groups (brown, green, and red
seaweeds), as determined on the basis of a review of 161 studies
(mainly culture-based) dealing with bacteria associated with 159
macroalgal species (Hollants et al., 2013). Formosa, Dokdonia,
Marinomonas, and Glaciecola have been also identified on other
brown algae like Fucus vesiculosus (Lachnit et al., 2011; Goecke
et al., 2013), F. evanescens (Ivanova et al., 2004a) or Laminaria
sp. (Wiese et al., 2009; Dong et al., 2012). To our knowledge,
Colwellia is the only genus retrieved here from our three alga
samples (representing 3.4% of our total bacterial isolates) that has
not previously been isolated from brown algae. The Colwelliaceae
family (comprising the genera Colwellia and Thalassomonas) has
already been identified on the red alga Delisea pulchra (Fernandes
et al., 2012). Fernandes et al. found this family to be present on
diseased thalli and absent from healthy thalli of this red alga. genus (Marinomonas) is represented here by only one MAPD
isolate (with a single, alginolytic activity). Similarly, Formosa is
the 6th most abundant genus, but none of the Formosa isolates
displays any MAPD activity. This is particularly unexpected,
since the characterized species Formosa agariphila is agarolytic
(Nedashkovskaya, 2006) and its genome analysis has revealed a
broad potential for degrading algal polysaccharides (Mann et al.,
2013). This striking example is a reminder that extrapolating the
biological or ecological function of a particular species to a larger
bacterial group can lead to incorrect interpretations. Among
the less abundant genera, Zobellia (13th, 10/297), Vibrio (15th,
7/297), and Shewanella (17th, 6/297) are also remarkable by
their overrepresentation among the MAPD isolates (Figure 4B). Notably, 100% of the Zobellia isolates display MAPD activity. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: Novel Activities and Putative Novel Species
The 324 isolated bacteria were plated and tested on culture media
gelified with agar, κ-carrageenan, ι-carrageenan, or alginate
salts. We have found 78 isolates (24%) with polysaccharidase
activity against at least one of the tested substrates (Table 1). Similar proportions of such bacteria were isolated from the three
specimens collected (S1, 20%; S2, 23%; S3, 34%). Thus our study
clearly indicates that the cultivable microbiota of A. nodosum is
significantly enriched in MAPD bacteria as compared to the total
bacterial community (based on molecular studies and on to the
difficulty to identify MAPD enzymes by functional genomics). Nonetheless, MAPD bacteria remain a minority even within the
cultivable microbiota (24%). The entire 16S rRNA genes of the various candidates were
amplified and sequenced. Sequences were aligned with those
of type strains with valid species names (EzTaxon, Kim et al.,
2012). The percentage of identity to the closest type strain
and the polysaccharidase activities of each isolate are listed in
Table 1. The first remarkable result is that all the MAPD isolates
belong to only two bacterial classes, despite the taxonomic
diversity of the cultivable community: 41 isolates were identified
as Flavobacteriia members and 37 as Gammaproteobacteria
members (Table 1). It is also noteworthy that we have discovered MAPD activities
in genera that were not previously known to include MAPD
bacteria (Marinomonas and Colwellia strains) or to display the
activities observed here (ι- and κ-carrageeenases in Algibacter
and Maribacter isolates, respectively; Table 2). These novel
activities may be explained by the likely isolation of novel
MAPD species. Indeed, 63% of the MAPD isolates identified
here have less than 98.65% sequence identity at 16S rRNA level
to a known species (Figure 5). Therefore they could represent
putative novel species even if there is still some discussion
regarding the threshold percentage of 16S rRNA gene identity at
which two species can be distinguished. A commonly accepted
value is 97%. Recently, Kim et al. (2014), having compared
the average nucleotide identities of almost 7000 prokaryotic
genomes and their 16S rRNA gene identities, propose a threshold
of 98.65%, while Tindall et al. (2010) stress that the 16S
rRNA alone does not describe a species but only provides These isolates were assigned to 11 genera (out of the
36 genera isolated) and 8 families. Frontiers in Microbiology | www.frontiersin.org FIGURE 2 | Continued y
y
y
Interestingly, the polysaccharidase activities identified here do
not necessarily reflect the cell wall composition of A. nodosum. Brown alga cell walls are largely composed of alginates and
sulfated fucoidans, whereas red macroalgae mainly contain
sulfated galactans (agars or carrageenans; Popper et al., 2011). Unexpectedly, we have found similar proportions of bacterial
isolates degrading polysaccharides of red (64/78) and brown
(61/78) macroalgae (Figure 4B, Table 1), but these activities
are not equally distributed between Gammaproteobacteria
and
Flavobacteriia. Most
gammaproteobacterial
isolates
(26/37) exclusively degrade alginate (including all Cobetia,
Marinomonas, and Vibrio isolates). All Pseudoalteromonas
isolates are alginolytic, but a minority is also able to hydrolyze
carrageenans (22%), and none of them is agarolytic. MAPD
activities are more evenly distributed in Shewanella, all isolates
being both alginolytic and carrageenolytic. More surprisingly,
the Paraglaciecola and Colwellia isolates are not alginolytic, but
can hydrolyze both agars and carrageenans. In contrast, the
Flavobacteriia isolates are much more generalistic degraders. All the MAPD Flavobacteriia isolates hydrolyze red algal
sulfated galactans (agars and/or carrageenans) and most of
them (26/41) also alginate. This suggests that the MAPD
Gammaproteobacteria isolates are more specific to brown algae,
while the MAPD Flavobacteriia strains or species isolated
from A. nodosum are likely to be found also on the surfaces of
agarophytic and carrageenophytic red seaweeds. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: Among the ten most
abundant genera in our total isolated population (Figure 4A),
only
four
(Marinomonas,
Cellulophaga,
Pseudoalteromnas,
and Maribacter) are represented by isolates with at least
one polysaccharolytic activity. The genera Cellulophaga and
Pseudoalteromonas
are
exceptional,
being
both
abundant
in the cultivable community (the second and third most
abundant genera, respectively), and representing together
more than 60% of the MAPD isolates (27/78 and 22/78,
respectively; Figures 4A,B). In contrast, the most abundant December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 7 Cultivable Bacteria on Ascophyllum nodosum Cultivable Bacteria on Ascophyllum nodosum Martin et al. TABLE 1 | Identified MAPD isolates, each with the closest type strain, the corresponding percentage of 16S rRNA gene similarity and the observed
polysaccharidase activities. Isolated bacterial strain
Closest bacterial strain (EZTaxon)
% identity
Polysaccharidase activitiesa
Ag
í-C
κ-C
AL ALGIBACTER sp. An67
Algibacter miyuki WS-MY6
97.75
+
+
–
–
CELLULOPHAGA sp. An8
Cellulophaga geojensis M-M6
97.88
+
+
+
+
An10
Cellulophaga geojensis M-M6
97.88
+
+
+
+
An42
Cellulophaga geojensis M-M6
97.66
+
+
+
–
An44
Cellulophaga geojensis M-M6
96.28
+
+
+
+
An47
Cellulophaga geojensis M-M6
96.6
+
+
+
–
An48
Cellulophaga geojensis M-M6
97.65
+
+
+
–
An11
Cellulophaga fucicola NN015860
95.56
+
+
+
+
An31
Cellulophaga fucicola NN015860
97.22
+
+
+
+
An38
Cellulophaga fucicola NN015860
97.51
+
+
+
+
An39
Cellulophaga fucicola NN015860
98
+
+
+
+
An40
Cellulophaga fucicola NN015860
96.75
+
+
+
+
An41
Cellulophaga fucicola NN015860
97.58
+
+
+
+
An43
Cellulophaga fucicola NN015860
96.83
+
+
+
+
An46
Cellulophaga fucicola NN015860
96.82
+
+
+
–
An49
Cellulophaga fucicola NN015860
97.65
+
+
+
+
An9
Cellulophaga baltica NN015840
98.27
+
+
+
+
An13
Cellulophaga baltica NN015840
98.64
+
+
+
+
An17
Cellulophaga baltica NN015840
97.75
+
+
+
+
An18
Cellulophaga baltica NN015840
98.49
+
+
+
+
An19
Cellulophaga baltica NN015840
98.20
+
+
+
+
An20
Cellulophaga baltica NN015840
97.45
+
+
+
+
An22
Cellulophaga baltica NN015840
95.87
+
+
+
–
An28
Cellulophaga baltica NN015840
96.32
+
+
+
+
An45
Cellulophaga baltica NN015840
98.63
+
+
+
+
An50
Cellulophaga baltica NN015840
97.68
+
+
+
+
An110
Cellulophaga baltica NN015840
98.53
+
+
+
+
An66
Cellulophaga pacifica KMM3664
96.21
+
+
+
+
MARIBACTER sp. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: An21
Maribacter aestuarii GY20
95.33
+
+
+
+
An70
Maribacter forsetii KT02ds 18-6
99.28
–
+
–
+
An72
Maribacter forsetii KT02ds 18-6
99.06
–
+
–
+
ZOBELLIA sp. An1
Zobellia galactanivorans DsiJ
99.4
+
+
+
+
An14
Zobellia galactanivorans DsiJ
97.63
+
+
–
–
An73
Zobellia galactanivorans DsiJ
97.7
+
+
–
+
An75
Zobellia galactanivorans DsiJ
98
+
+
–
–
An76
Zobellia galactanivorans DsiJ
97.8
+
+
–
+
An78
Zobellia galactanivorans DsiJ
97.5
+
+
–
–
An79
Zobellia galactanivorans DsiJ
97.8
+
+
–
–
An74
Zobellia laminariae KMM3676
97.6
+
+
–
–
An77
Zobellia laminariae KMM3676
96.8
+
+
–
–
An80
Zobellia laminariae KMM3676
98.9
+
+
+
–
(Continued) December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 8 Cultivable Bacteria on Ascophyllum nodosum Martin et al. Martin et al. Cultivable Bacteria on Ascophyllum nodosum
TABLE 1 | Continued
Isolated bacterial strain
Closest bacterial strain (EZTaxon)
% identity
Polysaccharidase activitiesa
Ag
í-C
κ-C
AL
GAMMAPROTEOBACTERIA
ALTEROMONADACEAE
PARAGLACIECOLA sp. An27
Paraglaciecola mesophila KMM241
96.49
+
+
+
–
COLWELLIACEAE
COLWELLIA sp. An23
Colwellia meonggei MA1-3
96.17
+
+
+
–
HALOMONODACEAE
COBETIA sp. An107
Cobetia litoralis KMM 3880
99.31
–
–
–
+
An108
Cobetia litoralis KMM 3880
98.96
–
–
–
+
OCEANOSPIRILLACEAE
MARINOMONAS sp. An109
Marinomonas ushuaiensis U1
97.14
–
–
–
+
PSEUDOALTEROMONODACEAE
PSEUDOALTEROMONAS sp. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: An88
Pseudoalteromonas aliena KMM 3562
99.57
–
–
–
+
An89
Pseudoalteromonas aliena KMM 3562
99.2
–
–
–
+
An97
Pseudoalteromonas aliena KMM 3562
98.3
–
–
–
+
An33
Pseudoalteromonas espejiana NCIMB 2127
99.4
–
+
+
+
An51
Pseudoalteromonas espejiana NCIMB 2127
98.1
–
–
–
+
An81
Pseudoalteromonas espejiana NCIMB 2127
99.34
–
–
–
+
An82
Pseudoalteromonas espejiana NCIMB 2127
99.42
–
–
–
+
An83
Pseudoalteromonas espejiana NCIMB 2127
99.13
–
–
–
+
An84
Pseudoalteromonas espejiana NCIMB 2127
99.71
–
+
+
+
An85
Pseudoalteromonas espejiana NCIMB 2127
98.84
–
–
–
+
An86
Pseudoalteromonas espejiana NCIMB 2127
99.05
–
–
–
+
An87
Pseudoalteromonas espejiana NCIMB 2127
98.11
–
–
–
+
An90
Pseudoalteromonas espejiana NCIMB 2127
98.98
–
+
–
+
An93
Pseudoalteromonas espejiana NCIMB 2127
99.6
–
–
–
+
An94
Pseudoalteromonas espejiana NCIMB 2127
98.8
–
–
–
+
An95
Pseudoalteromonas espejiana NCIMB 2127
99.7
–
–
–
+
An99
Pseudoalteromonas espejiana NCIMB 2127
99.7
–
+
+
+
An100
Pseudoalteromonas espejiana NCIMB 2127
99.6
–
+
+
+
An101
Pseudoalteromonas espejiana NCIMB 2127
98.1
–
–
–
+
An106
Pseudoalteromonas espejiana NCIMB 2127
98.76
–
–
–
+
An96
Pseudolateromonas nigrifaciens NCIMB 8614
99.2
–
–
–
+
An98
Pseudolateromonas nigrifaciens NCIMB 8615
99.2
–
–
–
+
SHEWANELLACEAE
SHEWANELLA sp. TABLE 1 | Continued
Isolated bacterial strain
Closest bacterial strain (EZTaxon)
% identity
Polysaccharidase activitiesa
Ag
í-C
κ-C
AL
GAMMAPROTEOBACTERIA
ALTEROMONADACEAE
PARAGLACIECOLA sp. An27
Paraglaciecola mesophila KMM241
96.49
+
+
+
–
COLWELLIACEAE
COLWELLIA sp. An23
Colwellia meonggei MA1-3
96.17
+
+
+
–
HALOMONODACEAE
COBETIA sp. An107
Cobetia litoralis KMM 3880
99.31
–
–
–
+
An108
Cobetia litoralis KMM 3880
98.96
–
–
–
+
OCEANOSPIRILLACEAE
MARINOMONAS sp. An109
Marinomonas ushuaiensis U1
97.14
–
–
–
+
PSEUDOALTEROMONODACEAE
PSEUDOALTEROMONAS sp. Frontiers in Microbiology | www.frontiersin.org The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: FIGURE 4 | (A) Percentage proportions of the most represented genera in the total isolated bacterial population (
) and of the MAPD isolates belonging to these
genera in the whole set of 78 MAPD isolates (
); (B) Percentage proportions of MAPD isolates belonging to each MAPD-isolate-containing genus in the whole set of
78 MAPD isolates (
), with their activities on red (
) or brown seaweed galactans (
). FIGURE 4 | (A) Percentage proportions of the most represented genera in the total isolated bacterial population (
) and of the MAPD isolates belonging to these
genera in the whole set of 78 MAPD isolates (
); (B) Percentage proportions of MAPD isolates belonging to each MAPD-isolate-containing genus in the whole set of
78 MAPD isolates (
), with their activities on red (
) or brown seaweed galactans (
). a putative indication of a novel species Nevertheless, further
phylogenetic tree, the Cellulophaga genus clearly appears non FIGURE 4 | (A) Percentage proportions of the most represented genera in the total isolated bacterial population (
) and of the MAPD isolates belonging to these
genera in the whole set of 78 MAPD isolates (
); (B) Percentage proportions of MAPD isolates belonging to each MAPD-isolate-containing genus in the whole set of
78 MAPD isolates (
), with their activities on red (
) or brown seaweed galactans (
). FIGURE 4 | (A) Percentage proportions of the most represented genera in the total isolated bacterial population (
) and of the MAPD isolates belonging to these
genera in the whole set of 78 MAPD isolates (
); (B) Percentage proportions of MAPD isolates belonging to each MAPD-isolate-containing genus in the whole set of
78 MAPD isolates (
), with their activities on red (
) or brown seaweed galactans (
). a putative indication of a novel species. Nevertheless, further
taxonomic analyses and DNA-DNA hybridization experiments
should be performed or average nucleotide identities determined
to confirm this (Tindall et al., 2010; Stackebrandt, 2011). The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: An88
Pseudoalteromonas aliena KMM 3562
99.57
–
–
–
+
An89
Pseudoalteromonas aliena KMM 3562
99.2
–
–
–
+
An97
Pseudoalteromonas aliena KMM 3562
98.3
–
–
–
+
An33
Pseudoalteromonas espejiana NCIMB 2127
99.4
–
+
+
+
An51
Pseudoalteromonas espejiana NCIMB 2127
98.1
–
–
–
+
An81
Pseudoalteromonas espejiana NCIMB 2127
99.34
–
–
–
+
An82
Pseudoalteromonas espejiana NCIMB 2127
99.42
–
–
–
+
An83
Pseudoalteromonas espejiana NCIMB 2127
99.13
–
–
–
+
An84
Pseudoalteromonas espejiana NCIMB 2127
99.71
–
+
+
+
An85
Pseudoalteromonas espejiana NCIMB 2127
98.84
–
–
–
+
An86
Pseudoalteromonas espejiana NCIMB 2127
99.05
–
–
–
+
An87
Pseudoalteromonas espejiana NCIMB 2127
98.11
–
–
–
+
An90
Pseudoalteromonas espejiana NCIMB 2127
98.98
–
+
–
+
An93
Pseudoalteromonas espejiana NCIMB 2127
99.6
–
–
–
+
An94
Pseudoalteromonas espejiana NCIMB 2127
98.8
–
–
–
+
An95
Pseudoalteromonas espejiana NCIMB 2127
99.7
–
–
–
+
An99
Pseudoalteromonas espejiana NCIMB 2127
99.7
–
+
+
+
An100
Pseudoalteromonas espejiana NCIMB 2127
99.6
–
+
+
+
An101
Pseudoalteromonas espejiana NCIMB 2127
98.1
–
–
–
+
An106
Pseudoalteromonas espejiana NCIMB 2127
98.76
–
–
–
+
An96
Pseudolateromonas nigrifaciens NCIMB 8614
99.2
–
–
–
+
An98
Pseudolateromonas nigrifaciens NCIMB 8615
99.2
–
–
–
+
SHEWANELLACEAE
SHEWANELLA sp. An36
Shewanella pacifica KMM3597
98.3
–
+
+
+
An59
Shewanella pacifica KMM3597
97.6
–
+
+
+
An71
Shewanella pacifica KMM3597
97.6
–
+
+
+
An4
Shewanella japonica KMM 3299
98.3
–
+
–
+
VIBRIONACEAE
VIBRIO sp. An91
Vibrio hemicentroti AlyHp32
99.17
–
–
–
+
An92
Vibrio splendidus ATCC 33125
97.2
–
–
–
+
An102
Vibrio splendidus ATCC 33125
98.99
–
–
–
+
An103
Vibrio splendidus ATCC 33125
99.14
–
–
–
+
An104
Vibrio splendidus ATCC 33125
99.21
–
–
–
+
An105
Vibrio splendidus ATCC 33125
99.28
–
–
–
+
16S rRNA perecentage lower than 97% were indicated in red. aAg, agarase; í-C, ι-carrageenase; κ-C, κ-carrageenase; AL, alginate lyase. December 2015 | Volume 6 | Article 1487 9 Cultivable Bacteria on Ascophyllum nodosum Martin et al. Frontiers in Microbiology | www.frontiersin.org The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: Indeed, 97% is the commonly accepted threshold percentage at which two species can be distinguished and 98.65%
is the threshold proposed by Kim et al. (2014) which have compared the average nucleotide identities of almost 7000 prokaryotic genomes and their 16S rRNA gene
identities. FIGURE 5 | Ranges of 16S rRNA identity percentages for the identified MAPD isolates vs. known species. Two third of the MAPD isolates (<98.65% 16S
rRNA identities) likely represent novel species. Indeed, 97% is the commonly accepted threshold percentage at which two species can be distinguished and 98.65%
is the threshold proposed by Kim et al. (2014) which have compared the average nucleotide identities of almost 7000 prokaryotic genomes and their 16S rRNA gene
identities. bleached thalli of the brown kelp Ecklonia radiata. They found
Flavobacteriaceae and Oceanospirillaceae representatives to be
more present on diseased tissues. Within these families, however,
some genera were found in much higher proportion on healthy
samples than on bleached ones, suggesting a role favorable
to the macroalgal host. Interestingly, these genera include
several of those represented by MAPD isolates obtained from
A. nodosum: Zobellia, Maribacter, Pseudoalteromonas, Vibrio,
Marinomonas, and Cobetia. Beyond their MAPD activities,
species of these genera may have additional metabolic capacities
advantageous for their hosts. This hypothesis is plausible at
least for Zobellia species, which are known to synthesize an
algal morphogenesis inducer (Matsuo et al., 2003). The role of
MAPD bacteria within the total seaweed-associated microbiota
is more obvious. These bacteria are essential for degrading
intact cell-wall polysaccharides, and thus for releasing hydrolysis at the core group of cultivable bacteria. Indeed, MAPD
activity was detected in 75% of the core genera (Algibacter,
Cellulophaga, Colwellia, Glaciecola Maribacter, Marinomonas,
Pseudoalteromonas, Shewanella and Zobellia; Figure 1, Table 1). Thus, even though MAPD bacteria constitute a minor fraction
of both the total and cultivable bacterial communities, they
apparently belong to the core group of bacteria living at
the surface of A. nodosum and likely exert functions that
are important for their macroalgal host and/or within the
microbiota as a whole. How harboring MAPD bacteria might
be beneficial to the host is not obvious. Such bacteria have
mostly been described as detrimental to macroalgae, being
responsible for diseases, providing an entry for opportunistic
bacteria, or accelerating algal degradation (Goecke et al., 2010;
Egan et al., 2013; Hollants et al., 2013). Recently, Marzinelli
et al. Frontiers in Microbiology | www.frontiersin.org The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: However, to strengthen the taxonomic identification of these
MAPD isolates and the assumption that most of these isolates
represent new species, phylogenetic trees of entire 16S rRNA
genes were constructed for the Flavobactericeae (Figure 2)
and Gammaproteobacteria members (Figure 3, Figure S1).The
Flavobacteriaceae phylogenetic tree strongly suggests that we
have identified three novel Zobellia species (represented by
An80, An77, and the seven strains of the An14 clade) and a
novel Maribacter species (An21; Figure 2). Furthermore, in this phylogenetic tree, the Cellulophaga genus clearly appears non-
monophyletic as the MAPD Cellulophaga isolates are separated
into two clades, 12 of them having a common ancestor with C. baltica and the other 16 a common ancestor with C. lytica. This
result appears to confirm the doubts raised in Bergey’s manual of
Systematic Bacteriology concerning the monophyletic character
of the Cellulopha genus (Krieg et al., 2011). In the detailed
Gammaproteobacteria tree (Figure S1), the Colwellia sp. An23,
the Paraglaciecola sp. An27, the four Shewanella isolated and
the Marinomonas sp. An 109 seem very likely to represent novel
species. Last but not least, one can observe that the proportion
of MAPD bacteria increases dramatically while looking only Frontiers in Microbiology | www.frontiersin.org December 2015 | Volume 6 | Article 1487 10 Cultivable Bacteria on Ascophyllum nodosum Martin et al. TABLE 2 | Activities identified in our study and previously described for MAPD species or strains from the genera to which our 78 MAPD isolates were
assigned. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: Genera to which the 78
Activities identified in our studya
Previously described activitiesa
References
MAPD-isolates were
assigned
Ag
í-C
κ-C
AL
Ag
í-C
κ-C
AL
FLAVOBACTERIIA
Algibacter
•
■
•
•
Park et al., 2013; Tanaka et al., 2015
Cellulophaga
•
•
•
•
•
•
•
•
Johansen et al., 1999; Park et al., 2012; Yao et al., 2013
Maribacter
•
•
■
•
•
•
•
Barbeyron et al., 2008
Zobellia
•
•
•
•
•
•
•
•
Barbeyron et al., 2001; Nedashkovskaya et al., 2004
GAMMAPROTEOBACTERIA
Paraglaciecola
•
•
•
•
•
•
Romanenko et al., 2003; Yong et al., 2007
Colwellia
■
■
■
Browman, 2013; Liu et al., 2014; Wang et al., 2015
Cobetia
•
•
Lelchat et al., 2015
Marinomonas
■
Macián et al., 2005; Lucas-Elió et al., 2011
Pseudolateromonas
•
•
•
•
•
•
•
Akagawa-Matsushita et al., 1992; Chi et al., 2014
Shewanella
•
•
•
•
•
•
•
Ivanova et al., 2001, 2003, 2004b; Wang et al., 2014
Vibrio
•
•
•
Sugano et al., 1993; Kim et al., 2013
• Activities found in our study and found previously for species/strains of this genus; ■Novel activities, that weren’t identified for any species/strains of this genus previously. aAg,
agarase; í-C, ι-carrageenase; κ-C, κ-carrageenase; AL, alginate lyase. FIGURE 5 | Ranges of 16S rRNA identity percentages for the identified MAPD isolates vs. known species. Two third of the MAPD isolates (<98.65% 16S
rRNA identities) likely represent novel species. Indeed, 97% is the commonly accepted threshold percentage at which two species can be distinguished and 98.65%
is the threshold proposed by Kim et al. (2014) which have compared the average nucleotide identities of almost 7000 prokaryotic genomes and their 16S rRNA gene
identities. TABLE 2 | Activities identified in our study and previously described for MAPD species or strains from the genera to which our 78 MAPD isolates were
assigned. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: Genera to which the 78
Activities identified in our studya
Previously described activitiesa
References
MAPD-isolates were
assigned
Ag
í-C
κ-C
AL
Ag
í-C
κ-C
AL
FLAVOBACTERIIA
Algibacter
•
■
•
•
Park et al., 2013; Tanaka et al., 2015
Cellulophaga
•
•
•
•
•
•
•
•
Johansen et al., 1999; Park et al., 2012; Yao et al., 2013
Maribacter
•
•
■
•
•
•
•
Barbeyron et al., 2008
Zobellia
•
•
•
•
•
•
•
•
Barbeyron et al., 2001; Nedashkovskaya et al., 2004
GAMMAPROTEOBACTERIA
Paraglaciecola
•
•
•
•
•
•
Romanenko et al., 2003; Yong et al., 2007
Colwellia
■
■
■
Browman, 2013; Liu et al., 2014; Wang et al., 2015
Cobetia
•
•
Lelchat et al., 2015
Marinomonas
■
Macián et al., 2005; Lucas-Elió et al., 2011
Pseudolateromonas
•
•
•
•
•
•
•
Akagawa-Matsushita et al., 1992; Chi et al., 2014
Shewanella
•
•
•
•
•
•
•
Ivanova et al., 2001, 2003, 2004b; Wang et al., 2014
Vibrio
•
•
•
Sugano et al., 1993; Kim et al., 2013
• Activities found in our study and found previously for species/strains of this genus; ■Novel activities, that weren’t identified for any species/strains of this genus previously. aAg,
í C
C
AL
l i
t l TABLE 2 | Activities identified in our study and previously described for MAPD species or strains from the genera to which our 78 MAPD isolates were
assigned r study and previously described for MAPD species or strains from the genera to which our 78 MAPD isolates were TABLE 2 | Activities identified in our study and previously described for MAPD species or strains from the genera to which our 78 MAPD isolates were
assigned. us; ■Novel activities, that weren’t identified for any species/strains of this genus previously. aAg, ■Novel activities, that weren’t identified for any species/strains of this genus previously. aAg, • Activities found in our study and found previously for species/strains of this genus; ■Novel activities, that weren’t identified for any species/strains of this genus previously. aAg,
agarase; í-C, ι-carrageenase; κ-C, κ-carrageenase; AL, alginate lyase. FIGURE 5 | Ranges of 16S rRNA identity percentages for the identified MAPD isolates vs. known species. Two third of the MAPD isolates (<98.65% 16S
rRNA identities) likely represent novel species. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: Genera to which the 78
Activities identified in our studya
Previously described activitiesa
References
MAPD-isolates were
assigned
Ag
í-C
κ-C
AL
Ag
í-C
κ-C
AL
FLAVOBACTERIIA
Algibacter
•
■
•
•
Park et al., 2013; Tanaka et al., 2015
Cellulophaga
•
•
•
•
•
•
•
•
Johansen et al., 1999; Park et al., 2012; Yao et al., 2013
Maribacter
•
•
■
•
•
•
•
Barbeyron et al., 2008
Zobellia
•
•
•
•
•
•
•
•
Barbeyron et al., 2001; Nedashkovskaya et al., 2004
GAMMAPROTEOBACTERIA
Paraglaciecola
•
•
•
•
•
•
Romanenko et al., 2003; Yong et al., 2007
Colwellia
■
■
■
Browman, 2013; Liu et al., 2014; Wang et al., 2015
Cobetia
•
•
Lelchat et al., 2015
Marinomonas
■
Macián et al., 2005; Lucas-Elió et al., 2011
Pseudolateromonas
•
•
•
•
•
•
•
Akagawa-Matsushita et al., 1992; Chi et al., 2014
Shewanella
•
•
•
•
•
•
•
Ivanova et al., 2001, 2003, 2004b; Wang et al., 2014
Vibrio
•
•
•
Sugano et al., 1993; Kim et al., 2013
• Activities found in our study and found previously for species/strains of this genus; ■Novel activities, that weren’t identified for any species/strains of this genus previously. aAg,
agarase; í-C, ι-carrageenase; κ-C, κ-carrageenase; AL, alginate lyase. TABLE 2 | Activities identified in our study and previously described for MAPD species or strains from the genera to which our 78 MAPD isolates were
assigned. REFERENCES the kelp Laminaria hyperborea. ISME J. 6, 2188–2198. doi: 10.1038/ismej. 2012.67 the kelp Laminaria hyperborea. ISME J. 6, 2188–2198. doi: 10.1038/ismej. 2012.67 Akagawa-Matsushita, M., Matsuo, M., Koga, Y., and Yamasato, K. (1992). Alteromonas atlantica sp. nov. and Alteromonas carrageenovora sp. nov.,
bacteria that decompose algal polysaccharides. Int. J. Syst. Bacteriol. 42,
621–627. doi: 10.1099/00207713-42-4-621 Browman, J. P. (2013). “The family colwelliaceae,” in The Prokaryotes:
Gammaproteobacteria, eds E. Rosenberg, E. F. DeLong, S. Lory, E. Stackebrandt, and F. Thompson (Berlin; Heidelberg: Springer), 179–195. Bulgarelli, D., Schlaeppi, K., Spaepen, S., Ver Loren van Themaat, E., and Schulze-
Lefert, P. (2013). Structure and functions of the bacterial microbiota of plants. Annu. Rev. Plant Biol. 64, 807–838. doi: 10.1146/annurev-arplant-050312-
120106 Barbeyron, T., Carpentier, F., L’Haridon, S., Schüler, M., Michel, G., and Amann, R. (2008). Description of maribacter forsetii sp. nov., a marine Flavobacteriaceae
isolated from North Sea water, and emended description of the genus
Maribacter. Int. J. Syst. Evol. Microbiol. 58, 790–797. doi: 10.1099/ijs.0.65469-0 Burke, C., Thomas, T., Lewis, M., Steinberg, P., and Kjelleberg, S. (2011). Composition, uniqueness and variability of the epiphytic bacterial community
of the green alga Ulva australis. ISME J. 5, 590–600. doi: 10.1038/ismej. 2010.164 Barbeyron, T., L’Haridon, S., Corre, E., Kloareg, B., and Potin, P. (2001). Zobellia
galactanovorans gen. nov., sp. nov., a marine species of Flavobacteriaceae
isolated from a red alga, and classification of [Cytophaga] uliginosa (ZoBell and
Upham 1944) Reichenbach 1989 as Zobellia uliginosa gen. nov., comb. nov. Int. J. Syst. Evol. Microbiol. 51, 985–997. doi: 10.1099/00207713-51-3-985 Chan, E. C., and McManus, E. A. (1969). Distribution, characterization, and
nutrition of marine microorganisms from the algae Polysiphonia lanosa and
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Carrageenases constitute a novel family of glycoside hydrolases, unrelated
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10.1074/jbc.M003404200 y
Chi, W. J., Park, J. S., Kang, D. K., and Hong, S. K. (2014). Production
and characterization of a novel thermostable extracellular agarase from
Pseudoalteromonas hodoensis newly isolated from the west sea of South Korea. Appl Biochem Biotechnol 173 1703–1716 doi: 10 1007/s12010-014-0958-3 Bengtsson, M. M., and Øvreås, L. (2010). Planctomycetes dominate biofilms
on surfaces of the kelp Laminaria hyperborea. BMC Microbiol. 10:261. doi:
10.1186/1471-2180-10-261 Appl. Biochem. Biotechnol. 173, 1703–1716. doi: 10.1007/s12010-014-0958-3 Colin, S., Deniaud, E., Jam, M., Descamps, V., Chevolot, Y., Kervarec, N.,
et al. (2006). SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online
at:
http://journal.frontiersin.org/article/10.3389/fmicb. 2015.01487 Table S1 | Percentage ranges and averages of the query coverages and
identity percentages for the alignments with the 291 V3-V4 region
sequences of the isolates to which a genus have been attributed. Table S2 | Abundance (#) and percentage proportion of each genus, family,
order, class, and phylum identified on each sample. Figure S1 | Detailed phylogenetic tree for the Gammaproteobacteria. The Cultivable Microbiota from A.
nodosum is Enriched in MAPD Bacteria: (2015) compared microbial communities on healthy and December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 11 Cultivable Bacteria on Ascophyllum nodosum Martin et al. ACKNOWLEDGMENTS We thank Michèle Nuttinck (B) and Murielle Jam (FR) for their
help with sample collection and treatment and Florine Degrune
and Marc Dufrêne (B) for their help with the PCoA. CONCLUSION In terrestrial environments, the bacteria involved in recycling
plant polysaccharides are essentially found both on living
plants and in the soils that immediately surround them. The
situation is more complex for marine macroalgae. They live
attached to rocks, and when algal fragments are released, they
are quickly dispersed by the waves and tides. The available
marine metagenomic data show that the water column is a
habitat poor in MAPD bacteria and, for a macroalga, not
equivalent to a surrounding soil. Tidal sediments could be
crucial reservoirs of MAPD bacteria, but this remains an open
question. A third environment likely to be a habitat for MAPD
bacteria is the surface of the macroalgae themselves. We have
shown here that this is indeed the case and that the cultivable
microbiota of healthy A. nodosum specimens is enriched in
MAPD bacteria. These bacteria, however, are not the most
abundant ones associated with brown seaweeds; they constitute
a minority fraction even within the cultivable subpopulation. An attractive hypothesis is that this low abundance of MAPD
bacteria is due to active and/or passive defense systems of the
macroalga, preventing proliferation of these potentially harmful
bacteria. Evidence of such defense systems in macroalgae has
been accumulating over the last decade (Potin et al., 2002;
Egan et al., 2014). If this hypothesis is correct, one can expect
MAPD bacteria to bloom on weakened or dead macroalgae, thus
contributing significantly to recycling of macroalgal biomass. As
regards bioprospecting, our work demonstrates that culturing
(combined, for instance, with subsequent genome sequencing of
cultivable isolates) is an efficient strategy for finding new MAPD
bacteria and their corresponding polysaccharidases. FUNDING This project was funded by Gembloux Agro-Bio Tech (ULg),
Wallonie-Bruxelles
International
(WBI),
and
the
Fonds
Scientifique de la Recherche (F.R.S-F.N.R.S) in the framework
of the Collaboration Program Hubert Curien. GM and TB are
grateful for support by the French Government through the
National Research Agency with regard to the “Blue Enzymes”
ANR project with reference ANR-14-CE19-0020-01. AUTHOR CONTRIBUTIONS products assimilable by the much more abundant bacteria (e.g.,
Alphaproteobacteria) lacking these unique MAPD enzymes. products assimilable by the much more abundant bacteria (e.g.,
Alphaproteobacteria) lacking these unique MAPD enzymes. Conceived and designed the experiments: MM, MV, GM, TB, DP. Performed the experiments: MM, RM. Analyzed the data: MM,
MV, GM, TB. Contributed reagents/materials/analysis tools:
MM, RM. Wrote the manuscript: MM, GM. Conceived and designed the experiments: MM, MV, GM, TB, DP. Performed the experiments: MM, RM. Analyzed the data: MM,
MV, GM, TB. Contributed reagents/materials/analysis tools:
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flowering plants. Annu. Rev. Plant Biol. 62, 567–590. doi: 10.1146/annurev-
arplant-042110-103809 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Potin, P., Bouarab, K., Salaün, J.-P., Pohnert, G., and Kloareg, B. (2002). Biotic interactions of marine algae. Curr. Opin. Plant Biol. 5, 308–317. doi:
10.1016/S1369-5266(02)00273-X Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Rebuffet, E., Groisillier, A., Thompson, A., Jeudy, A., Barbeyron, T., Czjzek, M.,
et al. (2011). Discovery and structural characterization of a novel glycosidase
family of marine origin. Environ. Microbiol. 13, 1253–1270. doi: 10.1111/j.1462-
2920.2011.02426.x Copyright © 2015 Martin, Barbeyron, Martin, Portetelle, Michel and Vandenbol. This is an open-access article distributed under the terms of the Creative Commons
Attribution License (CC BY). The use, distribution or reproduction in other forums
is permitted, provided the original author(s) or licensor are credited and that the
original publication in this journal is cited, in accordance with accepted academic
practice. No use, distribution or reproduction is permitted which does not comply
with these terms. Romanenko, L. A., Zhukova, N. V., Rohde, M., Lysenko, A. M., Mikhailov,
V. V., and Stackebrandt, E. (2003). Glaciecola mesophila sp. nov., a novel
marine agar-digesting bacterium. Int. J. Syst. Evol. Microbiol. 53, 647–651. doi:
10.1099/ijs.0.02469-0 December 2015 | Volume 6 | Article 1487 Frontiers in Microbiology | www.frontiersin.org 14
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Risk of Transverse Myelitis Following Dengue Infection: A Systematic Review of the Literature
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Received: 17 November 2018; Accepted: 19 December 2018; Published: 23 December 2018 Abstract: Introduction: Dengue virus (DENV) is one of the most common arbovirus diseases,
with a wide spectrum of presentation. Spinal cord involvement in dengue infection (DF) is rare. However, the risk of transverse myelitis (TM) following Dengue has not been systematically assessed. Methods: We undertook a systematic review of published English literature from January 1974 to
December 2017 to assess risk of TM and outcomes following DF. Data sources included EMBASE,
MEDLINE, Cochrane library, ISI web of knowledge, conference proceedings and references within
identified articles. Results: We identified 242 potential studies, 62 were duplicates. A further 136
were excluded on the basis of title and abstract and 19 studies did not meet the eligibility criteria
on full text screening. We included 25 publications involving 2672 cases of DF. A small proportion
(10.8%, (289/2672)) had neurological complications, of which 2.3% (61/2672) was TM. For articles
reporting epidemiological data, the neurological complication was twice in males compared to
female 67.7% (130/192) vs. 32.7% (62/192) and 1.5-fold increase TM for males 59.3% (32/54) vs
40.7% (22/54). The mean age at presentation was 33.1years (range 0.75–61), with onset at 11.7days. The method of diagnosing TM due to DF was mainly IgM seropositivity 92% (n = 23/25) and the
commonest treatment modality was steroid 78.3% (n = 18/23). Only half had full recovery 50.8%
(n = 31/61). There was no mortality following dengue, however, the crude case fatality rate following
TM was 3.3% (n = 2/61). Conclusion: This review highlights the risk of TM following dengue. Although neurological complications are rare, especially TM, once set in, it is associated with a
significant morbidity. Keywords: Dengue Fever; transverse myelitis; risk; systematic review pharmacy pharmacy Risk of Transverse Myelitis Following Dengue
Infection: A Systematic Review of the Literature 1
School of Medicine, Imperial College London, London SW7 2AZ, UK; nafisa.badat13@imperial.ac.uk (N.B.)
da1813@ic.ac.uk (D.A.) 1
School of Medicine, Imperial College London, London SW7 2AZ, UK; nafisa.badat13@imperial.ac.uk (N.B. da1813@ic.ac.uk (D.A.)
2
Department of Family Medicine, University of Benin Teaching Hospital (UBTH), Benin City, Nigeria;
petolis2008@gmail.com
3
Department of Medicine, Queen’s Hospital, Romford RM7 0AG, UK; olakunle.ojubolamo1@nhs.net
4
Paediatric Infectious Diseases Research Group, Institute for Infection and Immunity, St. George’s,
University of London, London SW17 0RE, UK 3
Department of Medicine, Queen’s Hospital, Romford RM7 0AG, UK; olakunle.ojubolamo1@nhs.net
4
Paediatric Infectious Diseases Research Group, Institute for Infection and Immunity, St. George’s,
University of London, London SW17 0RE, UK *
Correspondence: godwin.oligbu@nhs.net *
Correspondence: godwin.oligbu@nhs.net Received: 17 November 2018; Accepted: 19 December 2018; Published: 23 December 2018 pharmacy
Review
Risk of Transverse Myelitis Following Dengue
Infection: A Systematic Review of the Literature
Nafisa Badat 1, Dalia Abdulhussein 1, Peter Oligbu 2, Olakunle Ojubolamo 3 and
Godwin Oligbu 4,*
1
School of Medicine, Imperial College London, London SW7 2AZ, UK; nafisa.badat13@imperial.ac.uk (N.B.);
da1813@ic.ac.uk (D.A.)
2
Department of Family Medicine, University of Benin Teaching Hospital (UBTH), Benin City, Nigeria;
petolis2008@gmail.com
3
Department of Medicine, Queen’s Hospital, Romford RM7 0AG, UK; olakunle.ojubolamo1@nhs.net
4
Paediatric Infectious Diseases Research Group, Institute for Infection and Immunity, St. George’s,
University of London, London SW17 0RE, UK
*
Correspondence: godwin.oligbu@nhs.net
Received: 17 November 2018; Accepted: 19 December 2018; Published: 23 December 2018
pharmacy
Review
Risk of Transverse Myelitis Following Dengue
Infection: A Systematic Review of the Literature
Nafisa Badat 1, Dalia Abdulhussein 1, Peter Oligbu 2, Olakunle Ojubolamo 3 and
Godwin Oligbu 4,*
1
School of Medicine, Imperial College London, London SW7 2AZ, UK; nafisa.badat13@imperial.ac.uk (N.B.);
da1813@ic.ac.uk (D.A.)
2
Department of Family Medicine, University of Benin Teaching Hospital (UBTH), Benin City, Nigeria;
petolis2008@gmail.com
3
Department of Medicine, Queen’s Hospital, Romford RM7 0AG, UK; olakunle.ojubolamo1@nhs.net
4
Paediatric Infectious Diseases Research Group, Institute for Infection and Immunity, St. George’s,
University of London, London SW17 0RE, UK
*
Correspondence: godwin.oligbu@nhs.net
Received: 17 November 2018; Accepted: 19 December 2018; Published: 23 December 2018
2.2. Study Selection Studies were eligible for inclusion if they reported neurological complications following dengue
infection which were relevant to our study focus; to review the risk of TM following dengue infection. Articles irrelevant to the study were excluded or if they didn’t mention the risk of TM in relation to
dengue infection. Two reviewers (G.O. and N.B.) independently screened the titles and abstracts of papers identified
by the electronic searches, evaluating exclusion and inclusion criteria for all papers. We retrieved full
text articles of included publications and each was then independently reviewed for eligibility. 2.1. Data Search and Selection A search was designed to identify case reports and observational studies (case series, cohort study,
case–control study) reporting transverse myelitis as a complication of dengue viral infection. It aimed
to include all publications that evaluated the current data in use of the risk of transverse myelitis (TM)
following dengue virus infection globally. We searched MEDLINE, ISI web of knowledge, conference
proceedings and EMBASE from 1 January 1974 to 26 December 2017. Both free text and the use of
medical subheadings (MeSH) terms were used as search items. An initial search was conducted in
order to scope all appropriate search terms followed by a more extensive search using two similar
search criteria. The MeSH terms and free text terms used are included in the Appendix A. Studies were excluded if they were individual opinion or non-availability of full text, experimental
or laboratory studies or not original research. We only included studies published in English language
in our review. After the initial screening process, all publications were assessed for eligibility based on
their titles followed by abstracts and full text. 1. Introduction Dengue is a viral disease transmitted by the Aedes mosquito and is endemic in tropical and
subtropical areas, in particular the Americas and Asia. This puts an estimated 4 billion people at
risk of acquiring the virus; currently it is estimated 100 million cases of symptomatic dengue occur
annually [1]. Lack of treatment and immunisation therapy, as well as inadequate vector control
have meant that there are no options in the management of severe disease apart from supportive
measures [1,2]. In addition, with population growth and increased intercontinental travel over the
past decade, it is more likely, if no other combative measures are utilised, that the number of cases will
continue to increase. Pharmacy 2019, 7, 3; doi:10.3390/pharmacy7010003 www.mdpi.com/journal/pharmacy www.mdpi.com/journal/pharmacy 2 of 11 Pharmacy 2019, 7, 3 Pharmacy 2019, 7, 3 Pharmacy 2019, 7, 3 The vast majority of cases are asymptomatic [1], and where symptoms do occur, these commonly
manifest with a fever, generalised pain, nausea and vomiting [2,3]. Severity of infection has been
traditionally assessed by cardiovascular compromise, but most recently is the addition of central
nervous system (CNS) involvement as a factor of severity since the number of cases describing dengue
neurotropism have come to light [2,3]. This may be because factors contributing to neurological
manifestations are themselves of increased severity of disease, for example prolonged shock, hepatic
failure and hyponatraemia [4–6]. Damage to the spinal cord (myelitis) following infection can occur during infection (parainfectious)
via direct invasion, or after infection (postinfectious) via a proposed immune-mediated inflammatory
process [3,7,8]. Transverse myelitis has been described in a number of case reports where the
main manifestations are sensorimotor disturbance of the lower limbs and urinary retention [7,9–15]. Currently the mechanisms of spinal cord damage in dengue are poorly defined and the exact burden
of these neurological manifestations is yet to be fully assessed. Hence, we summarised the literature
on the risks of transverse myelitis following dengue infection as well as the proposed mechanisms
behind this. 2.3. Quality Assessment and Data Extraction Two independent reviewers (G.O. and N.B.) reviewed the methodological quality of included
studies, the comparability of case and controls, and outcomes. The explanatory variables extracted
included: country, study design, description of study subjects, underlying comorbidity, clinical
presentation, management and the outcome of the patient with TM. The study quality assessment was
undertaken using the Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) statement
for the conduct and reporting of systematic reviews [16]. 3 of 11 Pharmacy 2019, 7, 3 2.4. Data Analysis
Pharmacy 2018, 6, x FOR Eligible studies were summarised using descriptive analyses to provide the overview of the
information on populations studied, clinical presentations, underlying comorbidity and patient
mortality outcomes. We calculated the age and sex distribution of TM generalised from the extracted
data. We also calculated the risk of TM following dengue infection in children following dengue
infection and compared this with that obtained in the adults for the outcome of interest where data
were available. We calculated the crude fatality rate as the total number of mortality following TM
divided by total number of reported TM cases over the same period. Eligible studies were then
analysed qualitatively using Microsoft Office Excel 2007 and summarised. 2.4. Data Analysis
Eligible studies were summarised using descriptive analyses to provide the overview of the
information on populations studied, clinical presentations, underlying comorbidity and patient
mortality outcomes. We calculated the age and sex distribution of TM generalised from the extracted
data. We also calculated the risk of TM following dengue infection in children following dengue
infection and compared this with that obtained in the adults for the outcome of interest where data
were available. We calculated the crude fatality rate as the total number of mortality following TM
divided by total number of reported TM cases over the same period. Eligible studies were then
analysed qualitatively using Microsoft Office Excel 2007 and summarised. 3. Results
3. Results We identified 242 potential studies, of which 62 were duplicates. A further 136 were excluded on
the basis of title and abstract and 19 studies did not meet the eligibility criteria on full text screening
(Figure 1). The remaining 25 studies were eligible and full text was assessed for inclusion in the final
review [7,9,10,12–15,17–34]. Most of the studies were from Asia (76%; 19/25) and the rest from South
America (24%; 6/25). The majority of the studies were case reports (64%; 16/25), case series (8%; 2/25),
cohort study (16%; 4/25), cross-sectional studies (8%; 2/25) and one prospective study (4%; 1/25). Only five studies reported dengue serotype; three studies had serotype 1 only, serotype 2 only, and
serotype 3 only. The other two studies displayed had either dengue serotypes 1–3, or all four serotypes. A summary of the study design, study subjects, data collection method, and treatment is presented in
Tables 1 and 2. Most of the included studies did not report the ethnicity. We identified 242 potential studies, of which 62 were duplicates. A further 136 were excluded
on the basis of title and abstract and 19 studies did not meet the eligibility criteria on full text
screening (Figure 1). The remaining 25 studies were eligible and full text was assessed for inclusion
in the final review [7,9,10,12–15,17–34]. Most of the studies were from Asia (76%; 19/25) and the rest
from South America (24%; 6/25). The majority of the studies were case reports (64%; 16/25), case
series (8%; 2/25), cohort study (16%; 4/25), cross-sectional studies (8%; 2/25) and one prospective
study (4%; 1/25). Only five studies reported dengue serotype; three studies had serotype 1 only,
serotype 2 only, and serotype 3 only. The other two studies displayed had either dengue serotypes
1–3, or all four serotypes. A summary of the study design, study subjects, data collection method,
and treatment is presented in Tables 1 and 2. Most of the included studies did not report the
ethnicity. Figure 1. Identification and the selection of eligible studies in the systematic review. Figure 1. Identification and the selection of eligible studies in the systematic review. Figure 1. Identification and the selection of eligible studies in the systematic review. Figure 1. Identification and the selection of eligible studies in the systematic review. 4 of 11 Pharmacy 2019, 7, 3 Table 1. Description of the study design and the reported outcomes. 3. Results
3. Results Study
Year of Study
Country
Study Design
Number of Dengue Cases
Diagnosis Method
Outcome
Singh et al. [17]
2013
India
Case Report
1
Dengue IgM seropositivity
1 patient died. Ghosh et al. [18]
2011
India
Case Report
1
Dengue IgM seropositivity CSF analysis
full recovery
Seet et al. [7]
2006
Singapore
Case Report
1
Antibody index ratio of dengue IgM:IgG
full recovery
Kunishige et al. [13]
2004
Singapore
Case Report
1
Dengue IgM seropositivity (CSF)
partial recovery
Fong CY et al. [19]
2016
Malaysia
Case Report
1
Dengue IgM seropositivity
full recovery
Gupta et al. [20]
2013
India
Case report
1
Dengue IgM seropositivity (ELISA)
History
NS1 ag assay
full recovery
Wasay et al. [21]
2008
Pakistan
Case Series
6
Dengue IgM seropositivity
4 patients made a full recovery, 2 patients died. Samanta et al. [22]
2012
India
Case Series
3
Dengue IgM seropositivity (serum/viral/blood)
1 patient made a full recovery, 1 patient made a
partial recovery, 1 patient died. Misra et al. [23]
2015
India
Case Study
116
Dengue IgM seropositivity
History, Exam, NS1 antigen assay
78 patients made a full recovery, 27 patients
made a partial recovery, 11 patients died. Sahu et al. [24]
2014
India
Cohort
484
Dengue IgM seropositivity
479 patients made a full recovery,
5 patients died
Soars et al. [25]
2006
Brazil
Cross-sectional study
13
Dengue IgM seropositivity (blood/CSF (ELISA))
12 patients made a full recovery, 1 patient with
encephalitis died
Weeratunga et al. [26]
2014
Sri Lanka
Cross-sectional Study
7
Dengue IgM seropositivity (blood/CSF)
6 patients made a full recovery, 1 patient made a
partial recovery. Puccioni-Sohler et al. (Brazil) [12]
2009
Brazil
Retrospective study
27
Dengue IgM seropositivity
Partial recovery
Larik et al. [10]
2012
Singapore
Case Report
1
Dengue IgM seropositivity Dengue RNA
Full recovery
Lim et al. [27]
2012
Singapore
Case Report
1
Dengue IgM seropositivity
Partial recovery
Tomar et al. [28]
2015
India
Case Report
1
Dengue IgM seropositivity
Full recovery
Mo et al. [29]
2016
China
Case Report
1
Dengue IgM/IgG seropositivity (CSF)
Partial recovery
Mota et al. [30]
2017
Brazil
Case Report
1
Dengue IgM seropositivity
Partial recovery
Leão et al. [14]
2000
Brazil
Case Report
1
Dengue IgM seropositivity (CSF)
Full recovery
Miranda de Sousa A et al. [31]
2014
Brazil
Case Report
1
Dengue IgM seropositivity (CSF)
Full recovery
Renganathan et al. Note: Abbreviations: IV: intravenous; IgM: immunoglobulin M; IgG: immunoglobulin G; NA: not available; CSF: cerebrospinal fluid; ELISA: enzyme-linked immunosorbent assay; RNA:
ribonucleic acid electroencephalogram; NS1: nonstructural protein 1; WHO: World Health Organisation. Definitions. Full recovery: none or slight disability, Partial recovery: moderate or
severe disability (may need help walking, numbness, tingling, may need ongoing assistance with daily activities). 3. Results
3. Results [32]
1996
Malaysia
Case Report
1
Dengue IgM seropositivity
Full recovery
Chanthamat et al. [15]
2010
Thailand
Case Report
1
NA
Full recovery
Solomon et al. [33]
2000
Vietnam
Prospective Study
1675
IgM/IgG seropositivity (CSF)
Partial recovery
Sousa et al. [9]
2004
Brazil
Retrospective Study
51
Dengue IgM seropositivity (CSF)
49 patients made a full recovery, 2 patients had
partial recovery
Verma et al. [34]
2011
India
Retrospective Study
26
Dengue IgM seropositivity
Partial recovery
Note: Abbreviations: IV: intravenous; IgM: immunoglobulin M; IgG: immunoglobulin G; NA: not available; CSF: cerebrospinal fluid; ELISA: enzyme-linked immunosorbent assay; RNA:
ribonucleic acid electroencephalogram; NS1: nonstructural protein 1; WHO: World Health Organisation. Definitions. Full recovery: none or slight disability, Partial recovery: moderate or
severe disability (may need help walking, numbness, tingling, may need ongoing assistance with daily activities). Table 1. Description of the study design and the reported outcomes. 5 of 11 Pharmacy 2019, 7, 3 Table 2. Characteristics of published studies included in the systematic review. Study
Age
Sex
Number of TM Cases
Serotype
Treatment
Singh et al. [17]
45
Male
1
-
T9-11 laminectomy
Evacuation of epidural haematoma. Multiple blood and platelet transfusions. Conservative
management applied. Ghosh et al. [18]
4
1
-
High dose methylprednisolone. Platelet transfusion and Packed red cell Supportive therapy for
hepatitis and glomerulonephritis
Seet et al. [7]
44
Female
1
-
IV methylprednisolone 1 g for 5 days,
Spinal MRI,
Catheterisation for urinary retention,
Intensive physiotherapy
Kunishige et al. [13]
42
Male
1
1
IV methylprednisolone
Antibiotics
Fong CY et al. [19]
12
Female
1
-
IV methylprednisolone 30 mg/kg/day for 3 days followed by
oral prednisolone
IV Immunoglobulin (IVIG) 1 g/kg/day for 2 days. Intubated,
6 cycles of plasma exchange. Cervical epidural haematoma was managed conservatively
Gupta et al. [20]
26
Female
1
-
Methylprednisolone 1.0 mg/5 days Mechanical ventilation for
2 weeks
Wasay et al. [21]
18–35
5 females, 1 male
1
-
MRI/CT +/- EEG observations
Samanta et al. [22]
Male
1
primary/ secondary
infection
Pulsed methylprednisolone
Conservative therapy
Misra et al. [23]
5–70. 26 females, 90 males
1
1, 2 and 3
-
Sahu et al. [24]
25 +/- 18.3
7
-
Symptomatic treatment
Soars et al. [25]
11–79. 10 female, 3 male
2
1, 2 and 3
Corticosteroids
IVIG
Weeratunga et al. [26]
Mean: 35
1 female, 6 male
2
-
Methylprednisolone pulsed 1 g/3 days
Puccioni-Sohler et al. 3. Results
3. Results (Brazil) [12]
22–74
6 females, 4 males
3
-
Methylprednisolone 1.0 mg/5 days. Additional Human IVIG
400 mg/kg/5 days for 1 patient
Larik et al. [10]
43
Male
1
-
IVIG
Lim et al. [27]
43
Male
1
-
IVIG
Tomar et al. [28]
42
Male
1
-
IV Methylprednisolone Table 2. Characteristics of published studies included in the systematic review. 6 of 11 Pharmacy 2019, 7, 3 Table 2. Cont. Table 2. Cont. Study
Age
Sex
Number of TM Cases
Serotype
Treatment
Mo et al. [29]
65
Male
1
-
IV Methylprednisolone
IVIG
Plasma Exchange
Mota et al. [30]
21
Male
1
-
IV Methylprednisolone
Leão et al. [14]
58
Male
1
-
Ceftriaxone
Miranda de Sousa A et al. [31]
11
Female
1
-
IV Methylprednisolone 1g/day followed by prednisolone
Renganathan et al. [32]
14
Female
1
-
Symptomatic treatment
Chanthamat et al. [15]
61
Female
1
-
IV Methylprednisolone
Solomon et al. [33]
2
-
Symptomatic treatment
Sousa et al. [9]
Mean:34
26
3
IV methylprednisolone for 5 days
Verma et al. [34]
8 females, 18 males
1
-
IV Methylprednisolone
Note:
Abbreviations:
IV: intravenous; IVIG: intravenous immunoglobulin; TM: transverse myelitis; MRI: magnetic resonance imaging; CT: computed tomography; EEG:
electroencephalogram; T9–11: thoracic vertebra 9 to 11; kg: kilogram. Pharmacy 2019, 7, 3 7 of 11 A total 2672 cases of Dengue fever in all ages involving 289 (10.8%; (289/2672)) with neurological
complications in 25 studies were included in the final analysis (Table 2). A total 2672 cases of Dengue fever in all ages involving 289 (10.8%; (289/2672)) with neurological
complications in 25 studies were included in the final analysis (Table 2). Overall 2.3% (61/2672) had TM, and children (<18 years old) constituted 13% (8/61) of TM
cases reported by six studies. Twenty-two studies reported epidemiological data; the neurological
complication was twice in males compared to female 67.7% (130/192) vs. 32.7% (62/192) and 1.5-fold
increase TM for males 59.3% (32/54) vs. 40.7% (22/54). The mean age at presentation was 33.1years
(range: 0.75–61). Of the 19 papers reporting the onset of DF to the time it was complicated by TM, the
average was 11.7days (range: 5–42). All the studies reported method of diagnosing TM, and apart from the use of radiological
investigation by all the studies, the method of diagnosing TM due to DF was mainly IgM seropositivity
(92% (n = 23/25)). 3. Results
3. Results In addition, 12 papers mentioned additional methods were also used in diagnosing
cases of TM; cerebrospinal fluid analysis (CSF) analysis (nine studies), IgG antibodies (two studies),
clinical features and nonstructural protein 1 (NS1) antigen assay (two studies) with one other study
which used an antibody index ratio of IgM to IgG. y
g
g
Out of the 25 studies, 92% (n = 23/25) specified their management plans. High dose
methylprednisolone was used in 82.6% (n = 19/23) of studies with additional antibiotic cover. Twenty-two per cent (n = 5/23) of studies required in addition intravenous immunoglobulins, of
which two had assisted ventilation and one had blood/platelet transfusions. Three studies employed
a symptomatic management plan. Only one study treated with antibiotics only and a laminectomy
was a modality of management in one of the studies. The commonest treatment modality was steroids 82.6% (n = 19/23). In terms of recovery after,
only half had full recovery 50.8% (n = 31/61) from TM. There was no mortality following dengue
infection reported, however, the crude case fatality rate following TM was 3.3% (n = 2/61), involving a
45-year-old male and a 9-month-old male infant. 4. Discussion This supports the earlier studies indicating that other factors including biology, environment and 8 of 11 Pharmacy 2019, 7, 3 experience are contributors to human health [40], but contrary to the reports that most autoimmune
diseases are more frequent in females than in males [41]. There is currently no agreed consensus on the management of TM. Our findings showed that
almost 80% cases were treated with high dose of methylprednisolone despite insufficient evidence
regarding the utility of steroids in treating transverse myelitis [42]. It is therefore advisable that until
more robust evidence is available, administration of high dose intravenous (IV) methylprednisolone
will be the first treatment of choice in TM to enhance neurological functions. Few cases however
required immunoglobulins but this was introduced at a later stage, and to those cases that are presumed
to be very sick, thus assessing the efficacy at this stage becomes difficult. This has been considered
mainly as second line therapy in patients who have not recovered or are poorly recovering from
TM [42]. Due to the supposedly rarity of TM associated DF, there has been controversy as to the actual
prevalence of TM following DF. de Sousa AM [9] and colleagues in a retrospective study conducted in
the Brazilian Amazon region showed almost half of all DF cases had TM following DF (44%, 26/59). This was adduced to an epidemic of DF at the time of the study compared to the study in a tertiary
centre in India where of the 116 patients with DF only 1% had TM. Our review of 2.3% of TM-associated
DF may have been underestimated and should therefore be interpreted with caution, since some post
infectious TM have been known to present even months after the primary DF infection [23,31]. More
importantly, is the significant morbidity associated with TM following DF, as only half had a full
recovery from TM before discharge with 19.7% with no reported recovery. This highlights the need for
a careful evaluation of patients with DF for TM and other possible neurological complications, and
prompt management as high dose steroids has shown to be effective, especially if instituted early in
the management of suspected cases of TM following Dengue. However, our results demonstrate the strengths of combining outcomes of rare events through a
detailed systematic review of the literature. 4. Discussion A detailed systematic review of the literature identified all reported cases of TM following DF in
endemic countries irrespective of the mode of presentation. Overall there were 61 cases in the literature,
accounting for 2.3% of DF and the crude case-fatality rate among TM cases was very low at 3.3%. These
findings, contrary to previously reported rare occurrence, confirm the prevalence of TM following
Dengue. Moreover, Dengue is the most common arboviral disease [35], and occurs in Southeast Asia,
East and West Africa, the Caribbean and the Americas [36]. Interestingly, the majority of TM cases were
in Asia and a few reported cases in North America. One of the explanations for the low prevalence of
TM following DF in West Africa and the Caribbean is that the Asian population appears to be prone to
autoimmune injury of the spinal cord and some genetic make-up, including the type of Dengue that
causes TM might be different and their contributing factors. Although, neurological complications in
dengue fever have been documented with all serotypes, we also observed that it is more common with
serotypes 2 and 3 [33]. yp
For example, of the four strains of dengue virus implicated in the disease, DEN3, DEN2 and
DEN1 are the prominent serotypes in India. The DEN2 has been reported in more than 75% of the
cases in breakouts since 2010 [37,38]. A similar finding was observed in the review with serotype 2
having been the most commonly isolated, however, this was only reported in five of the studies. The mechanisms of viral transmission and spinal cord injury induced by dengue virus are unclear. Two mechanisms have been postulated: by direct invasion of the cord and by active replication within
the spinal cord [13], which is common during the early phase or postinfectious immune injury [39]. Since only five studies were able to isolate dengue IgG/IgM or antigen in the CSF, it is therefore most
likely that both mechanisms have been implicated in the cases in this review. One important finding is the 2-fold increase in neurological complication, and a 1.5-fold increase
in those that had TM in females compared to males. In addition, the two mortalities were in males. 4. Discussion The large number of case reports and lack of observational
studies was a limitation; consequently, we were unable to conduct any meta-analyses to compare
differences in other TM-associated neurological complications or calculate risks associated with clinical
outcomes. In addition, as would be expected from case reports, several of the population denominators
were not available to identify cases; this could potentially lead to double counting of the same cases. Therefore, it is important that future studies report the number of cases of DF during the time period
so that TM rate can be calculated and compared in different population. 5. Conclusions This review highlights the risk of TM following dengue. Although neurological complications
are rare, especially TM, once set in, they are associated with significant morbidity. A high index of
suspicion is therefore required with careful evaluation and follow-up of patients, as well as, prompt
management to enhance recovery. Author Contributions: N.B. reviewed the literature, analysed the data, was involved in the interpretation of
the data, writing the report (including the first draft), coordinated the production of the manuscript, had full
access to all the data in the study, takes responsibility for the integrity and accuracy of the data analysis and
approved the final manuscript as submitted. D.A. and O.O. carried out the initial analyses, were involved in
the interpretation of the data and writing of the report and approved the final manuscript as submitted. G.O. conceptualised and designed the study, was involved in the interpretation of the data and writing the report,
coordinated the production of the manuscript, had full access to all the data in the study, takes responsibility for
the integrity and the accuracy of the data analysis and approved the final manuscript as submitted. All authors
approved the final manuscript submitted and also agreed to be responsible for all aspects of the work. Funding: No external funding was received for the design, conduct of the study, collection, management, analysis,
and interpretation of the data; preparation, review or approval of the manuscript; and decision to submit the
manuscript for publication. Conflicts of Interest: The authors declare no conflicts of interest. 9 of 11 Pharmacy 2019, 7, 3 Pharmacy 2019, 7, 3 Appendix A Appendix A pp
Table A1. FreeText and MeSH search terms. Category
Search Terms
Transverse Myelitis
“transverse myelitis” or “myelitis” or “TM” or “*Myelitis, Transverse/”
Dengue Virus
“DEN” or “DHF” or “*Severe Dengue/” or “*Dengue Virus/*
Table A2. FreeText and MeSH search terms results. Search
Results
Transverse Myelitis Category
146,970
Dengue Virus Category
83,794
Transverse Myelitis AND Dengue Virus Category (ENG)
226
(Additional publications from contacts)
16
Duplicates Removal (62)
180
Limits Applied and Studies Removed (136)
44
Title and Abstract Exclusion (18)
26
Full Text Exclusion (1)
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Scott, T.W.; Hay, S.I. Refining the global spatial limits of dengue virus transmission by evidence-based
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characterization of dengue viruses circulating during 2009–2012 in Uttar Pradesh, India. J. Med. Virol. 2015,
87, 68–75. [CrossRef] [PubMed] Afreen, N.; Deeba, F.; Naqvi, I.; Shareef, M.; Ahmed, A.; Broor, S.; Parveen, S. Molecular investigation o
2013 dengue fever outbreak from Delhi, India. PLOS Curr. Outbreaks 2014, 6. [CrossRef] [PubMed] 39. An, J.; Zhou, D.S.; Kawasaki, K.; Yasui, K. The pathogenesis of spinal cord involvement in dengue virus
infection. Virch. Arch. 5. Conclusions 2003, 442, 472–481. 40. Regitz-Zagrosek, V. Sex and gender differences in health: Science & Society Series on Sex and Science. EMBO
Rep. 2012, 13, 596–603. 41. Zandman-Goddard, G.; Peeva, E.; Rozman, Z.; Ben-Zvi, I.; Langevitz, P.; Shvartser, Y.; Amital, D.; Amital, H.;
Kivity, S.; Lidar, M.; et al. Sex and gender differences in autoimmune diseases. In Sex and Gender Aspects in
Clinical Medicine; Springer: London, UK, 2012; pp. 101–124. 42. Lahat, E.; Pillar, G.; Ravid, S.; Barzilai, A.; Etzioni, A.; Shahar, E. Rapid recovery from transverse myelopathy
in children treated with methylprednisolone. Paediatr. Neurol. 1998, 19, 279–282. [CrossRef] © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Deviation from target capital structure as a factor of acquisition decisions in European developed markets
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ARGUMENTA OECONOMICA
No 1 (46) 2021
PL ISSN 1233-5835 ARGUMENTA OECONOMICA
No 1 (46) 2021
PL ISSN 1233-5835 ARGUMENTA OECONOMICA
No 1 (46) 2021
PL ISSN 1233-5835 Ana Mugoša*, Saša Popović* DEVIATION FROM TARGET CAPITAL STRUCTURE
AS A FACTOR OF ACQUISITION DECISIONS
IN EUROPEAN DEVELOPED MARKETS The purpose of this paper is to examine the causal relation between deviations from target
capital structure (leverage deficit) and acquisition choices in capital markets in Western Europe. The analysis is conducted using a sample of 921 large companies, which represents a strong and
solid base for testing target capital structure and takeover interdependence, as the focus is on the
period when half of the largest M&A deals in Western Europe occurred. This study found that
leverage deficit is a crucial determinant of acquisition choices and market reaction on acquisition
announcements, measured by CARs to bidders. Companies that are underleveraged relative
to their target capital structure have a higher probability of undertaking acquisitions. On the
other hand, the market reacts unfavourably to acquisition announcements of underleveraged
acquirers – overleveraged companies undertake the most value-enhancing acquisitions, whilst
underleveraged companies make poor acquisition choices. This paper enriches the literature
by empirically extending the understanding of how managers make investment decisions in
relation to capital structure, and how capital markets assess the impact of these investments. Keywords: capital structure, acquisitions, leverage deficit, Western Europe, capital marke
cumulative abnormal returns.i JEL Classification: G10, G14, G15, G30, G32, G34
DOI: 10.15611/aoe.2021.1.03 JEL Classification: G10, G14, G15, G30, G32, G34
DOI: 10.15611/aoe.2021.1.03 JEL Classification: G10, G14, G15, G30, G32, G34
DOI: 10.15611/aoe.2021.1.03 * Faculty of Economics, Department of Finance, University of Montenegro, Montenegro. 1. INTRODUCTION This paper aims to fill the gap in the analysis of shaping capital structure in
relation to M&A, by enriching the existing research with the leverage deficit
concept, and estimating the effects of management investment decisions in
European capital markets. Corporate restructuring through acquisitions represents the primary way in
which companies may increase business value and provide returns to their
shareholders. Being the largest investment decisions that companies can make,
acquisitions are very complex transactions which require both decision- 54 A. MUGOŠA, S. POPOVIĆ making on strategy choice and sources of finance. Numerous studies (Andrade
et al., 2001; Eckbo, 2009; Martynova and Renneboog, 2009; Hu and Yang,
2016) have highlighted the strong relation between capital structure (sources
of finance) and corporate takeovers. Even though these topics have been
examined over the years, there are only a few academic papers that analysed
target capital structure as a factor of the acquisition decision-making process
(Maloney et al., 1993; Harford et al., 1999; Uysal, 2007, 2011; Harford, 2009). It is important to point out that Uysal (2007, 2011) gave the first results on the
effect of leverage deficit (the deviation from target debt or leverage) on
acquisition decisions and no similar research has been conducted after 2011
(to the best of this author’s knowledge). The paper represents one of the most
cited and influential articles in the field of M&A and target capital structure
interdependence. To sum up, there is an evident lack of such research in developed countries
of Western Europe, with only a few research papers analysing the relation
between target capital structure and acquisition choices, and only one which
gives the results on the actual impact of leverage deficit on acquisition
decisions. The optimal choice of the financial resources mix has become one
of the most crucial scientific dilemmas, overcoming its basic function of debt
and equity choice. The issue of optimal capital structure has been the focus of
numerous financial studies, yet it still remains unresolved. Considering these facts, this paper aims to shed light on the causal relation
between the leverage deficit of the bidder and the resulting acquisition choices
made accordingly, as well as to test the market reaction, measured by changes
in the bidders’ stock price in Western Europe. The analysis focuses on the
period of 2003-2010, which incorporates the sixth M&A cycle. 1 Bloomberg database and Institute for Mergers, Acquisitions and Alliances, IMAA; https://
imaa-institute.org/mergers-and-acquisitions-statistics/ 1. INTRODUCTION Even though
it is important to have an up-to-date sample, the relevant research regarding
M&A consists of the periods with important changes in M&A transactions –
seven of the ten largest M&A deals worldwide were completed from 1998 to
2007, and five of the ten largest M&A deals in Western Europe were completed
in 2003-20101. Consequently, this sample represents a strong and solid base
for the estimation of target capital structure. Additionally, it is also extremely
important to analyse previous periods, in order to understand the causes of the
current results in the M&A segment. This paper tests two research questions/hypotheses:ii 1. Is leverage deficit a significant factor in the process of acquisition
choices (are underleveraged companies more acquisitive)? 55 DEVIATION FROM TARGET CAPITAL STRUCTURE... 2. How do capital markets react to the acquisition announcements of
underleveraged companies? 2. How do capital markets react to the acquisition announcements of
underleveraged companies? The research is based on prior analysis conducted by Uysal (2007, 2011). The first part of the analysis tested the probability of acquisition depending on
the acquirers’ leverage deficit. In the second part, the market reaction to the
acquirers’ announcements was tested, calculating the cumulative abnormal
returns to bidders over a five-day event window. The sample consists of 921
large bidders, which gives the possibility to precisely test debt ratios, as large
companies are prone to significant changes in capital structure, especially
during corporate takeovers. Compared to previous research (Mugoša, 2015),
this study used the estimation of capital structure determinants as a crucial
factor to determine leverage deficit and to generate a completely new and
more complex methodology and analysis –to test the probability of making an
acquisition depending on the deviations from target debt ratio, and the capital
market’s reactions to these announcements. The contribution of this paper is in the estimation of the target capital
structure and investment decisions’ interdependence in the developed
European markets, which has not been researched as much as North American
market, specifically in the context of fluctuations in actual debt ratio (leverage
deficit). Furthermore, mergers and acquisitions are a vital part of today’s
global economy across various industries. This is the reason why these
transactions are very interesting to focus on in research. Additionally, detailed
and comprehensive data generated from acquisitions createsthe opportunity to
conduct objective and in-depth analysis. 2. THEORETICAL BACKGROUND Starting from Miller and Modigliani (1958) and the irrelevance proposition,
capital structure research has been continuously conducted over five decades,
leading to the formulation of contemporaneous models and theories. The
central theme analysed in the literature is the possibility of capital structure
optimization. A comprehensive model which incorporates all empirical
observations does not exist, therefore each company must develop financial
flexibility and set targets under imposed specific conditions (Myers, 1984).l Empirical research suggests that the real situation on the market is reflected
in the mix of different theories (Graham and Harvey, 2001; Bancel and Mittoo,
2004; Brounen et al., 2006). Testing the application of capital structure
theoretical concepts showed that companies, especially large ones, define
target debt ratio, ranging from strict or somewhat strict to flexible. On the
other hand, the main factors affecting capital structure decisions are financial
flexibility (preserving unused debt capacity) and credit rating. This means that
depending on financial flexibility, transactions, agency and financial distress
costs, companies tend to adjust their target capital structure (Kayhan and
Titman, 2007). The results lead to the conclusion that empirical evidence is
not in favour of any single theory. Still, it is important to notice that the finance
theory is more applicable regarding larger companies and that the majority of
companies have target debt ratios. p
g
Various studies (Hovakimian et al., 2001; Fama and French, 2002; Leary
and Roberts, 2005; Kayhan and Titman, 2007; Uysal, 2007, 2011; Harford et al.,
2009; Hernádi and Ormos, 2012; Tao et al., 2017) found that companies adjust
capital structure and move towards target debt ratios, specifically due to
different corporate activities. Bearing in mind that capital structure is an
important factor in determining if a company becomes a target or bidder,
adjusting capital structure can be used as a financial motive prior to, and post
M&A transaction. The findings from Yang (2011) suggest that companies
approach their target leverage ratios when acquiring other firms. Vermaelen
and Xu (2014) state that acquirers in 80% of cases move toward target debt
ratios and that the payment made in cash, which is mostly used by
underleveraged bidders, is common compared to equity financing. Bidders
have significantly lower leverage ratios, while in the meantime a larger
financial slack, prior to acquisitions. Accordingly, cash-rich bidders are more
likely to acquire a slack-poor target, due to the greater access and availability
of financial sources (unused debt capacity). 1. INTRODUCTION The empirical verification of the
model could be of use for managers in the process of evidence-based capital
structure decision-making, by facilitating the decision as to what are the most
important factors of optimal capital structure, and how this structure can
accordingly impact on future investment decisions. Finally, the results of this
research could be used in order to make a comparison with the US research (to
test the differences between these two markets), taking into account the global
investments of multinational companies, as well as to call for this analysis in
Central and Eastern Europe. The reminder of the paper is organized as follows: Section 2 presents the
relevant theoretical and empirical evidence concerning capital structure and
corporate restructuring. Section 3 describes the used methodology (FGLS –
target debt estimation, probability analysis, event study). Section 4 generates
the results and discussion. Section 5 provides the final conclusion and direction
for future research. 56 A. MUGOŠA, S. POPOVIĆ 2. THEORETICAL BACKGROUND Leary and Roberts (2005) also
confirm adjustments toward an optimal range of capital structure, due to
possible profitable investments, whereas it is important to increase financial 57 DEVIATION FROM TARGET CAPITAL STRUCTURE... flexibility. Higher financial flexibility definitely goes along with lower
leverage, which is essential to acquirers when deciding to enter in the process
of M&A (Bouraoui and Li, 2014).i Uysal (2007, 2011) specifically emphasizes the importance of the link
between the deviations from target capital structure or leverage deficit and
corporate investments. The current capital structure may impact on future
investment opportunities or M&A, especially when financial flexibility varies
depending on present market frictions (Baker and Martin, 2011). Constrained
financial flexibility leads to a deviation from target debt ratio, which
consequently may determine the possibility of the company to engage in
M&A activities, as well as define its position in these transactions – being a
bidder or a target. This is why a deviation from the target capital structure
plays an important role in corporate investment decisions. For example, an
overleveraged company will probably be unable to perform a takeover, being
a cash-poor firm, and in this situation it is forced to use equity financing,
which is the costliest source of financing. These companies are less likely to
engage in M&A activities, compared to underleveraged or cash-rich firms. Accordingly, the results from Uysal’s (2007) research suggest that
underleveraged companies are more acquisitive (one standard deviation
decrease in leverage deficit increases the likelihood of making an acquisition
by 7.4%). Underleveraged companies have higher financial flexibility and
more financing sources available. The author also concluded that
underleveraged bidders acquire larger targets and engage in the process of
acquisition more frequently. However, a challenging and very important question in this context is,
what are the valuation effects on capital markets when considering the capital
structure’s impact on M&A transactions (bidder’s performance)? M&A’s
basic goal is to produce positive effects and increase the value of a new
company through synergy. Due to market imperfections, these transactions
will be assessed according to the chosen financial mix, with respect to the
agency costs. It must be taken into account that stock prices play an important
role in determining capital structure, especially if the company considers
issuing equity. This is why changes in stock prices must be considered in order
to test the success of transaction. 2. THEORETICAL BACKGROUND M&A valuations are mostly estimated using
an event study, measuring the cumulative abnormal returns of acquirers around
the event of takeover. Uysal (2007, 2011) indicated that stock prices decrease
in cases of acquisition announcements of underleveraged companies. This
result is consistent with Jensen’s (1986) free cash flow hypothesis, which
states that cash-rich firms may make negative investment choices that benefit
them personally, namely the increase of free cash flow agency costs. Various 58 A. MUGOŠA, S. POPOVIĆ studies focused on the impact of leverage on the returns of both the bidder and
the target. Maloney, McCormick and Mitchell (1993) reported higher
acquisition returns with the greater increase in bidders’ leverage. Smith and
Kim (1994) found that the average returns of bidders with high free cash flows
are negative, which leads to inefficient NPV choices (paying too much for a
target). This means that slack-poor bidders (higher leverage) have higher
positive total returns. As the authors stated, restraining management by
decreasing liquidity and increasing leverage in companies with high free cash
flows, will increase the shares’ value. Consistent with the arguments of Jensen
(1986), Kang (1993) reported that the returns of Japanese bidders when they
acquire US targets, increase with the bidders’ total debt (additionally, the ties
to financial institutions and the depreciation of the dollar had a positive effect
on the bidder’s returns). The research most closely related to Uysal’s paper,
conducted by Harford (1999), also resulted in a negative market reaction to
acquisition announcements of cash-rich firms, whereas cash-richness was a
strong predictor of the acquisition likelihood. The evidence from this paper
was consistent with the explanatory power of the free cash flow hypothesis. Yet Harford did not apply deviations from target capital structure as a factor,
but focused on the deviation of a firm’s cash reserves from its predicted
optimal level. Harford, Klasa and Walcott (2009) implemented deviations
from the target capital structure, and their evidence is in line with the previously
considered abnormal returns, as well as with the trade-off theory, as bidders
rebalance capital structure towards the target after the takeover. The more
recent paper by Beschwitz (2018) concluded that cash windfalls cause the
decrease of abnormal returns to bidders (overinvestment). These results are
consistent with the view that high leverage can be used as a disciplinary
mechanism that will decrease agency costs and problems between managers
and shareholders. 2. THEORETICAL BACKGROUND The general conclusion is that leverage plays an important role in the
process of acquisition choices and outcomes. Lower leverage means the higher
probability of acquisitions, while increased leverage is associated with higher
abnormal returns, indicating that managers have made investments which
increase shareholders’ value (Durand et al., 2016; Uysal, 2007, 2011; Ahmed
and Elshandidy, 2018). Finally, the leverage deficit can be used as an efficient
and significant determinant, because it subsumes the effects of both excess
cash reserves and leverage. The importance of leverage as a factor of
investment decisions was also confirmed in the paper by Harford and Uysal
(2014), which broadened the analysis to the impact of debt market access on
the ability to make investments. The results suggest that constrained access to
debt leads to underinvestment. 59 DEVIATION FROM TARGET CAPITAL STRUCTURE... The findings of this paper aim to solve the research gap found in the relation
between the deviations from the target capital structure and M&A in Western
European capital markets. 2.1. Determinants of target debt ratio POPOVIĆ implying a negative relation between stock returns and debt (Hovakimian et al.,
2001; Baker and Wurgler, 2002; Welch, 2004; Uysal, 2007). Stock return is
defined as the average adjusted percentage annual stock return. Size represents another important factor of capital structure. Large
companies have less volatile cash flows, lower bankruptcy and financial
distress costs, and easier access to sources of financing (Rajan and Zingales,
1995; Uysal, 2007, 2011; Frank and Goyal, 2009; Kirch et al., 2012). Easier
access to creditors is gained through the more transparent and diversified
business of these companies, compared to small ones, which decreases
information asymmetry and agency costs (large companies’ shares are often
traded in the stock market). This implies a positive correlation between size
and target leverage. The impact of size determinant is proxied by the natural
logarithm of sales.i Profitability is assumed to be positively correlated to debt, as more
profitable firms are less prone to bankruptcy (Frank and Goyal, 2009). On the
other hand, firms prefer internal over external funds (according to the pecking-
order theory) and this fact suggests a negative relation between profitability
and target debt ratio (Kędzior, 2012). Profitability will be proxied by earnings
before taxes, preferred dividends and interest payments over total assets. i Product uniqueness is a measure of the unique and specific business
(production, distribution). Unique products require higher costs of production
and trade, leading potentially to higher costs of bankruptcy and financial
distress (Titman and Wessels, 1998). Consequently, access to creditors is
limited, decreasing target leverage ratio. Thus it is assumed that uniqueness
and leverage are negatively correlated. The proxy for this determinant will be
the ratio of research and development (R&D) expenditure to total assets. 2.1. Determinants of target debt ratio In order to estimate the effects of leverage deficit on acquisition choices,
target debt ratio is regressed on a set of potential determinants of capital
structure, used in previous studies (Rajan and Zingales, 1995; Hovakimian et
al., 2001; Uysal, 2007). The determinants will include proxies for tangibility
(tangible assets ratio), growth, size, profitability and product uniqueness. The
first four determinants are included in the core model of leverage (Frank and
Goyal, 2009), a model which consists of the most important capital structure
factors. The reasoning behind this model is the fact that these variables/factors
explain over 30% of variations in leverage. The results from previous studies
show that tangibility, growth, size and profitability are constantly applied in
models, whereas other factors vary depending on the specific research
(expected inflation, tax rates, product uniqueness, cash flow volatility etc.). Tangibility of assets represents an important capital structure determinant,
as companies with a higher share of tangible assets are likely to have higher
leverage. Tangible assets as collateral provide better access to creditors, lower
bankruptcy and financial distress costs. When the debt issued is secured by the
property with known values (liquid assets), these firms are more likely to have
lower bankruptcy and agency costs, and hence higher target debt ratios (Titman
and Wessels, 1998; Uysal, 2007). On the other hand, if the structure of debt is
being considered (short-term debt), the specific industry of the company
(illiquid assets), tightened banks’ credit activity and the illiquid capital market,
collateral can be negatively related to target debt ratio. In this study, the ratio
of tangible assets to the book value of total assets will be used as a proxy for
tangibility. Company’s growth affects capital structure. High level of leverage could
potentially limit growth and prevent future profitable investment. The costs
associated with the agency conflict are particularly higher for growing firms
and industries (Titman and Wessels, 1998; Uysal, 2007; Kirch et al., 2012). Accordingly, it can be assumed that growth opportunities will be negatively
related to target debt. ‘Market to Book’ (ratio of company’s market value to its
total assets) and ‘Total Return’ (average stock price return) were used as proxies
for growth (Uysal, 2007). Changes in stock prices can significantly impact
capital structure as they serve as a proxy of the company’s market performance. Sudden increases in stock prices (stock run-ups) cause shares issuance, 60 A. MUGOŠA, S. 3.1. Sample selection The estimation of target leverage ratio was conducted through the analysis
of the annual panel data of companies in Western Europe covering the period
from 2003 to 2010. As mentioned in the introduction, this sample represents a
solid base for the analysis of target capital structure, as the majority of the
largest M&A deals in Western Europe were completed in that period. The data
was generated from Bloomberg Annual Files. Companies which met the
following criteria were included in the sample: 1. actively trading stocks in observation period; 2. companies domiciled in Western Europe; 61 DEVIATION FROM TARGET CAPITAL STRUCTURE... 3. companies not operating within the financial sector and regulated
utilities; 4. types of securities traded are common stocks;i 5. the value of sales in the fiscal year 2010 was greater than or equal to 50
million euros2;i 5. the value of sales in the fiscal year 2010 was greater than or equal to 50
million euros2;i 6. market capitalization in the fiscal year 2010 was greater than or equal to
400 million euros3. 6. market capitalization in the fiscal year 2010 was greater than or equal to
400 million euros3. After meeting these criteria, the sample created consisted of 921 large
companies that were engaged in acquisition activities. Large companies provide
the possibility to precisely test debt ratios, as they are prone to significant
changes in capital structure especially during corporate restructuring. Target
leverage ratio was estimated by testing following fundamental capital structure
indicators/determinants: 1. Book leverage (BL) defined as Total Liabilities over Total Assets.i 2. Tangibility (TA) defined as Tangible Assets over Total Assets.i 3. Market to Book (MB) defined as Total Market Value over Total Assets. 4. Sales are the natural logarithm of Sales, Revenue or Turnover.ii 5. Profitability defined as EBITDA over Total Assets.i 6. Product Uniqueness (PU) defined as R & D Expenditures over Total
Assets. 7. Total Return /average stock returns (TR). 7. Total Return /average stock returns (TR). 2 Based on the rules adopted by the European Commission in 2005, still in force, a company is
defined as small and medium sized (SME) if its annual income from sales is less than or equal
to 50 million euros.
3 Even though there is no consensus on a lower and upper market capitalization limit, this value
for SMEs in Western Europe ranged, on average, from 100 to 200 million euros, while in 2010
it amounted to 400 million euros on average. These companies were excluded from the sample
for two reasons: (1) to focus on financially stable companies, which are most probably large
companies; (2) a negligible proportion of small companies would, through extreme values in
the model, create the effect of noise (noisy variables). to 50 million euros.
3 Even though there is no consensus on a lower and upper market capitalization limit, this value
for SMEs in Western Europe ranged, on average, from 100 to 200 million euros, while in 2010
it amounted to 400 million euros on average. These companies were excluded from the sample
for two reasons: (1) to focus on financially stable companies, which are most probably large
companies; (2) a negligible proportion of small companies would, through extreme values in
the model, create the effect of noise (noisy variables). 2 Based on the rules adopted by the European Commission in 2005, still in force, a company is
defined as small and medium sized (SME) if its annual income from sales is less than or equal
to 50 million euros.
3 Even though there is no consensus on a lower and upper market capitalization limit, this value
f
SME i W t
E
d
f
100 t 200
illi
hil i 2010 3.2. Target debt ratio estimation procedure Previously conducted empirical research suggests that companies have
targets related to debt ratio. US evidence shows (Graham and Harvey, 2001) that
the target exists as strict (10%), somewhat tight (37%) and flexible (37%). In
Europe, approximately 75% of companies have somewhat tight to flexible target
debt ratios (Bancel and Mittoo, 2004; Brounen et al., 2006). Accordingly, the
adjustments and deviations from target debt ratios can be explained by various
theoretical reasons: information asymmetry, market timing, free cash flow etc. Consistent with empirical research and capital structure theoretical concepts, 62 A. MUGOŠA, S. POPOVIĆ in the first phase the target or optimal leverage ratio is estimated by regression
of book leverage of company i on a vector of explanatory variables: 1
2
3
4
5
6
. &
i
i
i
i
i
i
i
i
i
i
i
Tangible Assets
Book leverage
Marketto Book
LogSales
Total Assets
Ebitda
R
D
AverageStock Return
Total Assets
Total Assets
=
+
+
+
+
+
+
+
+
α
β
β
β
β
β
β
ε
(1) (1) The model includes book leverage as a dependent variable. First, there is a
mechanical relationship between market leverage and the determinants
expressed in market values (e.g. market to book). If market value increases,
spurious correlation can occur between the variables scaled by market value,
increasing both the left and the right side of regression (Parsons and Titman,
2009). Additionally, due to steep run-ups of stock prices, market leverage
regression results can lead to confusing results, meaning that some firms could
be potentially identified as underleveraged. Finally, studies show that the book
value of leverage proved to be suitable in testing assumptions of capital
structure theories (Fama and French, 2002). In order to capture and control the effects of the time-invariant characteristics
of unobservable firm-specific factors, the model was primarily estimated with
the Fixed-Effects Panel Method (FE). The time-invariant characteristics of
unobservable firm-specific factors explain most of the cross-sectional
variations in capital structure and the potential deviation from the target capital
structure. These characteristics are the company’s sector of activity, managerial
skills, managerial abilities etc. 3.2. Target debt ratio estimation procedure Recent empirical evidence (Flannery and
Rangan, 2006; Lemmon et al., 2008; Chang and Dasgupta, 2011), shed some
light on the reliability of OLS and the Tobit regression and the explanatory
power of capital structure determinants, as these methods estimates may be
biased because of their not controlling for omitted variables (unobservable
firm-specific factors). However, the results of FE were subject to bias, because
FE post-estimation indicated the presence of heteroskedasticity and first-order
autocorrelation. This was the reason to apply the Feasible Generalized Least
Squares Method (FGLS). FGLS allows estimation in the presence of AR(1)
autocorrelation
within
panels
and
cross-sectional
correlation
and
heteroskedasticity across panels. Being based on the calculation of panel-
specific residual variance structure, FGLS could potentially absorb the fixed
effects for the panel variable specified. FGLS is defined as (Baltagi, 2013): (
)
1
FGLS
X
X
X
y
β
−
′
′
=
Ω
Ω, (
)
1
FGLS
X
X
X
y
β
−
′
′
=
Ω
Ω,
(2) (2) where: X represents independent variable, Y dependent variable and Ω
covariance matrix of unique errors. where: X represents independent variable, Y dependent variable and Ω
covariance matrix of unique errors. 63 DEVIATION FROM TARGET CAPITAL STRUCTURE... 3.3. Univariate analysis and multivariate analysis – probit This stage of the analysis gave the answer to the first research hypothesis:
is capital structure a significant factor in the acquisition process, and if
confirmed, are underleveraged companies more acquisitive? The probability
of making an acquisition was tested by univariate and multivariate (probit)
analysis. Univariate analysis is a simple form of statistical analysis, which describes
the frequency and distribution of the data. Multivariate models or binary
choice models are applied in cases of a binary dependent variable – a variable
taking the value 0 or 1. The probability of the dependent variable taking one
of two values is estimated using the probit or logit model (Wooldridge, 2012). (
)
(
)
β x
β x
lim Prob γ
1
1 and lim Prob γ
1
0
∞
∞
→+
→−
′
′
=
=
=
=
. (3) (3) The probit model is defined as: The probit model is defined as: (
)
(
)
( )
(
)
β x
β x
2
1
Prob Y
1
exp
t / 2
dt
t dt
β x
2π
∞
∞
φ
φ
′
−
−
′
=
=
−
=
=
′
∫
∫
(4) (4) where: φ(t) is standard normal density, and φ is standard normal cumulative
distribution. Cumulative distribution function for a discrete variable is given by: ( )
(
)
( )
F a
P x a , whereas 0 F a 1
=
≤
≤
≤
. (5) (5) The function is non-decreasing and probability distribution is computed as: The function is non-decreasing and probability distribution is computed as: ( )
i
i
x
a
F a
p
≤
= ∑
. (6) (6) 3.4. Market valuation of M&A – event study Event studies are used to assess the impact of an event (M&A, stock split,
earnings and dividends announcements) on the value of a company and its
stock price. The aim of an event study is to determine whether, due to a certain
event, there exists an abnormal stock price performance or abnormal return,
in the analysed period of time, i.e. an event window. If the market is efficient,
the effects of the event will be immediately reflected in stock price changes. In this manner, in a relatively short period it is possible to observe the
significant economic impact of the event which occurred. The event study was
first applied by Fama et al. (1969), to test the market efficiency or the
adjustment speed of stock prices to stock splits announcements. The authors 64 A. MUGOŠA, S. POPOVIĆ used the market model to assess abnormal returns, now one of the most
common models used. In the first step the expected return on stock i in month
t, E(Rit) is calculated using a benchmark, stock market index Rmt: (
)
it
i
mt
it
E R
R
u
α
β
=
+
+
(7) (7) In the second step, the abnormal return ARit is derived as the difference
between the actual stock return Rit and the expected stock return E(Rit): In the second step, the abnormal return ARit is derived as the difference
between the actual stock return Rit and the expected stock return E(Rit): (
)
it
it
it
AR
R
E R
=
−
(8) (8) Accordingly, one generates average abnormal returns ARt for each company
i in period t (N represents the number of companies): 1
1
N
t
it
i
AR
Ar
N
=
=
∑
(9) (9) Finally, in the third stage the average abnormal returns are added up in
order to obtain cumulative abnormal returns, or the information cumulative
effect on the stock prices. The information effect is measured in period t1-t2
(the days before and after announcement day t0): 2
1
2
1
,
t
t
t t
t t
CAR
AR
=
=∑
(10) (10) The final step is the test of abnormal and cumulative abnormal returns of
statistical significance, using the ordinary least square method. In this context
the results of the event study give the answer to the second research hypothesis
related to the market reaction on the acquisitions announcements. DEVIATION FROM TARGET CAPITAL STRUCTURE... Table 1
Summary statistics of 921 companies from 2003-2010
Value
BL
TA
MB
Log
Sales
Profitability
PU
TR
Number of companies
921
921
921
921
921
921
921
Number of company’s
yearly observations
7048
7048
7048
7034
7048
7048
6508
Average
0.599
0.755
1.378
9.229
0.145
0.020
26.526
Median
0.604
0.832
1.072
9.192
0.128
0.000
21.404
Standard deviation
0.205
0.251
1.635
0.687
0.137
0.057
61.771
Variance
0.042
0.063
2.674
0.472
0.019
0.003
3815.652
Coefficient of variation
0.342
0.332
1.187
0.074
0.945
2.856
2.329
Q1
0.485
0.650
0.748
8.776
0.092
0.000
-4.724
Q3
0.713
0.944
1.603
9.698
0.179
0.020
49.348
Interquartile difference
0.228
0.295
0.855
0.922
0.087
0.020
54.072
Source: author’s calculations. companies being underleveraged or overleveraged. The mean values of
explanatory variables TA, MB, Log Sales, Profitability, PU and TR are 0.755,
1.378, 9.229, 0.145, 0.020 and 26.526, respectively. 4.1. Descriptive statistics The first results are given through the summary statistics of companies
from the sample as shown in Table 1. The book leverage on average amounts to 0.599 with a high standard
deviation of 0.205. The large variance around the mean could imply that
a group of companies potentially deviate from the target debt ratio. Potentially,
one could presume that, according to these changes, the sample consists of DEVIATION FROM TARGET CAPITAL STRUCTURE... 65 4.2. Target leverage ratio estimation In the first phase, FGLS is applied in the target leverage ratio estimation
procedure. The FGLS estimator could inflate the chi-square statistic if the
dummy variables for firm-specific factors are included. Therefore, two models
were estimated: Model 1 without dummy variables and Model 2 including
industry and time dummies (controlling for industry effect and macroeconomic
changes over the years). Table 2 summarizes the results of the coefficient
estimates of the yearly target leverage ratio regressions. The results are similar in Model 1 and Model 2: each determinant is
statistically significant in terms of sign and correlation to target debt ratio. Even though the inclusion of dummies did not significantly impact on the
coefficient results, it did inflate the chi-square statistics (varying from 843.33
in Model 1 to 3596.43 in Model 2). Therefore Model 1 was used as the further
basis for leverage deficit’s impact estimation. 66 66 A. MUGOŠA, S. POPOVIĆ Table 2
Regression estimates of the target leverage ratio using FGLS
Variables
FGLS (1)
FGLS (2)
Tangibility
-0.0143***
-0.00910**
(0.00330)
(0.00362)
Market to Book
-0.00941***
-0.00426***
(0.00114)
(0.00100)
Logarithm of sales
0.0657***
0.0702***
(0.00301)
(0.00311)
Profitability
-0.0759***
-0.0749***
(0.00874)
(0.00866)
Product uniqueness
-0.0875***
-0.0593***
(0.0226)
(0.0191)
Total return
-6.25e-05***
-2.86e-05**
(1.02e-05)
(1.15e-05)
Constant
0.0239
-0.0242
(0.0287)
(0.0294)
Number of observations
6,482
6,482
Number of variables
879
879
Panels
Heteroskedastic
Heteroskedastic
Correlation
Common AR(1) coefficient
for all panels (0.7888)
Common AR(1) coefficient
for all panels (0.7471)
Estimated covariances
879
879
Estimated autocorrelations
1
1
Wald χ2 (6)
843.33
3596.43
Prob > χ2
0.0000
0.0000
Note: Standard errors in parentheses. *** p<0.01, ** p<0.05, * p<0.1/
S
th
’
l
l ti Table 2
Regression estimates of the target leverage ratio using FGLS Table 2 The results of the coefficient estimates are largely consistent with those of
previous studies (Hovakimian et al., 2001; Kayhan and Titman, 2007; Uysal,
2007, 2011; Frank and Goyal, 2009; Hernádi and Ormos, 2012; Kirch et al.,
2012). Target debt ratio increases with sales (0.0657, p-value less than 0.001). Presumably, larger companies have a higher debt capacity and easy access to
sources of finance caused by less volatile cash flows and diversified business
(lower information asymmetry). Market to book has a negative relationship with 67 DEVIATION FROM TARGET CAPITAL STRUCTURE... target leverage (-0.00941, p-value less than 0.001). Highly market valued
companies prefer internal funds or more probably equity issuance. 4.2. Target leverage ratio estimation Reducing
leverage is logical in periods of favourable market conditions (high equity
market value). This result is consistent with market timing (Baker and Wurgler,
2002). Along with market to book, total return (average annual stock return) is
a proxy for growth and is negatively correlated to target debt ratio (-6.25e-05,
p-value less than 0.001). An increase in stock prices, according to financing
hierarchy, leads to equity issuance. A negative correlation between leverage
and growth confirms the assumptions of market timing theory (managers are
reluctant to issue equity when it is under-priced). The regression estimates
show a statistically significant and negative correlation between profitability
and target leverage ratio (-0.0759, p-value less than 0.001). Highly profitable
companies are cash-rich firms which prefer the hierarchy in financing,
exploiting retained earnings and internal sources. As for product uniqueness,
the regression coefficient of -0.0875 (p-value less than 0.001) demonstrates
that unique production and high R&D expenses are mostly related to high
growth and profitable companies. Highly levered companies are not able to
finance these activities. The difference when compared to previous studies is only found in relation
between tangibility and target leverage (-0.0143, p-value less than 0.001). The
main explanation for this result can be found in the period covering the
analysis, the sixth M&A cycle 2003-2010, which included the global financial
crisis. The crisis and post crisis-period were characterized by higher interest
rates and tightened credit markets. Moreover, as stated by Lauk (2014), the
European Central Bank stimulated short-term funding in the last decade. Companies were largely issuing Commercial Papers (short-term debt),
refinancing long-term with short-term debt. Refinancing may happen
especially in periods when companies expect a deterioration of cash flows
over time (just before and after the crisis). Changing the debt maturity structure
is an efficient tool of decreasing the cost of debt and increasing shareholder
value. During the recovery period, the growth of the economy is anticipated
and stock prices are expected to rise (Drobetz et al., 2007). Therefore,
companies are motivated to time the market and issue equity (decreasing
leverage),specifically, large and faster growing companies as acquirers, adjust
rapidly and have higher financial flexibility in recovery periods. Additionally,
from 2000 onwards, classical collateral is no longer sufficient – expected cash
flow trends and balance sheet strength became crucially important as collateral
(Sherman, 2010). The majority of acquisition from the sample were performed
by highly profitable companies. 68 A. MUGOŠA, S. 4.2. Target leverage ratio estimation POPOVIĆ Finally, the heterogeneity of economic development across the countries
of Western Europe (e.g. the UK, Germany, and France, compared to Italy,
Spain) represents an important factor of capital structure decisions. Capital
structure choices are made differently in each country, depending on the level
of progress in capital market development, availability of financing sources,
corporate governance, legal environment etc. (Xie et al., 2017). European
evidence showed that institutional and regulatory framework impact on
capital structure policy and decisions over debt issuance (Bancel and Mittoo,
2004). Koralun-Bereźnicka (2017) argues that capital structure in Europe
considerably depends on the country in which the company operates, also
highlighting the importance of company size and specific industry factors. In
line with these results, De Jong et al. (2008) confirmed the importance of
firm-specific and country-specific factors as factors of leverage, on a sample
of firms on a global level. Kirch et al. (2012) concluded that firm-specific
characteristics represent the main factor in the process of capital structure
selection. All of these arguments can be a potential cause of tangibility
coefficient’s negative sign. 4.3. Estimation of probability of making an acquisition depending
on leverage deficit – univariate and multivariate analysis In the second phase, the leverage deficit variable is used in an estimation
of the likelihood of making an acquisition. Leverage deficit is defined as
the actual leverage ratio minus the estimated target leverage. If the actual
leverage ratio is higher than estimated, the company is considered to
be overleveraged. However, if actual leverage ratio is lower than estimated,
the company is defined as underleveraged. More precisely, firms in the first
(fourth) quartile have the lowest (largest) leverage deficit and are defined
as underleveraged (overleveraged). Table 3 summarizes leverage deficit
descriptive statistics. Even though the mean value of leverage deficit equals zero (on average,
actual leverage is equal to target leverage), the large standard deviation of
18.6% implies that the sample consists in companies whose debt deviates
from target debt ratio. More precisely, 25% of companies are underleveraged
by less than -11.2% (Q1), whilst other, 25% of companies from the sample,
are overleveraged by more than 9.8% (Q3). Accordingly, companies tend to
change and adjust capital structure in the process of corporate restructuring
(acquisitions). These changes are evident in the figure below. DEVIATION FROM TARGET CAPITAL STRUCTURE... 69 DEVIATION FROM TARGET CAPITAL STRUCTURE... DEVIATION FROM TARGET CAPITAL STRUCTURE... 69
Table 3
Leverage deficit descriptive statistics
Value
Leverage deficit
Mean
9.19e-12
Median
0.00062
Standard deviation
0.186
Variance
0.034
Range
3.731
Min
-0.540
Max
3.190
Coefficient of variation
2.02e+10
Q1
-0.112
Q3
0.098
Interquartile range
0.210
Source: author’s calculations. -.1
0
.1
.2
2003
2004
2005
2006
2007
2008
2009
2010
Mean
Standard deviation
Q1
Q3
Fig. 1. Leverage deficit mean, standard deviation, Q1 and Q3
Source: author’s own. Deviations (Q1 and Q3) are present in the whole period of analysis yet Table 3
Leverage deficit descriptive statistics
Value
Leverage deficit
Mean
9.19e-12
Median
0.00062
Standard deviation
0.186
Variance
0.034
Range
3.731
Min
-0.540
Max
3.190
Coefficient of variation
2.02e+10
Q1
-0.112
Q3
0.098
Interquartile range
0.210
Source: author’s calculations. Table 3
Leverage deficit descriptive statistics
Value
Leverage deficit
Mean
9.19e-12
Median
0.00062
Standard deviation
0.186
Variance
0.034
Range
3.731
Min
-0.540
Max
3.190
Coefficient of variation
2.02e+10
Q1
-0.112
Q3
0.098
Interquartile range
0.210
Source: author’s calculations. Table 3 -.1
0
.1
.2
2003
2004
2005
2006
2007
2008
2009
2010
Mean
Standard deviation
Q1
Q3
Fig. 1. Leverage deficit mean, standard deviation, Q1 and Q3
Source: author’s own. Fig. 1. Leverage deficit mean, standard deviation, Q1 and Q3
Source: author’s own. Deviations (Q1 and Q3) are present in the whole period of analysis, yet,
from 2005, deviations are larger in Q1 (underleveraged group). The mean
value of leverage deficit was negative during 2007, 2009 and 2010. It is
obvious that large acquirers from the sample have rebalanced their capital 70 A. MUGOŠA, S. POPOVIĆ structure prior to acquisition announcements. Furthermore, in 2007 financial
markets’ credit activity was tightened, which additionally impacted on the
level of leverage. In line with the probability analysis, it is worth applying both probability
analyses, univariate and multivariate. Univariate demonstrates companies’
characteristics by leverage deficit quartiles (by quartiles companies are divided
in two groups: underleveraged and overleveraged). The results are shown in
Table 4. As quartiles are quantiles that divide data series in four equal
categories, the mean values of variables are given in four categories of book
leverage deficit: K1 (−∞, Q25], K2 (Q25, Q50], K3 (Q50, Q75], K4 (Q75,
+∞). Testing the statistical difference of means was performed applying
multivariate tests: Wilks’ lambda, Pillai’s trace, the Lawley-Hotelling trace,
and Roy’s largest root. DEVIATION FROM TARGET CAPITAL STRUCTURE... The results confirm that the mean differences from K1-
K4 are statistically significant at the 1% level, except for the total return. Table 4
Firm characteristics by book leverage deficit quartiles
Leverage deficit quartiles
Variables
K1
K2
K3
K4
Book leverage
0.375
0.543
0.649
0.801
Tangibility
0.772
0.740
0.747
0.769
Market to book
1.670
1.385
1.279
1.378
Logarithm of sales
9.192
9.303
9.304
9.211
Profitability
0.167
0.148
0.131
0.135
Product uniqueness
0.024
0.021
0.016
0.0192
Total return
24.897
29.069
25.204
27.011
Source: author’s calculations. Table 4 Firm characteristics by book leverage deficit quartiles Comparing the variables from K1 to K4, it can be concluded that companies
from K1 are performing better: lower leverage, higher market to book (growth),
higher R&D expenses (by 0.5% on average) and higher profitability (by 3% on
average). Tangibility and sales values are similar across the categories. On the
other hand, the better performance of overleveraged companies is found in the
capital market (the return is 2% higher in K4 on average). Even though mean
values may potentially imply the higher probability of underleveraged
companies to undertake an acquisition, these values do not always change
monotonically by leverage deficit categories. This is why multivariate analysis
(probit) was applied. In order to contribute to the objectivity of the results, two
models using probit methodology were tested. 71 DEVIATION FROM TARGET CAPITAL STRUCTURE... To obtain more precise results, probit model tested the marginal effects of
variables (Uysal, 2007, 2011). The marginal effects of continuous variables
were computed at the sample means of the data, while the marginal effects of
binary variables as the difference between cumulative distribution functions
for discrete changes of dummy variables in interval from 0 to 1. The probability
of acquisition is related to the success of the undertaken acquisitions. In the
case of a successful transaction, the dependent variable takes value 1, and in
the case of an unsuccessful transaction, the dependent variable takes value 0. The explanatory variables included in the model are leverage deficit, size,
growth and profitability. Previously conducted studies (Datta et al., 2001;
Officer,2003; Moeller et al., 2004) showed that big companies have a well-
diversified business portfolio, stable cash flows and easy access to sources of
financing. Furthermore, acquisition value depends on the acquirer’s and
target’s growth perspective (Smith and Kim, 1994). Finally, financial-slack
rich bidders will create higher acquisition worth, specifically when acquiring
financial slack-poor targets. DEVIATION FROM TARGET CAPITAL STRUCTURE... The model is defined by: (
)
(
)
0
1
1
1
i
P acquistion
leveragedeficit
Z
φ β
β
β
=
=
+
+
,
(11) (11) where: Zi is vector of explanatory variables and, a φ is cumulative normal
distribution function. In order to capture more precisely the effect of leverage
deficit, this variable is transformed in dummy variable underleveraged
companies, taking the value of 1 for Q1 leverage deficit values, and 0 for all
other values. Therefore, the other model is defined as follows: (
)
(
)
0
1
1
1
i
P acquistion
underleveraged companies
Z
φ β
β
β
=
=
+
+
, (12) (12) where: Zi is vector of explanatory variables and, a φ is cumulative normal
distribution function. The results of the probabilities of both models are given
in the following table.ii The first hypothesis is confirmed: the results prove the higher probability
of acquisition for the subgroup of underleveraged companies. According
to Model 1, the increase of variable underleveraged companies increases
the probability of acquisition by 5.42%. A statistically significant and positive
relation was found between size, profitability and acquisition probability. It could be concluded that in the region of Western Europe, more success in
acquisition process is had by larger and more profitable companies. The variables, growth and average return, have a positive sign but there is
no evidence on the statistically significant impact on acquisition probability. 72 72 A. MUGOŠA, S. POPOVIĆ Table 5
Probability of undertaking an acquisition depending on leverage deficit
Variable
Model 1
Model 2
Underleveraged companies
0.0542***
(0.00905)
Market to book (growth)
0.00390
0.00639
(0.00450)
(0.00507)
Sales (size)
0.0113*
0.0119*
(0.00655)
(0.00650)
Profitability
0.154***
0.170***
(0.0578)
(0.0595)
Total return (growth)
3.86e-05
2.96e-05
(7.08e-05)
(7.06e-05)
Leverage deficit
-0.0248***
(0.00850)
Number of observations
6,380
6,380
Pseudo R2
0.0054
0.0056
Prob > χ2
0.0000
0.0000
Notes: Standard errors in parentheses/ *** p<0.01, ** p<0.05, * p<0.1
Source: author’s calculations. Table 5 A strong negative relation between leverage deficit and acquisition
probability was found in Model 2. The increase in leverage deficit by one
standard deviation decreases the probability of acquisition by 2.48%, i.e. companies with higher target debt ratios (overleveraged) are less likely
to make an acquisition. The coefficients sign and statistical significance
of explanatory variables is the same as in Model 1. ••
defining the number of observations: 2028, as several bidders undertook
more than one acquisition; Source: author’s calculations. 4.4. Estimation of the effects of acquisition announcements
on capital markets – CAR estimation The aim of this research stage was to assess the market reaction to the
acquisition announcements, measured by bidders’ cumulative abnormal
returns. The results of the test answer if there exists a statistically significant
relation between CAR and leverage deficit, and if confirmed, is it negative or
positive. The test was conducted by applying an event study and consisted of
several steps: p
••
defining the number of observations: 2028, as several bidders undertook
more than one acquisition; ••
defining the number of observations: 2028, as several bidders undertook
more than one acquisition; 73 DEVIATION FROM TARGET CAPITAL STRUCTURE... ••
estimation window was defined in intervals of 250 to 50 days [-250, -50]
before the announcement date of acquisitions. The companies without
a sufficient number of observations were excluded, and the final number
of transactions amounted to 1564; ••
estimation window was defined in intervals of 250 to 50 days [-250, -50]
before the announcement date of acquisitions. The companies without
a sufficient number of observations were excluded, and the final number
of transactions amounted to 1564; ••
the expected return of each stock was calculated based on the market
model. The benchmark return was the value-weighted index of returns
including dividends for the index BE500; ••
the expected return of each stock was calculated based on the market
model. The benchmark return was the value-weighted index of returns
including dividends for the index BE500; ••
abnormal returns of stocks were calculated as the difference between actual
and expected returns;i ••
in the five-day event window, two days before and two days after the announ-
cement date [-2,2], average abnormal returns and CARs were calculated;ii ••
the statistical significance of CARs was confirmed;i ••
CARs were regressed over leverage deficit. The relation between capital structure and CARs was estimated with
ordinary least square methodology and defined with the following regression
equation (Model 1): 0
1
1
2
i
i
i
CAR
leveragedeficit
size
growth
β
β
β
β
=
+
+
+
. (13) 0
1
1
2
i
i
i
CAR
leveragedeficit
size
growth
β
β
β
β
=
+
+
+
.
(13) (13) Estimation of Model 1 generated statistically insignificant results, which
was the reason to formulate Model 2. In Model 2 variable growth was
excluded: 0
1
1
i
i
CAR
leveragedeficit
size
β
β
β
=
+
+
. (14) (14) The results of both models are given in Table 6. The results of both models are given in Table 6. Table 6
Impact of leverage deficit on CARs
Variable
Model 1
Model 2
Leverage deficit
0.00333
0.00591**
(0.00309)
(0.00302)
Size
-6.63e-11
-2.68e-10
(3.14e-10)
(3.08e-10)
Growth
1.09e-09
(1.25e-09)
Constant
0.00254
0.00162
(0.00361)
(0.00327)
R2
0.002
0.003
Notes: Standard errors in parentheses/ *** p<0.01 ** p<0.05 * p<0.1
Source: author’s calculations. Impact of leverage deficit on CARs 74 A. MUGOŠA, S. POPOVIĆ Model 2 gave statistically significant results of the leverage deficit
coefficient. The Link and Ramsey Reset test confirmed that Model 2 was well
specified. One can conclude that the leverage deficit is positively correlated
with CARs – an increase of leverage deficit by 1% increases CARs by 0.591%
(p<0.05). Thus this increase implies that only overleveraged companies
undertake the most value-enhancing acquisitions. The value of 0.3% R2 is low,
but confirmed in previous research (on average 4%). The low value of R2 can
be justified by the lack of data related to the characteristics of transactions
which were included in the previous studies. (Moeller et al., 2004; Masulis
et al., 2007). Accordingly, the second research hypothesis result is: the market reaction
is negative to announcements of underleveraged bidders. The results are
consistent with the free cash flow hypothesis (Jensen, 1986), meaning
CARs are decreasing when cash-rich bidders are announcing acquisitions,
and that capital markets react unfavourably to takeover announcements of
underleveraged bidders (Maloney et al., 1993; Uysal, 2007, 2011; Durand
et al., 2016; Beschwitz, 2018). CONCLUSION Capital structure adjustments represent a very important factor of the
investment decision-making process and company value creation. This paper
analysed the impact of deviations from target debt ratio on acquisition choices
and market reaction on announcements of these transactions. As noted in the
paper, all the results are consistent with previous research focused on the
relation between leverage and corporate restructuring. Target debt ratio was regressed on the main determinants widely used:
tangibility, growth, size, profitability, product uniqueness and average stock
return. The results showed a statistically significant and negative relation of
target leverage and each variable, except size. A negative relation between
leverage and tangibility is the only result which differs from previous research
results. The justification is found in macroeconomic conditions during the
period of analysis (the period of the sixth M&A cycle of 2003-2010, which
included global financial crises), specific factors of a country in which the
company is doing business (the sample is heterogenic – from the UK and
Germany, to Italy and Spain), financial market conditions and trends,
heterogeneity of companies in the sample, structure of debt (the high proportion
of short-term debt leads to a negative relation of leverage and tangibility). Additional arguments were given by Drobetz et al. (2007) in the context of
anticipated economy growth in the process of recovery after crisis. The growth 75 DEVIATION FROM TARGET CAPITAL STRUCTURE... motivates companies to issue shares, as their prices are expected to rise. The
research confirmed that especially large and fast growing companies (like
bidders for companies from the sample) rapidly adjust their capital structure
in the recovery period, as these companies are profitable and the majority
accumulated internal sources of financing. In the second stage, the probability of making an acquisition was tested by
univariate and multivariate (probit) analysis. Both analyses gave the same
result: underleveraged companies are more likely to undertake the acquisition. The analysis of two models using probit methodology contributed to the
objectivity of the results. Model 1 showed that an increase of dummy variable
unleveraged companies by one standard deviation increased the probability of
acquisition by 5.42%, while Model 2 tested the probability depending on
leverage deficit, and the results showed that an increase of leverage deficit by
one standard deviation decreased the probability of acquisition by 2.48%. REFERENCES Ahmed, Y., Elshandidy, T., Why Do Over-Deviated Firms from Target Leverage Undertake
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have a higher probability to engage in acquisitions. i In the final stage, the test of CARs indicated that the market reacts
unfavourably to acquisition announcements of underleveraged companies,
which is consistent with Jensen’s free cash flow hypothesis. If leverage deficit
increases by 1%, CARs will increase by 0.591%. Consequently this increase
implies that only overleveraged companies undertake the most value-
enhancing acquisitions and that underleveraged companies make poor
acquisition choices. i A negative market reaction is confirmed in various papers analysing
markets globally. Yet, only Uysal (2007, 2011) applied the concept of leverage
deficit in the context of acquisition decisions in the US market. This research
contributes to the analysis of the leverage deficit concept, as capital structure
shaping represents an actual scientific dilemma not widely researched in
Western Europe. The empirical verification of the model could be beneficial
for managers in the process of evidence-based capital structure decision-
making. This paper provides the findings on the most important factors of
optimal capital structure, as well as on the impact of this structure on future
investment decisions. Finally, the research opens up the possibility to compare
findings and test differences between the EU and US capital markets. The continuous changes of capital structure in the global market (high
leverage) imply the necessity of a deeper analysis of M&A financing and the
success of these transaction. In that sense, future research should focus on the
effects of leverage deficit on other investment strategies and corporate
decisions. Additionally, attention should be given to the development of new 76 A. MUGOŠA, S. POPOVIĆ capital structure models, which will be broadened by new explanatory
variables, such as production costs, corporate management and control etc. In
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summary?doi=10.1.1.557.477 Received: July 2019, revised: May 2020 Received: July 2019, revised: May 2020
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Abdur Rahman Purba1, Arief Wijaksono2, Achmad Farhan Rafli3 Abdur Rahman Purba1, Arief Wijaksono2, Achmad Farhan Rafli3 1Sekolah Tinggi Ilmu Tarbiyah (STIT) Ar-Raudhatul Hasanah, Medan
2,3Sekolah Tinggi Agama Islam As-Sunnah, Deli Serdang
ariefwijaksono0908@gmail.com
1 2 S k l h Ti
i A
I l
A S
h D li S 2 Vina Anisatul Fauji, Darul Qutni, and Muchlisin Nawawi, “Efektivitas Media Flashcard Terhadap
Kemampuan Membaca Nyaring (Al-Jahriyah) Dan Membaca Dalam Hati (Ash-Shamitah) Bahasa Arab Siswa Kelas
Viii Mts Negeri 1 Purbalingga Tahun Ajaran 2018/2019,” Lisanul Arab: Journal of Arabic Learning and Teaching 9, no. 1
(June 29, 2020): 74–79, https://doi.org/10.15294/la.v9i1.39311. 1 Ade Muhammad Ritonga, Danang Prasetio, and Fakhrurrozi Fakhrurrozi, “مح ةيمالسإلا نيملعملا ةيلك ريدم تالوا
في ىدل ةيبرعلا ةغللا ةيقرت
ةيلامشلا ةرطموس هاجنوت يناب رثوكلا دهعمب صصختملا لوألا فصلا يف بالطلا,” Lahjah Arabiyah: Jurnal Bahasa
Arab Dan Pendidikan Bahasa Arab 3, no. 2 (June 23, 2022): 91–101, https://doi.org/10.35316/lahjah.v3i2.91-101. اصخلمل اصخلمل ص
ال ثحبلا اذه نم فدهلع ةفرعمل ةقيش ةشقانم هذه نأ اهدحأ ،ثحبلا عقوم يف ليلحت ءارجإ دعب لماوع ةد
سب تاردق روطتت ىتح اهلح ةيفيكو ب
ةسردملا يف بالطلا.مدختسملا جهنملاو يه ملا
يفصولا يفيكلا جهن
وا قرطل
ال ليلحتلا قرط مادختساب تانايبلا ليلحتل امنيب ، قيثوتلا قرطو ةلباقملاو ةظحالملا يه تانايبلا عمجل ةمدختسم
يفصولا،نأ يه ثحبلا ةجيتنو
أس دوجو مدع : ةغللاب ثدحتلا ىلع بالطلا ةردق فعض باب
يبرعلا ملعم،
عد م
ةيوغللا ةئيبلا، مدع
ةيبالطلا ةمظنملا ءاغلإ دعب ةيبرعلا ةغللا قيبطتل ةبقارملا
خاص ،ةغللا مسق ةقل طاشن ة
تادرفملا ظفح لثم لصفلا جراخ يوغل
ت ،ةيوغللا ةطشنألا نم ليلق ،
ةيبرعلا ةغللا جهنملا رييغ، بح نم ليلقلا
الط ،ةيبرعلا ةغلل بال
برعلا ةغللا ةسرمملا ةلقية ،ةسردملا ةئيبلافأم لحك ةيوغللا تاراهملا ريوطت ةيفيك نع ا
لتح :يهف ،ةسردمل ا يف ةب سانملا ة يوغللا بالطل ا تاراهم نيس
ةعانص
بي ةئ
لالغ تاودن ءاطعإو ،ةيو
لال ةيوغ
لل ةطشنأ لمعو ، ةفثكم لوصف لمعو ،نيملعم
لالةيوغ الك :ةيسيئرلا ةملا ؛بابسأل
بالطلا فعض
؛
ممالكلا ةراه AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |33 ةمدقملا ال ركفلا نع ريبعتلا ةدأ يه ةغلو
ال يتلا تاراشإلاو زومريست ،رشبلا عم لصاوتلا فدهب ناسنإلا اهمدخ ورعاشم نع ريبعتلا
عمتجملا لخاد سانلا نيب ميهافتلا لئاسو ىدحإ ةغللا دعتو ،ةفرعملا باشتكاو ،ه. 1
تت رصانع ةثالثو تاراهم عبرأ نم ةيبرعلا ةغللا نوكفتاراهم عبرأ
هراهم :ية
اراهمو ، عامتسال
ة لا
مالك،
2 ورعاشم نع ريبعتلا
عمتجملا لخاد سانلا نيب ميهافتلا لئاسو ىدحإ ةغللا دعتو ،ةفرعملا باشتكاو ،ه. تت رصانع ةثالثو تاراهم عبرأ نم ةيبرعلا ةغللا نوكفتاراهم عبرأ
هراهم :ية
اراهمو ، عامتسال
ة لا
مالك،
وراهمة
الق ،ةءاروراهمة
ا،ةباتكل
2 وةث الث
عرصان
ا : اهلأصاو ،تاو
ملفتلاو ،تادرر
او .بيك
هذه رصانعلا
يه
امل ا
ل ا ةد
لا ةيقيقح
يت ني عت امل
لع ملعت
ى
تع نمو ،ةغللا تاراهم مل
ل
رطيسي م
عل اهيلا
يملا نم نكمتسي رط ى لع ب ةغللا تاراهم
مسيوتاملا ا هتتةددع ى لع ب ةغللا تاراهم
مسيوتاملا ا هتتةددع مه ةغللا يف ةمهم ةراهم يه مالكلا ةراال مهألا نمو ،ضعب مهضعب مهلاصتالل نوملكتي عمتجملا نأل ةيبرع
عن ةغللا ملعم هكلسي نأ وجرن يذلا هاجتالا وه اذهو يهفشلا بناجلاب مامتهالا وه ةيبرعلا ةغللا ميلعت د
ال نييالم اهمهفي ،لاصتا ةغل ةيبرعلا نأل ةيبرعلاب ثيدحلا نم بالطلا نيكمت لوألا همه لعجي نأو ،ةيبرع نلا
ملاعلا يف سا. (J
)
p
g
3 Ibnu Fisabilillah, Tiy Kusmarrabbi Karo, and Ilham Tumanggor, “Isti’ab al-Mufrodat Wa ’Alaqotuha
Binatijah at-Thallab Fi Hifdzi al-Quran,” Al-Himam: Jurnal Ilmu Ilmu Pendidikan & Bahasa Arab 2, no. 1
(December 20, 2022): 51–64, https://doi.org/10.51590/alhimam.v1i1.366. AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |34 4 Acep Hermawan, Metodologi Pembelajaran Bahasa Arab (Bandung: PT Rosda Karya, 2013). h. 72 1 Ade Muhammad Ritonga, Danang Prasetio, and Fakhrurrozi Fakhrurrozi, “مح ةيمالسإلا نيملعملا ةيلك ريدم تالوا
في ىدل ةيبرعلا ةغللا ةيقرت
ةيلامشلا ةرطموس هاجنوت يناب رثوكلا دهعمب صصختملا لوألا فصلا يف بالطلا,” Lahjah Arabiyah: Jurnal Bahasa
Arab Dan Pendidikan Bahasa Arab 3, no. 2 (June 23, 2022): 91–101, https://doi.org/10.35316/lahjah.v3i2.91-101.
2 Vina Anisatul Fauji, Darul Qutni, and Muchlisin Nawawi, “Efektivitas Media Flashcard Terhadap
Kemampuan Membaca Nyaring (Al-Jahriyah) Dan Membaca Dalam Hati (Ash-Shamitah) Bahasa Arab Siswa Kelas
Viii Mts Negeri 1 Purbalingga Tahun Ajaran 2018/2019,” Lisanul Arab: Journal of Arabic Learning and Teaching 9, no. 1
(June 29, 2020): 74–79, https://doi.org/10.15294/la.v9i1.39311.
3 Ibnu Fisabilillah, Tiy Kusmarrabbi Karo, and Ilham Tumanggor, “Isti’ab al-Mufrodat Wa ’Alaqotuha
Binatijah at-Thallab Fi Hifdzi al-Quran,” Al-Himam: Jurnal Ilmu Ilmu Pendidikan & Bahasa Arab 2, no. 1
(December 20, 2022): 51–64, https://doi.org/10.51590/alhimam.v1i1.366.
4 Acep Hermawan, Metodologi Pembelajaran Bahasa Arab (Bandung: PT Rosda Karya, 2013). h. 72 5 Anggie Sri Utari, “Atsar Istikhdam Wasilah Dam’iyah al Yad Fi Ta’lim Maharoh al Kalam Bil Madrosah al
Ibtidaiyah,” Al-Himam: Jurnal Ilmu Ilmu Pendidikan & Bahasa Arab 2, no. 2 (June 28, 2023): 49–64,
https://doi.org/10.51590/alhimam.v2i2.450. 7 Nandang Sarip Hidayat, “اهميلعت ةءارجإو مالكلا ةراهم,” Al-Manar 2, no. 8 (2018), https://doi.org/10.24014/al-
manar.v2i8.4736. p //
g/
/
6 Muhammad Evan Alfian, “Keterampilan Berbicara Dan Pengajarannya,”Arabia ,Jurnal Pendidikan Bahasa
Arab 5, no. 1 (2014): 103–21. AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |35 5 Anggie Sri Utari, “Atsar Istikhdam Wasilah Dam’iyah al Yad Fi Ta’lim Maharoh al Kalam Bil Madrosah al
Ibtidaiyah,” Al-Himam: Jurnal Ilmu Ilmu Pendidikan & Bahasa Arab 2, no. 2 (June 28, 2023): 49–64,
https://doi.org/10.51590/alhimam.v2i2.450.
6 Muhammad Evan Alfian, “Keterampilan Berbicara Dan Pengajarannya,”Arabia ,Jurnal Pendidikan Bahasa
Arab 5, no. 1 (2014): 103–21.
7 Nandang Sarip Hidayat, “اهميلعت ةءارجإو مالكلا ةراهم,” Al-Manar 2, no. 8 (2018), https://doi.org/10.24014/al- اصخلمل 4 ةراهم
ال يف .ةيبنجأ ةغلب اهناقتإ يف بالطلا بغري يتلا ةيساسألا تاراهملا دحأ وه مالك
تع ةيبرعلا ةغللا وسردم هيطعي نأ لمأن ءيش اذهو ، قوطنملا بناجلا ىلإ هبتنن نأ بجي ، ةيبرعلا ةغللا ميل 3 Ibnu Fisabilillah, Tiy Kusmarrabbi Karo, and Ilham Tumanggor, “Isti’ab al-Mufrodat Wa ’Alaqotuha
Binatijah at-Thallab Fi Hifdzi al-Quran,” Al-Himam: Jurnal Ilmu Ilmu Pendidikan & Bahasa Arab 2, no. 1
(December 20, 2022): 51–64, https://doi.org/10.51590/alhimam.v1i1.366. ال.ةيولوأ
يس اهمهفي يتلا لاصتالا ةغل يه ةيبرعلا ةغللا نأل ةيبرعلا ةغللاب ثدحتلاب بالطلل اذه حم
مع ريغ ةيظفللا ةغللا نأب قوطنملا بناجلا نولهاجتي نيذلا صاخشألل ةجح دجوت ال ،نيملسملا مظ
م طقف سيل اهملكتي دحأ الو ةدوجو
ةغللا ةبوتكملا. كلا ةيمنت نإلا
ا وأ م
لحمو بسانم جمانرب دادعإ مزلتست راو
خ
فادهأ قيقحتل طط محد نم ةدمتسم ةد
ا سسأ
ل
ف ةيبرعلا ةغللا ميلعت فادهأ نمو لاعفلا راوح
ي ب ,ةنيعم ةيسارد ةلحرمحلا لمتشي ثي
برن جما
ا ةغايص ىلعلأ
ملا ميظنتو رايتخاو فاده
حتو ىو
ت
إلاو سيردتلا قرط ديدح
ةيميلعتلا لئاسولاو ةطشن . يوقتلا بيلاسأو
م ملا
ةبسان.ا و لأسملا بيلا
ف ةمدختس
ي لاو ملاكلا سيردت
ح
يلي ام يهف راو؛ 1
)
ال ةثداحم ةهجوملا، 2باعلألا )، 3ةشقانملا )، 4
) ةريغصلا تاعومجملا ةيجيتارتسا. 6 أمالكلا ةراهم ميلعت فاده إن يف مالكلا ةراهم
لا
مف ،مهم رومألا نم ةيبنجألا ةغلن مهملا رومألا نم فادهأة
هذ ؛ يلي امك ه1
) نطق
الأ
احيحص اقطن ةيبرعلا تاوص، 2
) ب قطنلا دنع زييمتلا
ني الأ
ا تاوص
لم
باشت
م ت ة ه
احضاو ازيي، 3
)
ال زييمت
ب قطنلا دنع
ني ح لا
صقلا تاكرير
ةليوطلاو ة، 4
) بنلا عاونأ ةيدأتر
وا يثدحتم نم ةلوبقم ةقيرطب ميغنتل ةيبرعلا،
5
) نط قاأل
ملا تاوصت احيحص اقطن ةرواج(
مثل ...ث ,ت ,ب
لخ إ(ةدايزو ،. 7 7 Nandang Sarip Hidayat, “اهميلعت ةءارجإو مالكلا ةراهم,” Al-Manar 2, no. 8 (2018), https://doi.org/10.24014/a
.v2i8.4736. 7 Nandang Sarip Hidayat, “اهميلعت ةءارجإو مالكلا ةراهم,” Al-Manar 2, no. 8 (2018), https://doi.org/10.24014/al-
manar.v2i8.4736. اصخلمل قر ميلعتلا تالكشمو ،ةيبنجألا ةغللب مالكلا ةيفعضب قلعتي ردصملا ضعب ثحابلا أال يف ةيبرعمه ةرا
مالكلا، ام حرشي
أسباب
اببسي يذل عضو
ف، ،مالكلا قيبطت دنع بالطلا زجع ببسي لماوعلا امو
و
كي ف
يكو ،لئاسولا يأو ،سيردتلا نو
لاطر أرقو .اضعب مهضعب رثأي اهلك ،لصفلا يف ةلمعتسملا ةقي
حبلا نع ثحابلاو
ث عاونأب ةهبشملا ال" عوضوم
حتلي ىدل ةيوناثلا ةلحرملا يف مالكلا ةراهم ميلعت تالكشم ل
ةيرمقلا يرصعلا دهعمب يناثلا فصلا بالط
غغنلا
8" عئاش رمأ ،مالكلا ةراهم رمأ يف تالكشملا نأ ىلع لد،
ل،ةرركتم تالكشملا اذام
وأ" عوضوملاب ثحبلا كلاذكسب ىدل ةيبرعلا ةغللاب مالكلا ةراهم فعض باطل با
ايوونلا مامإلا دهعملاب ةطسوتملا ةلحرم يف يناثلا فصل"
9
وأي" عوضوملاب ثحبلا اضمش ةراهم ميلعت تالك
ااوغورف نولوك ستاو ةيناثلا ةيموكحلا ةيمالسإلا ةيوناثلا ةسردملا يف مالكل
10
" وىلع اسسأ
هذ دارأ ا
ال ثحبلا ثحابعن أس ةغللاب ثدحتلا ىلع بالطلا ةردق فعض بابال ىدل ملسم مامإلا دهعمب ةيبرع
الوألا لصفلا ةيوناثلا ةلحرملا يف بالطل. ال ناكم يف الوأ ثحابلا ثحبلاب روكذملا ثوحبلا نيب قرف
وا اذه يل نأ ،عوضوملت.دقف اهتراهم يف سيلو ةردقلا ةملكلاب ديدح ةفرعمل ثحبلا اذه نم درغلا
أبابس
ةيبرعلا ةغللاب ثدحتلا ىف بالطلا ةردق فعض و ةفرعمل
طر ةغللاب ثدحتلا ىلع بالطلا ةردق ريوطت ةقي
ةيبرعلا. قر ميلعتلا تالكشمو ،ةيبنجألا ةغللب مالكلا ةيفعضب قلعتي ردصملا ضعب ثحابلا أال يف ةيبرعمه ةرا
مالكلا، ام حرشي
أسباب
اببسي يذل عضو
ف، ،مالكلا قيبطت دنع بالطلا زجع ببسي لماوعلا امو
و
كي ف
يكو ،لئاسولا يأو ،سيردتلا نو
لاطر أرقو .اضعب مهضعب رثأي اهلك ،لصفلا يف ةلمعتسملا ةقي
حبلا نع ثحابلاو
ث عاونأب ةهبشملا ال" عوضوم
حتلي ىدل ةيوناثلا ةلحرملا يف مالكلا ةراهم ميلعت تالكشم ل
ةيرمقلا يرصعلا دهعمب يناثلا فصلا بالط
غغنلا
8" عئاش رمأ ،مالكلا ةراهم رمأ يف تالكشملا نأ ىلع لد،
ل،ةرركتم تالكشملا اذام
وأ" عوضوملاب ثحبلا كلاذكسب ىدل ةيبرعلا ةغللاب مالكلا ةراهم فعض باطل با
ايوونلا مامإلا دهعملاب ةطسوتملا ةلحرم يف يناثلا فصل"
9
وأي" عوضوملاب ثحبلا اضمش ةراهم ميلعت تالك
ااوغورف نولوك ستاو ةيناثلا ةيموكحلا ةيمالسإلا ةيوناثلا ةسردملا يف مالكل
10
" وىلع اسسأ
هذ دارأ ا
ال ثحبلا ثحابعن أس ةغللاب ثدحتلا ىلع بالطلا ةردق فعض بابال ىدل ملسم مامإلا دهعمب ةيبرع
الوألا لصفلا ةيوناثلا ةلحرملا يف بالطل. ال ناكم يف الوأ ثحابلا ثحبلاب روكذملا ثوحبلا نيب قرف
وا اذه يل نأ ،عوضوملت.دقف اهتراهم يف سيلو ةردقلا ةملكلاب ديدح ةفرعمل ثحبلا اذه نم درغلا
أبابس
ةيبرعلا ةغللاب ثدحتلا ىف بالطلا ةردق فعض و ةفرعمل
طر ةغللاب ثدحتلا ىلع بالطلا ةردق ريوطت ةقي
ةيبرعلا. 11 Abdul Wahab Rosyidi dan Mamlu’atul Ni’mah, Pembelajaran Bahasa Arab (Malang: UINMALIKI Press,
2). h. 88 اصخلمل AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |36
8
حسب ,راغيرس قدصلا يت ةيرمقلا يرصعلا دهعمب يناثلا فصلا بالط ىدل ةيوناثلا ةلحرملا يف مالكلا ةراهم ميلعت تالكشم ليلج
غنلاغ
(د ,جنادرس يلي2022
). 9
ه مامإلا دهعملاب ةطسوتملا ةلحرم يف يناثلا فصلا بالط ىدل ةيبرعلا ةغللاب مالكلا ةراهم فعض بابسأ“ ,نويتسان ايلوج سن
الن ,ةيمالسإلا ةنسلا ةعماج( ”يوو2021
). 10
ظ ةنسلا ةعماج( ”اوغورف نولوك ستاو ةيناثلا ةيموكحلا ةيمالسإلا ةيوناثلا ةسردملا يف مالكلا ةراهم ميلعت تالكشم“ ,اويكبس رها
ال ,ةيمالسإ2013
). AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |36 ال ةمدختسملا ةقيرطهولا ب ثحا جهنمب يفيكلا،يليلحتل
وا ةرش ابم ثحابلا ىري نأ تانيبلا عمج ةقيرطل
إ ل( ثح بلا ن اكم ى
ةظحالم)، ث يلثتلا ب تانيبل ا دكؤيو (م،)اهريغو ةلباقم ،ةظحال
وا يذلا تا وطخل
سي الوأ : يه ثحابلا هلمعتس
كلذ ريغ وأ ةيلعافتلا ةيرظنلا قيرط نع امإ تانايبلا عمج، كلذ دعبو
تب تانايبلا رايتخا يأ ،تانايبلا طيس عمجو ثحبلا ضارغأل ةبسانملا تانايبلا، مثجع تانايبلا طيسبت ل
ثحبلا ضارغأل ةبسانملا تانايبلا عمجو رايتخا يأ ،
الماك ثحبلا نوكي ىتح ،. ال ةمدختسملا ةقيرطهولا ب ثحا جهنمب يفيكلا،يليلحتل
وا ةرش ابم ثحابلا ىري نأ تانيبلا عمج ةقيرطل
إ ل( ثح بلا ن اكم ى
ةظحالم)، ث يلثتلا ب تانيبل ا دكؤيو (م،)اهريغو ةلباقم ،ةظحال
وا يذلا تا وطخل
سي الوأ : يه ثحابلا هلمعتس
كلذ ريغ وأ ةيلعافتلا ةيرظنلا قيرط نع امإ تانايبلا عمج، كلذ دعبو
تب تانايبلا رايتخا يأ ،تانايبلا طيس عمجو ثحبلا ضارغأل ةبسانملا تانايبلا، مثجع تانايبلا طيسبت ل
ثحبلا ضارغأل ةبسانملا تانايبلا عمجو رايتخا يأ ،
الماك ثحبلا نوكي ىتح ،. AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 | AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |37 12 Agus Setyonegoro, “Hakikat, Alasan, Dan Tujuan Berbicara, Dasar Pembangun Kemampuan Berbicara
Mahasiswa,” Jurnal Pendidikan Bahasa Dan Sastra Vol.3 (2013): No.1. h. 76 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |38 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |38 نةشقانملاو ثحبلا جئات ل
ساردلا ةراهملا نم ءزج وه مالكلا نأل .ةغللا يف ةراهملا مهأ يه مالكلا ةراهم
ية ةراهم ريبعت كلذلف ،بالطلل
ةيبنجألا ةغللا ميلعت يف ساسأ ءزج مالكلا
11
. ربتعت .ةغللا يف ةراهم رثكألا يه ثدحتلا ةراهممه ثدحتلا ةرا
جز نود رمتسم ل كشب رارمتساب ثدحتلا ةسرامم يه مالكلا ةراهم .ةيبنجألا ةغللا ملعت نم اًدج يساسأ ء
يتوصلا ريبعتلا مادختساب تادرفملا سفن راركت نودبو فقوت. بع ءاهتنالا دال ثحابمن اهددحي ةرتف لالخ ثحبلا عىل
أس ىدل ةيبرعلا ةغللاب ثدحت ةراهم فعض باب
ةيوناثلا ةسردم بالط نم لوألا فصلا بالط يلي اميف؛ ساردلا ةراهملا نم ءزج وه مالكلا نأل .ةغللا يف ةراهملا مهأ يه مالكلا ةراهم
ية ةراهم ريبعت كلذلف ،بالطلل
ةيبنجألا ةغللا ميلعت يف ساسأ ءزج مالكلا
11
. ربتعت .ةغللا يف ةراهم رثكألا يه ثدحتلا ةراهممه ثدحتلا ةرا
جز نود رمتسم ل كشب رارمتساب ثدحتلا ةسرامم يه مالكلا ةراهم .ةيبنجألا ةغللا ملعت نم اًدج يساسأ ء
يتوصلا ريبعتلا مادختساب تادرفملا سفن راركت نودبو فقوت. بع ءاهتنالا دال ثحابمن اهددحي ةرتف لالخ ثحبلا عىل
أس ىدل ةيبرعلا ةغللاب ثدحت ةراهم فعض باب
ةيوناثلا ةسردم بالط نم لوألا فصلا بالط يلي اميف؛ 1. ةلق ملا
يبرعلا ملع ؛ لعت نم فادهأ
ي
ق بالطلا نوكي نأ وه مالكلا م
نيردا
عل لكشب اًيظفل لصاوتلا ى
صح يتلا ةغللا مادختساب يعيبطو حي
تمك ةسرامم نم فادهأ ،ماع لكشب .بطاخملا اهمهفي نأ ن
ال نكمتي نأ وه ئدتبملا ىوتسملل ملكت
ةيمويلا ةايحلا يف ةطيسب ةقيرطب اًيظفل لصاوتلا نم بالطلا،
ينعي يرشبلا مالكلل فادهأ ةدع كانه
؛ ( )أ
ءارآلاو لايخلاو رعاشملاو راكفألا نع ريبعتلا، ( )بتج بوا 11 Abdul Wahab Rosyidi dan Mamlu’atul Ni’mah, Pembelajaran Bahasa Arab (Malang: UINMALIKI Press,
22). h. 88 1122). h. 88 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |37 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |37 مع معنى املحادثة من اآلخرين
(ج )
نيرخآلا نع هيفرتلا ديرت، )د(
تامولعملا لاسرإ، )ه(إق نيرخآلا عان
مهيلع ريثأتلا وأ12. 13 Noza Aflisia and Partomuan Harahap, “Eksisten Bi’ah Lughawiyah Sebagai Media Berbahasa Arab Dalam
Meningkatkan Kemampuan Muhadatsah Mahasiswa Prodi Pendidikan Bahasa Arab IAIN Curup,” Lisanul’Arab: Journal
of Arabic Learning and Teaching 8, no. 1 (2019): 40–55. مع معنى املحادثة من اآلخرين
(ج )
نيرخآلا نع هيفرتلا ديرت، )د(
تامولعملا لاسرإ، )ه(إق نيرخآلا عان
مهيلع ريثأتلا وأ12. يم بجي ، ةغللا ملعت يف ،سانلا ىدل ةغللا نيوكت يف حاجنلا حيتافم دحأ مه نيثدحتملا نأ ملعن نأ اننك
أن يتلا ةغللا مادختساب صاخشألا ءالؤه عم لصاوتلا ىلع نورداق صاخشأ وأ ةعومجم كانه نوكت
ير ةذتاسألا ضعب كانه ،ملسم مامإلا دهعم يف .اهملعت نوديال ةيبرعلا ةغللاب ثدحتلا ىلع نيرداق
اًيباتكو اًيهفش،
ووديري الو ةذتاسألا ضعب نم نأ فسألا نمف ، كلذ عمن
أن.ةيبرعلا ةغللاب اوثدحتي
ارود هدنع سردمل
مهًم لاثم اونوكي نأ بجيو ، ةغللا نيوكت يف
نيي
يح نوثدحتي نيذلا مهبالطل هب ىذت
ا مهئالمز ىلع اهقيبطتو ةيوغللا مهتاراهم ديلقت بالطلل نكمي ةقيرطلا هذهب كلذ عمو ،اًمئاد ةيبرعل
ال بالطمع ال ال نارصنع امه مالكلاو عامتسإلا ةراهملا نأ انفرع دقو .سردملا عم بالطلا وأ بالط
ين نيذلا صاخشألا مهو ، نيترهاملا نيتاه يف مهم رود مهدنع نوثدحتملا ، ةلاحلا هذه يف ،نالصف
يت ةغللا ىلإ عامتسالا ىلع مهديوعت لالخ نم بالطلا نودوؤي نيذلا صاخشألاو ةيبرعلا نوثدح
ارعلبي .مهناذآ ىلع ةبيرغ ةيبرعلا ةغللا نوكت ال ىتح ،ة ف نيثدحتم دوجو مدع وه ملسم مامإلا دهعملا يف نيثدحتملا ىدل روصقلا هجوأ دحأ نإ
اهب نيقطان. 2. ةيوغللا ةئيبلا مدع ؛
ال ةرود اهدنع ةئيبلا .سانلا نم ةعومجم وأ صخش هيف شيعي ناكم يه ةئيب
مه ةغللاب ثدحتلا مزلي ثيح ةغللا نيوكت يف ةيلعاف رثكأ نكسلا اهب يتلا تائيبلا .ةغللا نيوكت يف ةًم 2. ةيوغللا ةئيبلا مدع ؛
ال ةرود اهدنع ةئيبلا .سانلا نم ةعومجم وأ صخش هيف شيعي ناكم يه ةئيب
مه ةغللاب ثدحتلا مزلي ثيح ةغللا نيوكت يف ةيلعاف رثكأ نكسلا اهب يتلا تائيبلا .ةغللا نيوكت يف ةًم العربية فقط،
13
في ةيوغللا ةئيبلا ةايحل لقأ اًمامتها يلوت ملسم مامإلا دهعم نأ ودبي ، ةلاحلا هذه
في بالطلا ةعباتم يف ةمراص تابوقع وأ ةمراص ةمظنأ دوجو مدع ىلع ليلد دوجو عم دهعملا كلذ
ا.ةغللا نوفلاخي نيذل
ذل بالطلا نم ريبكلا ددعلاو ،ةغللا يفلاخمل ىوصقلا ةبوقعلا مدع نم ك
ال مهتبقاعم نأشب قلقلا نود ملسم مامإلا دهعملا ةئيب يف ةينالع ةيسينودنإلا ةغللاب نوثدحتي نيذ
لنكسلا ةئيب يف ةغللا دعاوق مهكاهتنا ،
ثم ريوطت نع ةلوؤسملا ةيوغللا ةنجللا لاغتشا مدع كلذ عبت
ا.ملسم مامإلا ةسردم يف ةيوغللا ةئيبلا ضرفو ةيوغللا داومل
3. AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |39 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |39 14 Amel Benarioua, 14 Amel Benarioua, “ةيمالعالا ةغللا ةسراممو ةيبرعلا ةغللا نيب مالعالا بلاط,” Human Sciences Journal, October 3, 2021,
–604 وا ةيبرعلا باتك اوسرد نأ مهل قبس ثيح ةيبرعلا ةغللا يف ةيفلخ مهيدل نيملعملا ءالؤه نأ وه ببسل
ب.باتكلا نم ةدام سيردت يف اًكبترم ناك هنأ اوفرتعا يذلاو ، كيدي ني
وم نولذبي اولاز ام ، كلذ ع
قص.مهبالطل لضفألا ميدقتل مهدهج ىرا وا ةيبرعلا باتك اوسرد نأ مهل قبس ثيح ةيبرعلا ةغللا يف ةيفلخ مهيدل نيملعملا ءالؤه نأ وه ببسل
ب.باتكلا نم ةدام سيردت يف اًكبترم ناك هنأ اوفرتعا يذلاو ، كيدي ني
وم نولذبي اولاز ام ، كلذ ع
قص.مهبالطل لضفألا ميدقتل مهدهج ىرا 6. AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |40 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |40 مع معنى املحادثة من اآلخرين
(ج )
نيرخآلا نع هيفرتلا ديرت، )د(
تامولعملا لاسرإ، )ه(إق نيرخآلا عان
مهيلع ريثأتلا وأ12. عد م
ةيبرعلا ةغللا قيبطتل ةبقارملا،
كا ملسم مامإلا دهعم ىدل ن
ملانظ بالط اهريدت ةيبالطلا ةم
بع دهمإما ىمست ملسم مOSPIM
(
م)ملسم مامإ ةيبالط ةمظن، ةطشنألا ىلع ةبلطلا ربدت ةمظنملا
ملا ىغلإب نيرخآلا هيجوت يف ةبلطلا رود كانه نوكي ال نامز دعبو .ةعونتملا
بالطلا ةمظنة
ل دقف نإف اذ
ةيلاثم لقأو فعضأ ةغللا ةئيبل ىصقألا نيوكتلا لعجي ميظنتلا اذه. غم
3. عد م
ةيبرعلا ةغللا قيبطتل ةبقارملا،
كا ملسم مامإلا دهعم ىدل ن
ملانظ بالط اهريدت ةيبالطلا ةم
بع دهمإما ىمست ملسم مOSPIM
(
م)ملسم مامإ ةيبالط ةمظن، ةطشنألا ىلع ةبلطلا ربدت ةمظنملا
ملا ىغلإب نيرخآلا هيجوت يف ةبلطلا رود كانه نوكي ال نامز دعبو .ةعونتملا
بالطلا ةمظنة
ل دقف نإف اذ
ةيلاثم لقأو فعضأ ةغللا ةئيبل ىصقألا نيوكتلا لعجي ميظنتلا اذه. ي
ا
أ
4. لصفلا جراخ يوغل طاشن ةلق؛
مو تادرفملا ظفح يوغللا ةطشنألا لهسأ نتع رغصأ نم تادرفملا د
عنا .ةغللا تادرفم يهو ةغللا رص
عقاولا لا
هيف نوكي
أن ةطشخا( ملعتلاو سيردتلا ةطشنأ جرKBM
). 5. ت
جهنم رييغ
دةسار ةيبرعلا ةغللا ؛
ال لقن يف ملعملا حاجنب اًقيثو اًطابترا طبت رت ةادأ يه سردتلا بتك
ال ةقيرطو ةقيرط ىلع ديكأتلاب ملعملا تافصاوم عم قفاوتت يتلا ةيسردملا بتكلا رثؤتس .هبالط ىلإ داوم
ت.بلاطلا ىلإ ملعملا نم داوملا ليصو ا باتكلا
يسردمل
ال ةسردملاب لوألا فصلا بالط همدختسا يذ
غللا سورد باتك وه ايلعلا
ة
ال نم ىواكش كانه تناك ةقباسلا ةلباقملا ةلحرم يف .روطنغ نم ةيبرع
ال.باتكلا مادختساب ةيبرعلا ةغللا سيردت يف تابوعص وأ لكاشم اودجو نيذلا نيملعملا نم ديدع 13 Noza Aflisia and Partomuan Harahap, “Eksisten Bi’ah Lughawiyah Sebagai Media Berbahasa Arab Dalam
Meningkatkan Kemampuan Muhadatsah Mahasiswa Prodi Pendidikan Bahasa Arab IAIN Curup,” Lisanul’Arab: Journal
of Arabic Learning and Teaching 8, no. 1 (2019): 40–55. وا ةيبرعلا باتك اوسرد نأ مهل قبس ثيح ةيبرعلا ةغللا يف ةيفلخ مهيدل نيملعملا ءالؤه نأ وه ببسل
ب.باتكلا نم ةدام سيردت يف اًكبترم ناك هنأ اوفرتعا يذلاو ، كيدي ني
وم نولذبي اولاز ام ، كلذ ع
قص.مهبالطل لضفألا ميدقتل مهدهج ىرا قةيبرعلا ةغللا ةسارد يف بالطلا ةبغر ةل ؛
سي ةغلل بالطلا ةبغرلا وأ بح ةلق يدؤا ىلإ ةيبرعل
ان ةغللاب ثدحتلا ىلع نيرداق اونوكي نأ يف بالطلا نم اريثك بغري ثيح .اهب نيثدحتملا ددع ضافخ
ا.ةيبرعلا ةغللاب ثدحتلاب مهتغل ةسرامم نوديري ال مهنكلو ةيبرعل حيث ، ءاقدصألا وأ نيسردملا ءاوس ، مهلوح نم صاخشألا عم اًريثك نولصاوتي بالطلا لازي ال
ثدحتي بلل ةيبرعلا ةغللاب ثدحتلل تاريذحتلاو عفادلا اوقلت مهنأ نم مغرلا ىلع ، ةيسينودنإلا ةغ
د.اًمئا
قلم ةما
ةسردملا ةئيب يف ةيبرعلا ةغللا ةسر ؛
هذ وأ ذيفنتل صخشلا ةلواحم يه ةسرامملا ه
ت.ةيبرعلا ةغللا ملعت حاجن يف اًدج مهم ريثأت وأ رود اهل ةسرامملا ه ذه .اهملعت يتلا ةفرعملا قيبط
لأ هن
إذ مل ا
تتسف ، يمويلا مالكلا يف ةغللا ةسرامم م
ريثأت ىلإ رثؤت
س.يبل
14
تن لكاشم نم ةلكشملا هذه أش
في.اهذيفنتو ةيوغللا ةئيبلاب مامتهالا متي ال ثيح ، ةيوغللا ةئيبلا
من دجو ، ثحبلا ةرتف لالخ
ال نم برقي ام ثحاب75
٪ ةطسوتملا ةسردم نم لك نم ةيلخادلا ملسم مامإلا دهعم بالط نم
وا.ًاليلق الإ ةيبرعلا ةغللاب نوثدحتي ال ايلعلا ةسردمل
وي ةيبالطلا تامظنملا بايغ ىلإ اًضيأ كلذ عجر
ال نوموقيو دهعملا اذه يف نوشيعي نيذلا بالطلا ددع ةلقو ، ةغللا لكاشم نع رشابم لكشب ةلوؤسم
ب.مهبالطل ةيبرعلا ةغللا ريوطت يف لاعف رود حيث ، ءاقدصألا وأ نيسردملا ءاوس ، مهلوح نم صاخشألا عم اًريثك نولصاوتي بالطلا لازي ال
ثدحتي بلل ةيبرعلا ةغللاب ثدحتلل تاريذحتلاو عفادلا اوقلت مهنأ نم مغرلا ىلع ، ةيسينودنإلا ةغ
د.اًمئا
قلم ةما
ةسردملا ةئيب يف ةيبرعلا ةغللا ةسر ؛
هذ وأ ذيفنتل صخشلا ةلواحم يه ةسرامملا ه
ت.ةيبرعلا ةغللا ملعت حاجن يف اًدج مهم ريثأت وأ رود اهل ةسرامملا ه ذه .اهملعت يتلا ةفرعملا قيبط
لأ هن إذ مل ا
تتسف ، يمويلا مالكلا يف ةغللا ةسرامم م
ريثأت ىلإ رثؤت
س.يبل
14
تن لكاشم نم ةلكشملا هذه أش
في.اهذيفنتو ةيوغللا ةئيبلاب مامتهالا متي ال ثيح ، ةيوغللا ةئيبلا
من دجو ، ثحبلا ةرتف لالخ
ال نم برقي ام ثحاب75
٪ ةطسوتملا ةسردم نم لك نم ةيلخادلا ملسم مامإلا دهعم بالط نم
وا.ًاليلق الإ ةيبرعلا ةغللاب نوثدحتي ال ايلعلا ةسردمل
وي ةيبالطلا تامظنملا بايغ ىلإ اًضيأ كلذ عجر
ال نوموقيو دهعملا اذه يف نوشيعي نيذلا بالطلا ددع ةلقو ، ةغللا لكاشم نع رشابم لكشب ةلوؤسم
ب.مهبالطل ةيبرعلا ةغللا ريوطت يف لاعف رود 595–604. وا ةيبرعلا باتك اوسرد نأ مهل قبس ثيح ةيبرعلا ةغللا يف ةيفلخ مهيدل نيملعملا ءالؤه نأ وه ببسل
ب.باتكلا نم ةدام سيردت يف اًكبترم ناك هنأ اوفرتعا يذلاو ، كيدي ني
وم نولذبي اولاز ام ، كلذ ع
قص.مهبالطل لضفألا ميدقتل مهدهج ىرا أن ؛يه مالكلا قيبطت يف بالطلا دنع فوعض ببسي نيذلا بابسأ ةلق
وج دو
ملا
يبرعلا ملع،
عد ةئيبلا م
ةيوغللا، ةمظنملا ءاغلإ دعب ةيبرعلا ةغللا قيبطتل ةبقارملا مدع، ةغللا مسق ةصاخ ةيبالطلا،
قل طاشن ة
تادرفملا ظفح لثم لصفلا جراخ يوغللا، ة لق ةيوغللا ةطشنألا،
تغ جهنملا رييتع ميل
ةيبرعلا ةغللا،
ق ةل
ةبغر
ال بالط
ا ةسارد يف
ةيبرعلا ةغلل، ف ةيبرعلا ةغللا ةسرمملا ةلقي ةسردملا ةئيبلا، الوأ احارتقاوي يغبن
لمد ,ةيبرعلا ةغللا ىوس ىرخأ ةغللاب بالطلا ىلإ ثدحتلا مدعب ةلواحم ةذتاسألا لكل صصخي نأ دهعملا ري
ثم
ي ىتح ةيبرعلا ةغللاب داوملا حرش ةلواحمو مألا ةغلب عوضوملا حرش مدع نيملعملل مهملا نم
دوعت
ال بالط
عرعلا ةغللا عامس ىل
ةيب ت وشةغللا فلاخملل ةصاخ ةيوغللا ةمظنألا ديد. Aflisia, Noza, and Partomuan Harahap. “Eksisten Bi’ah Lughawiyah Sebagai Media Berbahasa
Arab Dalam Meningkatkan Kemampuan Muhadatsah Mahasiswa Prodi Pendidikan Bahasa
Arab IAIN Curup.” Lisanul’Arab: Journal of Arabic Learning and Teaching 8, no. 1 (2019): 40– Aflisia, Noza, and Partomuan Harahap. “Eksisten Bi’ah Lughawiyah Sebagai Media Berbahasa
Arab Dalam Meningkatkan Kemampuan Muhadatsah Mahasiswa Prodi Pendidikan Bahasa Aflisia, Noza, and Partomuan Harahap. “Eksisten Bi’ah Lughawiyah Sebagai Media Berbahasa
Arab Dalam Meningkatkan Kemampuan Muhadatsah Mahasiswa Prodi Pendidikan Bahasa
Arab IAIN Curup.” Lisanul’Arab: Journal of Arabic Learning and Teaching 8, no. 1 (2019): 40–
55. Arab IAIN Curup.” Lisanul’Arab: Journal of Arabic Learning and Teaching 8, no. 1 (2019): 40–
55 Arab IAIN Curup.” Lisanul’Arab: Journal of Arabic Learning and Teaching 8, no. 1 (2019) Alfian, Muhammad Evan. “Keterampilan Berbicara Dan Pengajarannya.” Arabia,Jurnal Pendidikan
Bahasa Arab 5, no. 1 (2014): 103–21. Alfian, Muhammad Evan. “Keterampilan Berbicara Dan Pengajarannya.” Arabia,Jurnal Pendidikan
Bahasa Arab 5, no. 1 (2014): 103–21. Benarioua, Amel. “ةيما لعالا ةغ للا ة سراممو ةيبرعلا ةغللا ن يب مال عالا بلاط.” Human Sciences Journal,
October 3, 2021, 595–604. Benarioua, Amel. “ةيما لعالا ةغ للا ة سراممو ةيبرعلا ةغللا ن يب مال عالا بلاط.” Human Sciences Journal,
October 3, 2021, 595–604. Fauji, Vina Anisatul, Darul Qutni, and Muchlisin Nawawi. “EFEKTIVITAS MEDIA
FLASHCARD TERHADAP KEMAMPUAN MEMBACA NYARING (AL-JAHRIYAH)
DAN MEMBACA DALAM HATI (ASH-SHAMITAH) BAHASA ARAB SISWA KELAS
VIII MTs NEGERI 1 PURBALINGGA TAHUN AJARAN 2018/2019.” Lisanul Arab:
Journal of Arabic Learning and Teaching 9, no. 1 (June 29, 2020): 74–79. https://doi.org/10.15294/la.v9i1.39311. VIII MTs NEGERI 1 PURBALINGGA TAHUN AJARAN 2018/2019.” Lisanul Arab:
Journal of Arabic Learning and Teaching 9, no. 1 (June 29, 2020): 74–79. https://doi.org/10.15294/la.v9i1.39311. Fisabilillah, Ibnu, Tiy Kusmarrabbi Karo, and Ilham Tumanggor. AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |41 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |41 AL-HIMAM: Jurnal Ilmu-Ilmu Pendidikan & Bahasa Arab ♦ Volume III, No. 1, Juli-Desember 2023 |42 وا ةيبرعلا باتك اوسرد نأ مهل قبس ثيح ةيبرعلا ةغللا يف ةيفلخ مهيدل نيملعملا ءالؤه نأ وه ببسل
ب.باتكلا نم ةدام سيردت يف اًكبترم ناك هنأ اوفرتعا يذلاو ، كيدي ني
وم نولذبي اولاز ام ، كلذ ع
قص.مهبالطل لضفألا ميدقتل مهدهج ىرا “Isti’ab al-Mufrodat Wa
’Alaqotuha Binatijah at-Thallab Fi Hifdzi al-Quran.” Al-Himam: Jurnal Ilmu Ilmu wan, Acep. Metodologi Pembelajaran Bahasa Arab. Bandung: PT Rosda Karya, 2013. Hidayat, Nandang Sarip. “اهميلع ت ةءارج إو مالكل ا ةراهم.” Al-Manar 2, no. 8 (2018). https://doi.org/10.24014/al-manar.v2i8.4736. Hidayat, Nandang Sarip. “اهميلع ت ةءارج إو مالكل ا ةراهم.” Al-Manar 2, no. 8 (2018). https://doi.org/10.24014/al-manar.v2i8.4736. Ni’mah, Abdul Wahab Rosyidi dan Mamlu’atul. Pembelajaran Bahasa Arab. Malang: UINMALIKI
Press, 1122. Ritonga, Ade Muhammad, Danang Prasetio, and Fakhrurrozi Fakhrurrozi. “مح ةيلك ر يدم تالوا Ritonga, Ade Muhammad, Danang Prasetio, and Fakhrurrozi Fakhrurrozi. “مح ةيلك ر يدم تالوا
ال ها ج نوت يناب رثوكل ا دهعمب صصختملا لوألا فصلا يف بالطل ا ىدل ةيبرعلا ةغللا ةيقرت يف ةيمالسإلا نيملعم
ةيلامشلا ةرطموس.” Lahjah Arabiyah: Jurnal Bahasa Arab Dan Pendidikan Bahasa Arab 3, no. Ritonga, Ade Muhammad, Danang Prasetio, and Fakhrurrozi Fakhrurrozi. “مح ةيلك ر يدم تالوا
سإل ن م عم
رت يف ي
لط ى ل ةيب ع ا غل
ل فص ا يف
ج وت نا ر وك ه م صصخت لا ال ها ج نوت يناب رثوكل ا دهعمب صصختملا لوألا فصلا يف بالطل ا ىدل ةيبرعلا ةغللا ةيقرت يف ةيمالسإلا نيملعم
ةيلامشلا ةرطموس.” Lahjah Arabiyah: Jurnal Bahasa Arab Dan Pendidikan Bahasa Arab 3, no. 2 (June 23, 2022): 91–101. https://doi.org/10.35316/lahjah.v3i2.91-101. Setyonegoro, Agus. “Hakikat, Alasan, Dan Tujuan Berbicara, Dasar Pembangun Kemampuan
Berbicara Mahasiswa.” Jurnal Pendidikan Bahasa Dan Sastra Vol.3 (2013): No.1. Setyonegoro, Agus. “Hakikat, Alasan, Dan Tujuan Berbicara, Dasar Pembangun Kemampuan
Berbicara Mahasiswa.” Jurnal Pendidikan Bahasa Dan Sastra Vol.3 (2013): No.1. Utari, Anggie Sri. “Atsar Istikhdam Wasilah Dam’iyah al Yad Fi Ta’lim Maharoh al Kalam Bil
Madrosah al Ibtidaiyah.” Al-Himam: Jurnal Ilmu Ilmu Pendidikan & Bahasa Arab 2, no. 2
(June 28, 2023): 49–64. https://doi.org/10.51590/alhimam.v2i2.450. Utari, Anggie Sri. “Atsar Istikhdam Wasilah Dam’iyah al Yad Fi Ta’lim Maharoh al Kalam Bil
Madrosah al Ibtidaiyah.” Al-Himam: Jurnal Ilmu Ilmu Pendidikan & Bahasa Arab 2, no. 2
(June 28, 2023): 49–64. https://doi.org/10.51590/alhimam.v2i2.450. سب ةعماج ”.اوغورف نولوك ستاو ةيناثلا ةيموكحلا ةيمالسإلا ةيوناثلا ةسردملا يف مالكلا ةراهم ميلعت تالكشم“ .رهاظ ,اويك
ال ,ةيمالسإلا ةنس2013
. سبسا ةعماج ”.اوغورف نولوك ستاو ةيناثلا ةيموكحلا ةيمالسإلا ةيوناثلا ةسردملا يف مالكلا ةراهم ميلعت تالكشم“ .رهاظ ,اويك ال ,ةيمالسإلا ةنس2013
. سر يرصعلا دهعمب يناثلا فصلا بالط ىدل ةيوناثلا ةلحرملا يف مالكلا ةراهم ميلعت تالكشم ليلجت .قدصلا يبسح ,راغي
ال ,جنادرس يليد .غنلاغ ةيرمق2022
. ال ,جنادرس يليد .غنلاغ ةيرمق2022
. وا ةيبرعلا باتك اوسرد نأ مهل قبس ثيح ةيبرعلا ةغللا يف ةيفلخ مهيدل نيملعملا ءالؤه نأ وه ببسل
ب.باتكلا نم ةدام سيردت يف اًكبترم ناك هنأ اوفرتعا يذلاو ، كيدي ني
وم نولذبي اولاز ام ، كلذ ع
قص.مهبالطل لضفألا ميدقتل مهدهج ىرا نا ةراهم فعض بابسأ“ .ايلوج سنه ,نويتسال دهعملاب ةطسوتملا ةلحرم يف يناثلا فصلا بالط ىدل ةيبرعلا ةغللاب مالك
ال ,ةيمالسإلا ةنسلا ةعماج ”.يوونلا مامإ2021
. نا ةراهم فعض بابسأ“ .ايلوج سنه ,نويتسال دهعملاب ةطسوتملا ةلحرم يف يناثلا فصلا بالط ىدل ةيبرعلا ةغللاب مالك
ال ,ةيمالسإلا ةنسلا ةعماج ”.يوونلا مامإ2021
. ال ,ةيمالسإلا ةنسلا ةعماج ”.يوونلا مامإ2021
.
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Reproductive Outcomes in Cases of Subclinical Hypothyroidism and Thyroid Autoimmunity: A Narrative Review
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Revista brasileira de ginecologia e obstetrícia
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Keywords
Abstract Thyroid diseases are relatively common in women in the reproductive period. It is
currently understood that clinically-evident thyroid disorders may impair ovulation
and, consequently, fertility. However, to date it has not been proven that high serum
levels of thyroid-stimulating hormone and/or positivity for antithyroid antibodies are
associated to a reduction in fertility, mainly in the absence of altered thyroxine levels. The present comprehensive review aims to present current data on the association
between subclinical hypothyroidism and/or thyroid autoimmunity and reproductive
outcomes. ►thyroid diseases
►thyroid function tests
►thyroid hormones
►hypothyroidism
►autoimmunity
►female infertility Article published online: 2020-12-21 Article published online: 2020-12-21 Article published online: 2020-12-21 Review Article
829 Review Article 829 Resultados reprodutivos nos casos de hipotireoidismo subclínico
e autoimunidade tireoidiana: Uma revisão narrativa Address for correspondence Bruno Ramalho de Carvalho, MD, MSc,
SGAS 614, Conjunto C, Sala 177, Edifício Vitrium, Centro Médico
Inteligente, Asa Sul, Brasília, Distrito Federal, 70200-740, Brazil
(e-mail: ramalho.b@gmail.com). 1Hospital Sírio-Libanês, Brasília, Distrito Federal, Brazil 3Department of Obstetrics and Gynecology, School of Medical Sciences,
Universidade Estadual de Campinas, Campinas, São Paulo, Brazil p
p
4Department of Gynecology and Obstetrics, Faculdade de Medicina
de Ribeirão Preto, Universidade de São Paulo, Ribeirão Preto, São
Paulo, Brazil 5Discipline of Gynecology, Department of Obstetrics and
Gynecology, Hospital das Clínicas - HCFMUSP, Faculdade de Medina
da Universidade de São Paulo, SP, Brazil Rev Bras Ginecol Obstet 2020;42(12):829–833. Rev Bras Ginecol Obstet 2020;42(12):829–833. Keywords
►thyroid diseases
►thyroid function tests
►thyroid hormones
►hypothyroidism
►autoimmunity
►female infertility
Abstract
Palavras-chave
►doenças da tireoide
►testes de função da
tireoide
►hormônios da
tireoide
►hipotireoidismo
►autoimunidade
►infertilidade feminina
Resumo
received
May 19, 2020
accepted
June 3, 2020 1Hospital Sírio-Libanês, Brasília, Distrito Federal, Brazil
2Human Reproduction Unit, Hospital Fêmina, Grupo Hospitalar
Conceição, Porto Alegre, Rio Grande do Sul, Brazil
3Department of Obstetrics and Gynecology, School of Medical Sciences,
Universidade Estadual de Campinas, Campinas, São Paulo, Brazil
4Department of Gynecology and Obstetrics, Faculdade de Medicina
de Ribeirão Preto, Universidade de São Paulo, Ribeirão Preto, São
Paulo, Brazil
5Discipline of Gynecology, Department of Obstetrics and
Gynecology, Hospital das Clínicas - HCFMUSP, Faculdade de Medina
da Universidade de São Paulo, SP, Brazil Resumo As doenças da tireoide são relativamente comuns em mulheres no período reprodu-
tivo. Atualmente, entende-se que distúrbios da tireoide clinicamente evidentes podem
prejudicar a ovulação e, consequentemente, a fertilidade. No entanto, não se provou
até o presente que níveis séricos altos do hormônio estimulador da tireoide e/ou
positividade para anticorpos antitireoidianos estão associados a uma redução na
fertilidade, sobretudo na ausência de níveis alterados de tiroxina. Esta revisão narrativa
tem como objetivo apresentar dados atuais sobre a associação entre hipotireoidismo
subclínico e/ou autoimunidade tireoidiana e resultados reprodutivos. Palavras-chave
►doenças da tireoide
►testes de função da
tireoide
►hormônios da
tireoide
►hipotireoidismo
►autoimunidade
►infertilidade feminina Address for correspondence Bruno Ramalho de Carvalho, MD, MSc,
SGAS 614, Conjunto C, Sala 177, Edifício Vitrium, Centro Médico
Inteligente, Asa Sul, Brasília, Distrito Federal, 70200-740, Brazil
(e-mail: ramalho.b@gmail.com). DOI https://doi.org/
10.1055/s-0040-1714133.
ISSN 0100-7203. Rev Bras Ginecol Obstet 2020;42(12):829–833. Subclinical Hypothyroidism Subclinical hypothyroidism is a condition in which the level of
TSH is elevated, but the level of fT4 is normal. It represents an
early, mild thyroid failure, and affects up to 10% of the adult
population.27 However, its clinical significance has not been
consistently proven. Raber et al7 followed 223 women for upto
5 years, and they observed lower conception rates among
women who never achieved a basal TSH < 20 mUI/L with fT4
therapy, and, then, they suggested a negative effect of such
findings on reproductive function (level 4). Moreover, the
meta-analysis of two studies21 showed a significant decrease
in the rates of miscarriage (relative risk [RR]: 0.18; 95%; 95%
confidence interval [95%CI]: 0.08–0.39; p < 0.01) and preterm
delivery (RR: 0.41; 95%CI: 0.24–0.68; p ¼ 0.0005) in women
with SCH treated with levothyroxine (LT4) (level 1). However,
contrary to those authors, preconceptionTSH 2.5 mIU/L was
not associated to time to biochemical pregnancy (odds ratio
[OR]:1.09;95%CI: 0.90–1.31), pregnancyloss (RR: 1.15; 95%CI:
0.86–1.54) or live births (RR: 1.01, 95%CI: 0.89–1.14) among
1,193 women with normal fT4 (0.7 ng/dL to 1.85 ng/dL) and a
history of either one or two previous pregnancy losses, even if
they were positive for anti-thyroid antibodies (TGAb 115 -
IU/mL and/or TPOAb 35 IU/mL), and after adjusting for age
and body massindex. Theauthorsalso attempted to determine
a TSH cut-off affecting the continuation of pregnancy, but an
additional analysis ofboth TSH tertiles andcontinuousTSHdid
not result in differences between women with TSH 2.5
mIU/L and those with TSH < 2.5 mIU/L (level 2).12 There are
some studies evaluating the effect of LT4 in women with
subclinical hypothyrodism undergoing assisted reproductive
treatments, like in vitro fertilization (IVF), with conflicting
results.8,10,15,22,26 According to Kim et al,10 women with
subclinical hypothyroidism undergoing assisted reproductive
techniques presented with similar clinical pregnancy rates
when compared with controls, despite the significant differ-
ences in the number of good-quality embryos, implantation
rates, and live-birth rates (RR: 1.8; 95%CI: 1.0–3.25; p ¼ 0.05;
and RR: 2.13; 95%CI: 1.07–4.21; p ¼ 0.03 respectively).10 How-
ever, the miscarriage rate was significantly lower in the LT4
group (no miscarriages versus 33,3% in the control group;
p ¼ 0.021) (level 2). In another trial,8 LT4 or placebo were
initiated one month before IVF and were maintained through-
out pregnancy. Introduction selected for this review.7–19 The references of the selected
studies were also checked, and seven more relevant articles
were included.20–26Theevidencewashierarchizedaccording to
the Oxford Centre for Evidence-based Medicine’s 2011 Levels of
Evidence6 by the first author (BRC), and checked by the second
author (APN); there were no discordances between them or
between them and the other authors. The thyroid gland is responsible for regulating several mech-
anisms of human physiology, which include the reproductive
function. Thyroid hormones are involved in the modulation of
the hypothalamic-pituitary-gonadal axis and, despite the lack
of consistent scientific evidence, it is currently understood that
clinically evident thyroid disorders may impair ovulation and,
consequently, fertility.1 Thyroid diseases arerelativelycommon
in women in the reproductive period. A significant association
between clinical thyroid disorders and abnormalities of the
reproductive system has been largely confirmed: both primary
hyperthyroidism and hypothyroidism have been documented
to produce variable degrees of gonadal dysfunction. Neverthe-
less, the impact of subclinical thyroid dysfunction and/or
thyroid autoimmunity (TAI) on fertility and reproductive out-
comes is not consensual, although they may be related to
infertility and the risk of spontaneous pregnancy loss.1,2 As a
matter of course, subclinical hypothyroidism (SCH) has been
defined as a level of thyroid stimulating hormone (TSH) going
over theupper threshold of4.5 mIU/Lto5.0mIU/Linthesetting
ofa normal level of freethyroxine(fT4).3 Nonetheless,thelimits
commonly vary among studies, and it has been suggested that
the upper cutoff forTSH shouldbeset at 2.5 mIU/L, basedonthe
observation that 95% of asymptomatic people have that level or
even lower levels of TSH.4 Regarding thyroid diseases, in
addition to idiopathic changes in function, situations resulting
from the presence of autoantibodies are quite common, such as
Hashimoto thyroiditis and Graves disease. Currently, at least
three anti-thyroid antibodies can be evaluated in human
serum: the thyroid globulin antibody (TGAb), the thyroid
peroxidase antibody (TPOAb), and the thyrotropin receptor
antibody (TRAb). However, presenting anti-thyroid antibodies
is not sufficient to develop autoimmune thyroid disease, which
pathophysiology is not yet fully understood. Thus, the clinical
relevance of presenting positive antibodies without an estab-
lished disease is still questionable, including the influence on
fertility.5 The present narrative review aims to present the
current data on the association between SCH and/or TAI and
reproductive outcomes. Our objective is to help clinicians
decide the medical approach to women attempting to conceive
and presenting those conditions, based on hierarchized evi-
dence. Palavras-chave ►doenças da tireoide ►testes de função da
tireoide ►infertilidade feminina Copyright © 2020 by Thieme Revinter
Publicações Ltda, Rio de Janeiro, Brazil DOI https://doi.org/
10.1055/s-0040-1714133. ISSN 0100-7203. received
May 19, 2020
accepted
June 3, 2020 Reproductive Outcomes in cases of Subclinical Hypothyroidism and Thyroid Autoimmunity
Carvalho et al. Reproductive Outcomes in cases of Subclinical Hypothyroidism and Thyroid Autoimmunity
Carvalho et al. 830 Subclinical Hypothyroidism The number of follicles punctured, mature
oocytes, and the fertilization, pregnancy, and delivery rates
were significantly higher in the treatment group. Moreover,
the miscarriageratewassignificantlylower intheintervention
group (level 1).8 In a cohort study by Cai et al,15 270 women
with SCH supplemented with LT4 before IVF were compared
with 200 age-matched euthyroid women who underwent
classical IVF or intracytoplasmic sperm injection (ICSI) In Introduction However, once the levels of evidence do not provide a
definitive judgment about the quality of the studies included
nor they constitute a final recommendation,6 clinicians may
apply individualization as the main key for their critical
appraisal in treatment decisions. Rev Bras Ginecol Obstet
Vol. 42
No. 12/2020 Methods The authors did
not find a significant delay in pregnancy (OR: 1.11; 95%CI:
0.88–1.40), higher risk of pregnancy loss (RR: 0.90; 95%CI:
0.61–1.33) or impaired live birth rate in women with circu-
lating anti-thyroid antibodies (RR: 1.04; 95%CI: 0.90–1.20),
even after adjusting for age and body mass index (level 2).12 Addiotnally, according to van den Boogaard et al,9,29 no
association was found between TAI and the rates of clinical
pregnancy after IVF in the meta-analysis of seven studies (OR:
0.71;95%CI:0.36–1.4).However,thesamestudyfoundelevated
odds for unexplained subfertility (OR: 1.47; 95%CI: 1.06–2.02;
p ¼ 0.02), miscarriage (OR: 3.73; 95%CI: 1.83–7.6; p ¼ 0.0003),
recurrent miscarriage(OR:2.26;95%CI: 1.46–73.5; p ¼ 0.0003),
and preterm delivery (OR: 1.93; 95%CI: 1.08–3.47; p ¼ 0.03)
among euthyroid women positive for thyroid autoantibodies
(level 1).9,29 In the same sense, the meta-analysis20 of seven homoge-
neous cohort studies demonstrated a significant elevation in
the odds of miscarriage among subfertile women presenting
with thyroid autoantibodies (OR: 3.15; 95%CI: 2.23–4.44;
p < 0.001), especially TPOAb, but such an association was not
proven byanalyzing the three eligiblestudies involving women
with recurrent pregnancy loss. Moreover, the authors found a
2-fold increase in the odds of preterm birth in the presence of
TAI (OR: 2.07; 95%CI: 1.17–3.68; p ¼ 0.01), with a significant
52% reduction in the relative risk of miscarriage (RR: 0.48; 95%
CI: 0.25- 0.92; p ¼ 0.03) and a 69% reduction in the relative risk
of preterm birth (RR: 0.31 95%CI: 0.11–0.9; p < 0.05) when LT4
was supplemented in women with thyroid autoantibodies
(level 1).20 Finally, in a recent meta-analysis, Dong et al19
showed an association between TAI and recurrent pregnancy
loss (OR: 1.94; 95%CI: 1.43–2,.4), but LT4 did not improve the
pregnancy outcomes (level 1).19 Finally, according to the American Society for Reproductive
Medicine,3 evidence that SCH (defined as TSH > 2.5 mIU/L
with a normal level of fT4) affects fertility or induces miscar-
riages is insufficient. In the absence of specific recommenda-
tions for women attempting pregnancy, there is a suggestion
to use pregnancy thresholds to minimize the potential risks
associated with SCH. The American Thyroid Association2 has
published recommendations on the thresholds; briefly, in the
absence of TAI, LT4 replacement is recommended for women
presenting with TSH > 10.0 mIU/L (strong recommendation,
but based on low-quality evidence), and could be considered
for those presenting with TSH 4.0 mIU/L and < 10.0 mIU/L
(weak recommendation, also based on low-quality evidence). Methods Only in one study involving 64 women with both
subclinical hypothyroidism and positive or negative TPOAb,
LT4 replacement provided an improvement in the rate of live
births (RR: 2.13; 95%CI: 1.07–4.21), with similar miscarriage
rates (RR: 0.11; 95%CI: 0.01–1.98) (level 1).18 Nevertheless, the
authors could not drawclearconclusions dueto thelow tovery
low quality of the evidence reported. Finally according to the American Society for Reproductive subfertility and adverse pregnancy outcomes, like miscarriage,
recurrent miscarriage and preterm birth. Although not consen-
sual, the literature suggests that the administration of LT4 can
improvereproductiveoutcomesinwomenwithnormalthyroid
function and positive thyroid autoantibodies (level 1).9,20,28 total, 176 out of 270 women completed all pregnancy visits of
the study, and were included in the final analysis. In the SCH
treated with LT4 and euthyroid groups of women who under-
went IVF in the same period, the overall rates of clinical
pregnancy (44.31% versus 38.36%; p ¼ 0.251 respectively)
and miscarriage (10.3% versus 10.7%, p ¼ 0.39 respectively)
were similar (level 3).15 Moreover, another study12 demon-
strated that the treatment with LT4 lead to the same rates of
clinical pregnancy, miscarriage, and live births, which were
independent of TSH levels, in women with SCH. There were no
differences between the groups regarding the total number of
oocytes retrieved and good-quality embryos (level 2).12 To
enhance the challenge, two recent meta-analysis have shown
thatLT4supplementationinwomenwithSCHcansignificantly
reduce the risk of miscarriage after assisted reproductive
technologies
(ARTs)
in
almost
50%
(RR:
0.51;
95%CI:
0.32–0.82), but not the rate of preterm birth (RR: 1.13; 95%
CI: 0.65–1.96). In women with TAI, LT4 supplementation
reduced the risks of pregnancy loss (RR: 0.61; 95%CI:
0.39–0.96; p ¼ 0.03) and preterm birth (RR: 0.49; 95%CI:
0.30–0.79; p ¼ 0.003) in naturally-conceived pregnancies,
but not in pregnancies achieved by ARTs (level 1).17 These
results support previous similarly-designed studies (level
1).16,22 As a matter of fact, the last Cochrane review23 con-
cluded that evidence is not sufficient to support the recom-
mendation
of
one
prepregnancy
or
mid-pregnancy
intervention over another, in cases of SCH (level 1). Given
that their findings were only based on two trials with a
moderate risk of bias, and that new trials have been published
after that, the conclusion of a reduction in preterm birth and a
trend toward reduced miscarriage with the use of LT4 therapy
should be taken with caution when deciding to treat euthyroid
women. Methods Despite the aforementioned findings, Vissenberg et al21
could not demonstrate the benefits of treating euthyroid wom-
enwith positive thyroid autoantibodies with LT4 (level 1).21In a
preview cohort study, Raber et al7 did not find a significant
association between the presence of TPOAb and TGAb and
pregnancy or abortion rates in infertile women with or without
SCHfollowed-upfor morethan5years(level4).Inaccordanceto
those results, Dhillon-Smith et al25 could not find significant
differences in the rates of live births after at least 34 weeks of
pregnancy by using 50 µg of LT4 once a day, started before
conception and continued throughout pregnancy, among eu-
thyroid women with TPOAb with a history of miscarriage or
infertility. There was also no significant effect of LT4 on other
pregnancy or neonatal outcomes, including the incidence of
miscarriage and preterm birth (level 1).25 Methods More recently, a Cochrane systematic review18 evalu-
ated the LT4 treatment in subfertile women with SCH under-
going ARTs. Only in one study involving 64 women with both
subclinical hypothyroidism and positive or negative TPOAb,
LT4 replacement provided an improvement in the rate of live
births (RR: 2.13; 95%CI: 1.07–4.21), with similar miscarriage
rates (RR: 0.11; 95%CI: 0.01–1.98) (level 1).18 Nevertheless, the
authors could not drawclearconclusions dueto thelow tovery
low quality of the evidence reported. First of all, the association between TAI and impaired
fertility is still to be proven. In the study by Plowden et al,12
TAI (TGAb 115 IU/mL and/or TPOAb 35 IU/mL) was ex-
amined in relation to time to biochemical pregnancy, preg-
nancy loss, and live birth among women with normal fT4
with one or two previous pregnancy losses. The authors did
not find a significant delay in pregnancy (OR: 1.11; 95%CI:
0.88–1.40), higher risk of pregnancy loss (RR: 0.90; 95%CI:
0.61–1.33) or impaired live birth rate in women with circu-
lating anti-thyroid antibodies (RR: 1.04; 95%CI: 0.90–1.20),
even after adjusting for age and body mass index (level 2).12
Addiotnally, according to van den Boogaard et al,9,29 no
association was found between TAI and the rates of clinical
pregnancy after IVF in the meta-analysis of seven studies (OR:
0.71;95%CI:0.36–1.4).However,thesamestudyfoundelevated
odds for unexplained subfertility (OR: 1.47; 95%CI: 1.06–2.02;
p ¼ 0.02), miscarriage (OR: 3.73; 95%CI: 1.83–7.6; p ¼ 0.0003),
recurrent miscarriage(OR:2.26;95%CI: 1.46–73.5; p ¼ 0.0003),
and preterm delivery (OR: 1.93; 95%CI: 1.08–3.47; p ¼ 0.03)
among euthyroid women positive for thyroid autoantibodies
(level 1).9,29 First of all, the association between TAI and impaired
fertility is still to be proven. In the study by Plowden et al,12
TAI (TGAb 115 IU/mL and/or TPOAb 35 IU/mL) was ex-
amined in relation to time to biochemical pregnancy, preg-
nancy loss, and live birth among women with normal fT4
with one or two previous pregnancy losses. Methods Using the keywords subclinical hypothyroidism, thyroid autoim-
munity, and infertility, we searched for clinical trials, controlled
clinical trials, meta-analyses, and randomized controlled trials
on the following databases: PubMed, the Cochrane Database of
SystematicReviews,theCochraneCentralRegisterofControlled
Trials, the Cochrane Gynecology and Fertility Group specialized
register, and clinicaltrials.gov. No date or language restrictions
were applied to the search. A total of 13 studies were primarily Rev Bras Ginecol Obstet
Vol. 42
No. 12/2020 Reproductive Outcomes in cases of Subclinical Hypothyroidism and Thyroid Autoimmunity
Carvalho et al. 831 total, 176 out of 270 women completed all pregnancy visits of
the study, and were included in the final analysis. In the SCH
treated with LT4 and euthyroid groups of women who under-
went IVF in the same period, the overall rates of clinical
pregnancy (44.31% versus 38.36%; p ¼ 0.251 respectively)
and miscarriage (10.3% versus 10.7%, p ¼ 0.39 respectively)
were similar (level 3).15 Moreover, another study12 demon-
strated that the treatment with LT4 lead to the same rates of
clinical pregnancy, miscarriage, and live births, which were
independent of TSH levels, in women with SCH. There were no
differences between the groups regarding the total number of
oocytes retrieved and good-quality embryos (level 2).12 To
enhance the challenge, two recent meta-analysis have shown
thatLT4supplementationinwomenwithSCHcansignificantly
reduce the risk of miscarriage after assisted reproductive
technologies
(ARTs)
in
almost
50%
(RR:
0.51;
95%CI:
0.32–0.82), but not the rate of preterm birth (RR: 1.13; 95%
CI: 0.65–1.96). In women with TAI, LT4 supplementation
reduced the risks of pregnancy loss (RR: 0.61; 95%CI:
0.39–0.96; p ¼ 0.03) and preterm birth (RR: 0.49; 95%CI:
0.30–0.79; p ¼ 0.003) in naturally-conceived pregnancies,
but not in pregnancies achieved by ARTs (level 1).17 These
results support previous similarly-designed studies (level
1).16,22 As a matter of fact, the last Cochrane review23 con-
cluded that evidence is not sufficient to support the recom-
mendation
of
one
prepregnancy
or
mid-pregnancy
intervention over another, in cases of SCH (level 1). Given
that their findings were only based on two trials with a
moderate risk of bias, and that new trials have been published
after that, the conclusion of a reduction in preterm birth and a
trend toward reduced miscarriage with the use of LT4 therapy
should be taken with caution when deciding to treat euthyroid
women. More recently, a Cochrane systematic review18 evalu-
ated the LT4 treatment in subfertile women with SCH under-
going ARTs. Final Considerations In the absence of specific recommendations for women
attempting pregnancy, some defend the use of pregnancy
thresholds to minimize the potential risks associated with
TAI. According to the most recent American Thyroid Associa-
tion (ATA) recommendations,2 pregnant women presenting
withTSH > 2.5 mIU/L shouldberegularlyevaluatedfor TPOAb;
briefly, for those TPOAb-positive,LT4 therapy is recommended
if TSH 4.0 mIU/L (strong recommendation, based on moder-
ate-quality evidence), and could be considered for those
presenting with TSH > 2.5 mIU/L and < 4.0 mIU/L (weak rec-
ommendation, also based on moderate-quality evidence). The decision to treat SCH, particularly in women attempting
pregnancy and infertile women, remains controversial, since
the current understanding of the effect of thyroid dysfunction
and/or autoimmunity on reproductive outcomes is based
largely on low quality evidence. For this reason, the findings
on the reproductive influence of SCH and TAI should be
considered with care. Also because of the lacking evidence,
the treatment with LT4 should not be established as a routine
for women with SCH or those positive for thyroid autoanti-
bodies as isolated findings, even assuming that potential
benefits may outweigh the potential risks. As a matter of
fact, the use LT4 will certainly benefit pregnant women with
clinical hypothyroidism, and is an accepted strategy for those
with a combination of TAI and elevated TSH. The treatment
may be extended with caution and informed consent when
that combination is found in subfertile women or those
attempting pregnancy, but future better-designed studies
are expected to support strong recommendations. Finally,
screening for thyroid dysfunctions may be considered reason-
able in women who are attempting to conceive and in the
initial stage of pregnancy, but this is not consensual. Regarding
the treatment with LT4, it is well established only in cases of
clinical hypothyroidism, but it should be accepted in the
following situations: 1) SCH associated to infertility; 2) TAI
withTSH 4.0mIU/L;or3)whenTSH > 10.0mIU/L.Therefore,
it should not be a rule for subclinical conditions, especially in
the absence of autoimmunity. In the case of an individualized
treatment for those who are candidates for maternity, we
suggest that the same guidelines provided for pregnancy
should be followed. Laboratorial Pitfalls Thyroid function tests (TFTs) are routinely ordered, but the
evaluation and interpretation of the results may be difficult
at times due to technical problems. The pitfalls in the
hormonal evaluation can be preanalytical, analytical, and
postanalytical. The preanalytical factors include age, preg-
nancy, use of medications (such as oral contraceptives and
biotin), genetic mutations, systemic diseases, and critical
illnesses. The analytical errors occur due to heterophile
antibodies and macro-TSH. The postanalytical errors include
wrong registration of the result by the laboratory, mistakes
in the units of the parameter checked, and failure to identify
the normal data.28,30 Thus, before taking clinical decisions, it
is important that the physician become aware of those
challenges and repeat the test in case of doubt. Beside all the lack of evidence to support the use of LT4 in
euthyroid women with positive antibodies, Bartáková et al11
analyzed the reproductive outcomes of 258 women up to
47 months after an episode of spontaneous abortion in the first
trimester, and 43% of themwere “positivefor thyroid disorders”
(level 3). Despite the fact that they found a significantly lower
rate of secondary infertility among women treated with LT4
when compared with the controls and untreated women (4.1%
versus 10.9% versus 21.1% respectively), such a finding was not
clear whentheycomparedthecontrolstotreatedand untreated
positive women together (10.9% versus 9.9% respectively). The
authors concluded that screening for thyroid disorders in
women after spontaneous abortion and treatment with LT4 is
cost-saving and improves the subsequent pregnancy rate. Reproductive Outcomes in cases of Subclinical Hypothyroidism and Thyroid Autoimmunity
Carvalho et al. Reproductive Outcomes in cases of Subclinical Hypothyroidism and Thyroid Autoimmunity
Carvalho et al. Another trial14 evaluated the treatment with LT4 initiated
between 2 and 4 weeks before the controlled ovarian hyper-
stimulation for IVFand continued through the end of pregnancy
in women with normal thyroid function who tested positive for
TPOAb. The LT4 treatment did not reduce rates of miscarriage or
improved the rates of live births compared with the usual care
(level 1).14 A recent Cochrane Systematic Review18 also showed
no differences in miscarriage rates or live-birth rates with the
LT4 treatment or placebo in a similar group of women under-
going ARTs (level 1). 4. The LT4 therapy is not recommended (strong reco
dation, evidence of high quality) for women prese
(a) TSH 2.5 mIU/mL;
(b) TPOAb-negative, TSH < 4.0 mIU/L.2 4. The LT4 therapy is not recommended (strong recommen-
dation, evidence of high quality) for women presenting:
(a) TSH 2.5 mIU/mL; (b) TPOAb-negative, TSH < 4.0 mIU/L.2 Thyroid Autoimmunity Thyroid autoimmunity seems to be relatively common among
women of reproductive age, and it might be associated with Rev Bras Ginecol Obstet
Vol. 42
No. 12/2020 832 References 1 Gracia CR. Thyroid in Reproduction. Semin Reprod Med. 2016;34
(06):315–316. Doi: 10.1055/s-0036-1593490 16 Li J, Shen J, Qin L. Effects of levothyroxine on pregnancy outcomes in
women with thyroid dysfunction: a meta-analysis of randomized
controlled trials. Altern Ther Health Med. 2017;23(02):49–58 2 Alexander EK, Pearce EN, Brent GA, Brown RS, Chen H, Dosiou C,
et al. 2017 Guidelines of the American Thyroid Association for the
diagnosis and management of thyroid disease during pregnancy
and
the
postpartum. Thyroid. 2017;27(03):315–389. Doi:
10.1089/thy.2016.0457 17 Rao M, Zeng Z, Zhao S, Tang L. Effect of levothyroxine supplemen-
tation on pregnancy outcomes in women with subclinical hypo-
thyroidism and thyroid autoimmuneity undergoing in vitro
fertilization/intracytoplasmic
sperm
injection:
an
updated
meta-analysis of randomized controlled trials. Reprod Biol Endo-
crinol. 2018;16(01):92. Doi: 10.1186/s12958-018-0410-6 3 Practice Committee of the American Society for Reproductive
Medicine. Subclinical hypothyroidism in the infertile female
population: a guideline. Fertil Steril. 2015;104(03):545–553. Doi: 10.1016/j.fertnstert.2015.05.028 18 Akhtar MA, Agrawal R, Brown J, Sajjad Y, Craciunas L. Thyroxine
replacement for subfertile women with euthyroid autoimmune thy-
roid disease or subclinical hypothyroidism. Cochrane Database Syst
Rev. 2019;6(06):CD011009. Doi: 10.1002/14651858.CD011009.pub2 4 Baloch Z, CarayonP,Conte-DevolxB,DemersLM, Feldt-Rasmussen U,
Henry JF, et al; Guidelines Committee, National Academy of Clinical
Biochemistry. Laboratory medicine practice guidelines. Laboratory
supportfor the diagnosisand monitoringof thyroid disease. Thyroid. 2003;13(01):3–126. Doi: 10.1089/105072503321086962 19 Dong AC, Morgan J, Kane M, Stagnaro-Green A, Stephenson MD. Subclinical hypothyroidism and thyroid autoimmunity in recurrent
pregnancy loss: a systematic review and meta-analysis. Fertil Steril. 2020;113(03):587–600.e1. Doi: 10.1016/j.fertnstert.2019.11.003 5 Caturegli P, De Remigis A, Rose NR. Hashimoto thyroiditis: clinical
and diagnostic criteria. Autoimmun Rev. 2014;13(4-5):391–397. Doi: 10.1016/j.autrev.2014.01.007 20 Thangaratinam S, Tan A, Knox E, Kilby MD, Franklyn J, Coomar-
asamy A. Association between thyroid autoantibodies and mis-
carriage and preterm birth: meta-analysis of evidence. BMJ. 2011;
342:d2616. Doi: 10.1136/bmj.d2616 6 Howick J, Chalmers I, Glasziou P, Greenhalgh T, Heneghan C,
Liberati A, et al. The 2011 Oxford CEBM Evidence Levels of
Evidence: introductory document [Internet]. 2011 [cited 2020
May 12]. Available from: https://www.cebm.net/2011/06/2011-
oxford-cebm-levels-evidence-introductory-document/ 21 VissenbergR,vandenBoogaardE,vanWelyM,vanderPostJA,Fliers
E, Bisschop PH, et al. Treatment of thyroid disorders before concep-
tion and in early pregnancy: a systematic review. Hum Reprod
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ine treatment modified in infertile women according to thyrox-
ine-releasing hormone testing: 5 year follow-up of 283 women
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Reprod. 2003;18(04):707–714. References Doi: 10.1093/humrep/deg142 22 Velkeniers B, Van Meerhaeghe A, Poppe K, Unuane D, Tournaye H,
Haentjens P. Levothyroxine treatment and pregnancy outcome in
women with subclinical hypothyroidism undergoing assisted
reproduction technologies: systematic review and meta-analysis
of
RCTs. Hum
Reprod
Update. 2013;19(03):251–258. Doi:
10.1093/humupd/dms052 8 Abdel Rahman AH, Aly Abbassy H, Abbassy AAE. Improved in vitro
fertilization outcomes after treatment of subclinical hypothyroid-
ism in infertile women. Endocr Pract. 2010;16(05):792–797. Doi:
10.4158/EP09365.OR 23 Reid SM, Middleton P, Cossich MC, Crowther CA, Bain E. Inter-
ventions for clinical and subclinical hypothyroidism pre-preg-
nancy and during pregnancy. Cochrane Database Syst Rev. 2013;
(05):CD007752. Doi: 10.1002/14651858.CD007752.pub3 9 van den Boogaard E, Vissenberg R, Land JA, van Wely M, van der
Post JA, Goddijn M, et al. Significance of (sub)clinical thyroid
dysfunction and thyroid autoimmunity before conception and in
early pregnancy: a systematic review. Hum Reprod Update. 2011;
17(05):605–619. Doi: 10.1093/humupd/dmr024 24 Negro R, Schwartz A, Stagnaro-Green A. Impact of levothyroxine
in miscarriage and preterm delivery rates in first trimester
thyroid antibody positive women with TSH less than 2.5 mIU/L. J Clin Endocrinol Metab. 2016;101(10):3685–3690. Doi: 10.1210/
jc.2016-1803 10 Kim CH, Ahn JW, Kang SP, Kim SH, Chae HD, Kang BM. Effect of
levothyroxine treatment on in vitro fertilization and pregnancy
outcome in infertile women with subclinical hypothyroidism under-
going in vitro fertilization/intracytoplasmic sperm injection. Fertil
Steril.2011;95(05):1650–1654.Doi:10.1016/j.fertnstert.2010.12.004 25 Dhillon-Smith RK, Middleton LJ, Sunner KK, Cheed V, Baker K,
Farrell-Carver S, et al. Levothyroxine in women with thyroid
peroxidase antibodies before conception. N Engl J Med. 2019;
380(14):1316–1325. Doi: 10.1056/NEJMoa1812537 11 Bartáková J, Potluková E, Rogalewicz V, Fait T, Schöndorfová D,
Telička Z, et al. Screening for autoimmune thyroid disorders after
spontaneous abortion is cost-saving and it improves the subse-
quent pregnancy rate. BMC Pregnancy Childbirth. 2013;13:217. Doi: 10.1186/1471-2393-13-217 26 Rao M, Zeng Z, Zhou F, Wang H, Liu J, Wang R, et al. Effect of
levothyroxine supplementation on pregnancy loss and preterm
birth in women with subclinical hypothyroidism and thyroid auto-
immunity: a systematic review and meta-analysis. Hum Reprod
Update. 2019;25(03):344–361. Doi: 10.1093/humupd/dmz003 12 Plowden TC, Schisterman EF, Sjaarda LA, Zarek SM, Perkins NJ,
Silver R, et al. Subclinical hypothyroidism and thyroid autoim-
munity are not associated with fecundity, pregnancy loss, or live
birth. J Clin Endocrinol Metab. 2016;101(06):2358–2365. Doi:
10.1210/jc.2016-1049 27 Biondi B, Cappola AR, Cooper DS. Subclinical hypothyroidism: a
review.JAMA.2019;322(02):153–160.Doi:10.1001/jama.2019.9052 28 Garg MK, Mahalle N, Hari Kumar KVS. Reproductive Outcomes in cases of Subclinical Hypothyroidism and Thyroid Autoimmunity
Carvalho et al. Reproductive Outcomes in cases of Subclinical Hypothyroidism and Thyroid Autoimmunity
Carvalho et al. 833 Reprod Biol Endocrinol. 2017;15(01):39. Doi: 10.1186/s12958-
017-0257-2 Practical Aspects In the absence of sufficiently consistent scientific evidence
on the approach of thyroid function in women attempting to
conceive, and considering the aforementioned findings, we
propose the following practical aspects: 1. Healthy women actively attempting to conceive should
not be evaluated for thyroid disorders (strong recommen-
dation, evidence of moderate quality);12 2. Infertile women shouldbe evaluated for thyroid disorders;3 3. In infertile women presenting with TSH > 2.5 mIU/L,
evaluate the TPOAb: (a) The LT4 therapy is recommended (strong recommenda-
tion, evidence of low to moderate quality) for women
presenting: i. TPOAb-positive, TSH 4.0 mIU/L; ii. TPOAb-negative, TSH > 10.0 mIU/L; (b) The LT4 therapy may be individually considered (weak
recommendation, evidence of moderate quality) for
women presenting: i. TPOAb-positive, TSH > 2.5 mIU/L and < 4.0 mIU/L;
2 Conflict of Interests
The authors have no conflict of interests to declare. i. TPOAb positive, TSH > 2.5 mIU/L and < 4.0 mIU/L;
ii. TPOAb-negative, TSH 4.0 mIU/L and < 10.0 mIU/L;2 TPOAb-negative, TSH 4.0 mIU/L and < 10.0 mIU/L;2 Rev Bras Ginecol Obstet
Vol. 42
No. 12/2020 References Laboratory evaluation of
thyroid function: dilemmas and pitfalls. Med J DY Patil Univ. 2016;9(04):430–436 13 Busnelli A, Paffoni A, Fedele L, Somigliana E. The impact of thyroid
autoimmunity on IVF/ICSI outcome: a systematic review and
meta-analysis. Hum Reprod Update. 2016;22(06):775–790. Doi:
10.1093/humupd/dmw019 29 van den Boogaard E, Vissenberg R, Land JA, van Wely M, ven der Post
JA, Goddijn M, et al. Significance of (sub)clinical thyroid dysfunction
and thyroid autoimmunity before conception and in early pregnan-
cy: a systematic review. Hum ReprodUpdate. 2016;22(04):532–533. Doi: 10.1093/humupd/dmw003 14 Wang H, Gao H, Chi H, Zeng L, Xiao W, Wang Y, et al. Effect of
levothyroxine on miscarriage among women with normal thyroid
function and thyroid autoimmunity undergoing in vitro fertiliza-
tion and embryo transfer: a randomized clinical trial. JAMA. 2017;
318(22):2190–2198. Doi: 10.1001/jama.2017.18249 30 Vandendriessche B, Lapauw B, Kaufman JM, Fiers T. A practical
approach towards the evaluation of aberrant thyroid function
tests. Acta
Clin
Belg. 2020;75(02):155–162. Doi:
10.1080/17843286.2019.1577531 15 Cai Y, Zhong L, Guan J, Guo RJ, Niu B, Ma YP, et al. Outcome of in
vitro fertilization in women with subclinical hypothyroidism. Rev Bras Ginecol Obstet
Vol. 42
No. 12/2020
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Internalisasi Nilai-Nilai Konservasi Lingkungan Melalui Penuturan Cerita Rakyat Bagi Anak-Anak di Desa Bedono Kecamatan Sayung Kabupaten Demak
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Abdimas Vol 26, No. 2 (2022): December 2022 Abdimas Vol 26, No. 2 (2022): December 2022 ABDIMAS
Jurnal Pengabdian kepada Masyarakat
https://journal.unnes.ac.id/nju/index.php/abdimas/ Jurnal Pengabdian kepada Masyarakat
https://journal.unnes.ac.id/nju/index.php/abdimas/ Abstrak Kerusakan lingkungan wilayah pesisir terjadi tidak hanya karena bencana alam saja, namun disebabkan juga
oleh aktivitas manusia. Wilayah Desa Bedono, Kecamatan Sayung, Kabupaten Demak saat ini sudah
kehilangan sepertiga wilayahnya karena abrasi laut. Penanaman mangrove sudah dilakukan, namun
kesadaran masyarakat untuk memelihara dan melestarikan mangrove masih rendah. Hal itu dikarenakan,
kurangnya sosialisasi dalam keluarga terutama kepada anak-anak tentang nilai konservasi lingkungan. Sehingga diperlukan suatu kegiatan bagi anak-anak untuk menginternalisasikan nilai-nilai konservasi
lingkungan melalui media yang menarik perhatian anak-anak secara menyenangkan. Berdasarkan alasan
tersebut, tim pengabdian dari Fakultas Ilmu Sosial Universitas Negeri Semarang mengajukan kegiatan berupa
internalisasi nilai-nilai konservasi lingkungan melalui penuturan cerita rakyat bagi anak-anak di Desa Bedono
Kecamatan Sayung Kabupaten Demak. Adapun tahapan kegiatan untuk menyelesaikan permasalahan di Desa
Bedono ini yaitu: pemetaan masalah dan potensi melalui FGD, wawancara, dan observasi; pelatihan
pembuatan media dan pendampingan; kegiatan dengan para sesepuh; dan simulasi penggunaan media. Dengan kegiatan ini bertujuan untuk dapat menggugah kesadaran anak-anak untuk berperan dalam upaya
rehabilitasi mangrove dan menjaga lingkungan. Bertambahnya ilmu pengetahuan bagi anak-anak secara
khusus dan masyarakat Desa Bedono secara umum. Ilmu pengetahuan ini berasal dari kearifan lokal
masyarakat lokal melalui penuturan pengalaman para sesepuh desa. Kata kunci : : cerita rakyat, kearifan lokal, internalisasi nilai, konservasi lingkungan Internalisasi Nilai-Nilai Konservasi Lingkungan Melalui
Penuturan Cerita Rakyat Bagi Anak-Anak di Desa Bedono
Kecamatan Sayung Kabupaten Demak Atika Wijaya, Asma Luthfi, Fajar, Harto Wicaksono, Fadly Husain Universitas Negeri Semarang, Indonesia Abdimas Vol 26, No. 2 (2022): December 2022 terendam air laut (Nugroho dkk., 2020; Zaky dkk., 2012; Chafid dkk., 2012). Pemerintah pusat melalui
Kemenko Maritim turut serta mengkoordinir upaya penanggulangan bencana abrasi ini (Biro
Perencanaan dan Informasi, 2018). Khusus untuk penanaman mangrove, pemerintah daerah bekerja
sama dengan OISCA, LSM Internasional Jepang, melakukan konservasi mangrove dengan cara
melakukan pembibitan, penanaman, dan pemeliharaan mangrove, dengan pendekatan personal,
maupun pendekatan kelembagaan. Sejak tahun 2004, upaya konservasi mangrove giat dilakukan dan
menjadi salah satu pilot project program rehabilitasi mangrove yang dilaksanakan oleh OISCA Jepang
yang bekerja sama dengan Pemerintah Daerah Kabupaten Demak. Akan tetapi saat ini jumlah vegetasi pohon mangrove mulai berkurang karena arus dan
gelombang air laut yang kuat menyebabkan banyak pohon mangrove yang mati. Selain itu juga karena
mulai berkurangnya perhatian masyarakat dalam upaya pemeliharaan mangrove. Seiring dengan
berakhirnya proyek rehabilitasi mangrove oleh OISCA di Desa Bedono, semangat dan motivasi
masyarakat mulai berkurang dalam memelihara mangrove. Banyak pohon mangrove yang roboh dan
mati tidak lagi mendapatkan perhatian yang serius oleh masyarakat. Kesadaran masyarakat dalam
menjaga keberlangsungan konservasi mangrove tidak merata. Jika kondisi tersebut dibiarkan, maka
upaya konservasi mangrove tidak akan berkelanjutan dan kualitas lingkungan pesisir kembali
menurun. Kelompok laki-laki masih lebih dominan dibandingkan dengan kelompok perempuan, baik
secara personal maupun secara kelembagaan. Padahal kelompok perempuan merupakan kelompok
masyarakat yang memiliki peran sentral dalam mereproduksi pengetahuan tentang mangrove
(Laksono dkk., 2000). Begitupun dengan kelompok anak-anak, minimnya sosialisasi tentang
konservasi mangrove dari keluarga berpotensi untuk menghambat upaya rehabilitasi mangrove. Hal
ini berdasarkan hasil penelitian tahun 2020 sebelumnya, terkait literasi mangrove di lokasi yang sama. Para ibu-ibu mengaku tidak melakukan sosialisasi tentang konservasi mangrove dan bahwa sosialisasi
tersebut seringkali dilakukan oleh mahasiswa dari perguruan tinggi atau lembaga-lembaga
internasional. Padahal, agar konservasi lingkungan pantai melalui rehabilitasi mangrove di Bedono
dapat berkelanjutan, maka diperlukan adanya kesadaran, partisipasi dan tanggung jawab penuh oleh
berbagai lapisan masyarakat lokal (Luthfi, 2020). Dalam hal ini, literasi mangrove dan pengetahuan
lokal masyarakat dapat dihimpun, direproduksi, dan diinternalisasikan kembali agar pemeliharaan
mangrove menjadi bagian dari aktifitas sosial budaya mereka. Segmen masyarakat yang paling efektif dalam upaya literasi mangrove berbasis kearifan lokal
ini adalah anak-anak sebagai generasi penerus di Desa Bedono. Melalui upaya internalisasi mangrove
ke kelompok anak-anak, maka kesadaran konservasi mangrove dan kepedulian atas keselamatan
lingkungan lingkungan dapat tertanam kepada masyarakat Bedono sejak dini. Praktik pendidikan
konservasi kepada anak-anak sudah banyak dilakukan, namun dalam pelaksanaannya tidak sedikit
berada di luar kesadaran. PENDAHULUAN Desa Bedono di Kecamatan Sayung Kabupaten Demak merupakan salah satu desa yang
mengalami abrasi sangat parah dalam dua decade terakhir yang menenggelamkan sepertiga wilayah
desa. Menurut data Kementerian Kelautan dan Perikanan tahun 2018, daerah pesisir di Kabupaten
Demak merupakan daerah yang terkena abrasi cukup luas yaitu 798 hektar yang mengakibatkan
banyak daerah hilang karena abrasi air laut. Daerah yang terkena abrasi di Demak meliputi 14
kecamatan, dimana Kecamatan Sayung terkena paling luas yaitu 250 hektar (Purbaya, 2017). Selain
diakibatkan oleh arus dan gelombang air laut yang besar sebagai bentuk fenomena alam, degradasi
wilayah pantai ini juga disebabkan oleh aktivitas manusia seperti petambakan, penambangan pasir,
perluasan wilayah pemukiman, dan pembangunan infrastuktur di sekitar wilayah pantai (Damayanti,
2013; Tarigan, 2007; Raihansyah dkk., 2016; Suniada, 2015). Berbagai cara sudah ditempuh untuk meminimalisir abrasi pantai, seperti pembuatan sabuk
pantai dan penanaman mangrove di pesisir pantai. Di Desa Bedono Kecamatan Sayung, Kabupaten
Demak, upaya konservasi mangrove sudah lama diupayakan sejak wilayah pesisir ini dilanda abrasi
pantai yang cukup besar yang mengakibatkan sejumlah pemukiman, tambak, dan areal pertanian 222 Abdimas Vol 26, No. 2 (2022): December 2022 METODE Pengabdian kepada masyarakat ini berlokasi di Desa Bedono, Kecamatan Sayung yang mana
adalah daerah yang terimbas rob dan sebagian desa dalam posisi tenggelam. Berikut peta desa Bedono
yang wilayah daratan sudah berkurang. Gambar 1. Peta satelit Desa Bedono, 2021. Gambar 1. Peta satelit Desa Bedono, 2021. Untuk merealisasikan tujuan pengabdian yaitu pelestarian lingkungan mangrove di masa
depan, maka khalayak sasaran program pengabdian ini adalah masyarakat dan kelompok anak-anak
di Desa Bedono, Kecamatan Sayung, Kabupaten Demak. Untuk merealisasikan tujuan pengabdian yaitu pelestarian lingkungan mangrove di masa
depan, maka khalayak sasaran program pengabdian ini adalah masyarakat dan kelompok anak-anak
di Desa Bedono, Kecamatan Sayung, Kabupaten Demak. Adapun metode yang digunakan adalah tiga tahap. Pertama, metode penggalian cerita rakyat. Metode ini mengawali keseluruhan kegiatan pengabdian dengan menggali cerota-cerita yang
berkembang di masyarakat terkait dengan pemeliharaan mangrove dan menjaga lingkungan pantai. Tahap ini dilakukan dengan wawancara kepada beberapa narasumber dan sesepuh desa Bedono. Tahap ini dilakukan pada periode Agustus – September 2021 oleh tim mahasiswa. Kedua, penyusunan naskah komik. Tahap berikutnya adalah perumusan naskah komik dari data
yang diperoleh pada tahap pertama tadi. Di sini dibuat storyline yang sesuai dengan karakter anak-
anak. Tahap ini dilakukan oleh seluruh tim pengabdi dosen dan mahasiswa. Lalu setelah naskah
selesai diserahkan kepada illustrator untuk dibuat cerita bergambar. Ketiga, sosialisasi dan story telling komik. Tahap setelah komik selesai dibuat adalah
mensosialisasikannya kembali kepada masyarakat terutama kelompok anak-anak melalui story telling
di sekolah-sekolah, taman bermain, taman alquran, dsb untuk mencapai tujuan internalisasi nilai
konservasi mangrove. Abdimas Vol 26, No. 2 (2022): December 2022 diturunkan ke anak-anak dalam keluarga. Kearifan lokal merupakan modal sosial yang dimiliki
masyarakat yang dapat menumbuhkan partisipasi masyarakat dalam merumuskan bersama bentuk
pengelolaan sumber daya alam sekaligus mengelolanya Dengan secara sadar dan terstruktur praktik
pengenalan pendidikan konservasi kepada anak-anak akan menjadi kunci dalam menjaga ekosistem
kehidupan, termasuk di dalamnya adalah anak-anak manusia itu sendiri. Bukan hanya untuk hidup di
masa ini, tetapi juga masa depan. Dengan demikian, diperlukan suatu kegiatan yang efektif bagi anak-
anak untuk memahami nilai-nilai konservasi lingkungan dari kearifan lokal masyarakat mereka yang
dituturkan melalui cerita rakyat. diturunkan ke anak-anak dalam keluarga. Kearifan lokal merupakan modal sosial yang dimiliki
masyarakat yang dapat menumbuhkan partisipasi masyarakat dalam merumuskan bersama bentuk
pengelolaan sumber daya alam sekaligus mengelolanya Dengan secara sadar dan terstruktur praktik
pengenalan pendidikan konservasi kepada anak-anak akan menjadi kunci dalam menjaga ekosistem
kehidupan, termasuk di dalamnya adalah anak-anak manusia itu sendiri. Bukan hanya untuk hidup di
masa ini, tetapi juga masa depan. Dengan demikian, diperlukan suatu kegiatan yang efektif bagi anak-
anak untuk memahami nilai-nilai konservasi lingkungan dari kearifan lokal masyarakat mereka yang
dituturkan melalui cerita rakyat. Abdimas Vol 26, No. 2 (2022): December 2022 Artinya, praktik pendidikan tersebut merupakan bagian rutinitas tradisi dari
proses pendidikan kepada anak-anak sebagai pewaris kebudayaan. Upaya konservasi budaya lewat
sosialisasi kepada anak-anak menjadi peristiwa penting dalam pembelajaran anak (Rahmawati, 2012). Pun demikian dengan praktik pendidikan literasi lingkungan yang dilakukan kepada guru-guru dan
kader posyandu dalam masyarakat Paledah (Pangandaran) yang dipandang mampu melahirkan
manusia yang literat lingkungan. Hasil dari praktik pendidikan ini melahirkan para fasilitator
pendidikan literasi lingkungan bagi anak-anak dan komunitas (Komariah dkk., 2017). Bagi
masyarakat yang sudah sadar tentang hal itu sudah melakukan pendidikan konservasi secara
terstruktur, seperti apa yang dilakukan oleh masyarakat Tengger. Masyarakat Tengger dengan
kesadarannya melaksanakan pendidikan konservasi lewat lembaga formal dan kelompok masyarakat
untuk meningkatkan keterampilan pengelolaan sumber daya yang tersedia (Sayektiningsih dkk.,
2008). Hal serupa juga dilakukan oleh masyarakat Yogyakarta yang menerapkan strategi konservasi
budaya dengan melibatkan semua elemen masyarakat (Soeroso dkk., 2008). Muara dari praktik pendidikan konservasi yang berbasis kearifan lokal dan kesesuaian konteks
yang dilakukan oleh masyarakat adalah adanya perubahan pengetahuan, sikap, dan perilaku untuk
pengelolaan sumber daya alam dan ekosistem yang ramah serta berkelanjutan (Fidela dkk., 2020). Kearifan lokal yang diwariskan secara turun temurun biasanya ditransmisikan melalui aktivitas
domestik yang melibatkan perempuan. Sehingga internalisasi nilai-nilai kearifan lokal dapat 223 Abdimas Vol 26, No. 2 (2022): December 2022 Abdimas Vol 26, No. 2 (2022): December 2022 yang muncul di permukaan dengan bentuk yang tidak beraturan serta hanya bisa tumbuh pada air
payau merupakan karakteristik utama pohon mangrove. Masyarakat di daerah pesisir sering
menyebut mangrove dengan pohon bakau dengan beberapa nama lokal yang berbeda dari setiap
wilayah. Masyarakat di pantai utara Jawa umumnya mengenal mangrove sebagai pohon yang
gampang tumbuh, sebab buah yang jatuh dari pohon terkadang tumbuh menjadi tunas yang banyak. Hal ini membuat vegetasi mangrove alami banyak tidak dirawat secara khusus oleh masyarakat karena
adanya anggapan di atas. Namun di sisi lain, pohon mangrove juga sangat rentan akibat terjangan
ombak yang besar sehingga tidak sedikit tunas ataupun pohon mangrove yang sudah besar menjadi
tumbang dan mati. g
Di Desa Bedono, masyarakat pada awalnya memiliki asumsi seperti masyarakat pesisir pada
umumnya yang menganggap mangrove sebagai pohon liar yang bisa tumbuh di sekitar rumah mereka
tanpa harus ditanam dengan sengaja. Pohon mangrove yang tumbuh mereka beri nama yang berbeda
sesuai dengan jenisnya, yakni Brayo, Bedada, dan Bakau. Ranting dari pohon mangrove yang sudah
besar banyak dimanfaatkan oleh masyarakat sebagai kayu bakar, sedangkan getahnya digunakan
sebagai obat luka. Tanaman Mangrove yang tumbuh di bibir pantai juga difungsikan oleh masyarakat
sebagai tanaman yang bisa menahan gelombang air laut. Hanya saja, pada sekitar tahun 1980an, pohon mangrove mulai banyak ditebangi untuk
perluasan areal pertambakan. Saat itu, nilai ekonomis dari udang windu dan hasil tambak lainnya
sangat tinggi sebab banyaknya permintaan dari luar negeri. Ini membuat vegetasi mangrove di Bedono
mulai berkurang. Kondisi ini diperparah dengan adanya terjangan ombak yang besar akibat
pembangunan Pelabuhan Tanjung Mas di Kota Semarang. Pohon-pohon mangrove yang tumbuh di
sekitar pantai tidak banyak yang bisa bertahan hidup akibat gelombang yang besar dan abrasi pantai
yang terjadi terus menerus. Sejak akhir tahun 1999, vegetasi mangrove di Bedono semakin menyusut seiring dengan abrasi
pantai yang bahkan membuat pemukiman warga menjadi tergenang. Bahkan beberapa Kepala
Keluarga harus direlokasi karena rumahnya sudah tidak layak lagi dihuni sebab areal pemukiman
mereka sudah menyatu dengan laut. Bencana abrasi ini membuat masyarakat mulai tersadar akan
pentingnya mangrove untuk menjaga lingkungan mereka. Terlebih ketika makam dari seoarang ulama
mulai tergenang dan hamper tenggelam. Hal ini membuat beberapa warga berinisiatif untuk
menanam mangrove di sekitar makam tersebut dan tidak bersedia direlokasi agar dapat menjaga
makam tersebut. Hanya saja, cara-cara penamaman dan pemeliharaan mangrove kurang mereka pahami sebab
selama ini, mangrove dianggap pohon liar yang bisa tumbuh sendiri. Pelaksanaan Kegiatan Pengabdian g
g
Untuk membantu melaksanakan kegiatan Internalisasi Nilai-nilai Konservasi Lingkungan
Melalui Penuturan Cerita Rakyat Bagi Anak-anak di Desa Bedono Kecamatan Sayung Kabupaten
Demak, maka ada beberapa tahapan kegiatan. Abdimas Vol 26, No. 2 (2022): December 2022 Hingga pada tahun 2006, OISCA
(The Organization for Industrial, Spiritual, dan Cultural Advancement-International), sebuah lembaga
nirlaba dari Jepang, mengembangkan program rehabilitasi lingkungan pantai di Desa Bedono. Melalui
program ini, masyarakat dikenalkan dan diajarkan cara membudidayakan pohon mangrove, mulai
dari pembibitan, penanaman, perawatan, dan pemantauan. Saat ini, program rehabilitasi pantai dari
OISCA telah membuat lingkungan pantai di Bedono hijau kembali dengan hutan mangrove yang
cukup lebat.. HASIL DAN PEMBAHASAN Pengetahuan Lokal Masyarakat tentang Konservasi Mangrove
Mangrove merupakan tanaman khas pesisir yang banyak dijumpai di sepanjang pantai. Akar Pengetahuan Lokal Masyarakat tentang Konservasi Mangrove Pengetahuan Lokal Masyarakat tentang Konservasi Mangrove
Mangrove merupakan tanaman khas pesisir yang banyak dijumpai di sepanjang pantai. 224 Abdimas Vol 26, No. 2 (2022): December 2022 Tahap Perencanaan Pada tahap ini, tim pengabdi merencanakan konsep kegiatan yaitu menggali informasi dari
perangkat desa dan sesepuh desa tentang cerita-cerita yang berkembang di masyarakat tentang nilai
konservasi lingkungan, sejarah mangrove, dan manfaat mangrove bagi masyarakat. Melalui
serangkaian wawancara dan focus group discussion ini, tim telah memperoleh gambaran tentang
metode pelaksanaan kegiatan pengabdian. Dari cerita para tokoh masyarakat, diketahui bagaimana
awal mula rob terjadi di Desa Bedono, datangnya berbagai lembaga yang membantu masyarakat
dengan salah satunya menanam mangrove hingga manfaat mangrove bagi kehidupan masyarakat desa 225 Abdimas Vol 26, No. 2 (2022): December 2022 Gambar 2. Wawancara narasumber terkait penggalian cerita rakyat di Bedono saat ini. Gambar 2. Wawancara narasumber terkait penggalian cerita rakyat di Bedono Tahap Pelaksanan p
Tahap ini adalah pembuatan komik berdasarkan cerita dari tokoh masyarakat dan sesepuh
untuk dijadikan media komik untuk internalisasi nilai konservasi lingkungan untuk anak-anak. Komik
ini bercerita tentang anak-anak Desa Bedono yang memperhatikan lingkungan rumahnya dan mencari
tahu apa yang terjadi. Kemudian, keberadaan dan manfaat mangrove yang tumbuh di sekitar rumah
mereka. Aspek terpenting adalah anak dapat belajar peka terhadap perubahan di lingkungan mereka,
mencari jawaban apa yang terjadi, dan menumbuhkan kesadaran akan konservasi mangrove. Berikut
adalah bagian dari komik yang dibuat. Gambar 3. Storyline komik
Penyusunan storyline dilakukan oleh tim pengabdian dalam waktu satu bulan untuk
memfinalisasi cerita yang akan dibangun dalam komik, termasuk pemilihan tokoh utama yaitu anak-
anak agar mudah diterima oleh kelompok anak-anak yang menjadi target dalam pengabdian ini. Kemudian, cerita yang sudah disusun kemudian dilengkapi dengan ilustrasi gambar yang dikerjakan
secara professional, hingga komik siap cetak. Tampilan halaman depan komik. Gambar 3. Storyline komik Gambar 3. Storyline komik Penyusunan storyline dilakukan oleh tim pengabdian dalam waktu satu bulan untuk
memfinalisasi cerita yang akan dibangun dalam komik, termasuk pemilihan tokoh utama yaitu anak-
anak agar mudah diterima oleh kelompok anak-anak yang menjadi target dalam pengabdian ini. Kemudian, cerita yang sudah disusun kemudian dilengkapi dengan ilustrasi gambar yang dikerjakan
secara professional, hingga komik siap cetak. Tampilan halaman depan komik. 226 226 Abdimas Vol 26, No. 2 (2022): December 2022 Gambar 4. Halaman sampul komik yang sudah dicetak dan ber-ISBN. Gambar 4. Halaman sampul komik yang sudah dicetak dan ber-ISBN. SIMPULAN Kegiatan pengabdian yang dilakukan dosen UNNES ditujukan kepada masyarakat Desa Bedono
khususnya kelompok anak-anak usia sekolah. Kerusakan lingkungan wilayah pesisir terjadi tidak
hanya karena bencana alam saja, namun disebabkan juga oleh aktivitas manusia. Wilayah Desa
Bedono, Kecamatan Sayung, Kabupaten Demak saat ini sudah kehilangan sepertiga wilayahnya karena
abrasi laut. Penanaman mangrove sudah dilakukan, namun kesadaran masyarakat untuk memelihara
dan melestarikan mangrove masih rendah. Dengan kegiatan ini diharapkan dapat menggugah
kesadaran anak-anak untuk berperan dalam upaya rehabilitasi mangrove dan menjaga lingkungan. Bertambahnya ilmu pengetahuan bagi anak-anak secara khusus dan masyarakat Desa Bedono secara
umum. Ilmu pengetahuan ini berasal dari kearifan lokal masyarakat lokal melalui penuturan
pengalaman para sesepuh desa. Saran yang dapat disampaikan dari hasil pengabdian ini yaitu agar para orang tua di Desa
Bedono melakukan internalisasi nilai konservasi kepada anak mereka sejak dini, sehingga dapat sadar
dan melakukan Tindakan konservasi lingkungan terutama mangrove yang menjadi penyelamat
wilayah Desa Bedono selama dua dasawarsa terakhir ini. UCAPAN TERIMA KASIH Tim pengabdi mengucapkan terima kasih kepada Universitas Negeri Semarang melalui Fakultas
Ilmu Sosial atas dukungan pendanaan pengabdian kepada masyarakat tahun 2021 dengan nomor
kontrak: 315.29.4/UN37/PPK.4.3/2021, tanggal 29 April 2021. Ucapan terima kasih juga disampaikan
kepada masyarakat Desa Bedono terutama siswa SD Bedono 1 atas partisipasinya dalam kegiatan
pengabdian ini. Tahap Evaluasi p
Setelah pelaksanaan pengabdian terlaksana, maka tahap selanjutnya adalah tahap evaluasi. Tahap evaluasi dilakukan oleh tim pengabdi untuk mengetahui tingkat keberhasilan dari pengabdian
yang sudah dilaksanakan. Evaluasi dilaksanakan dengan cara merefleksikan proses kegiatan
pengabdian mulai perencanaan sampai pelaksanaan pengabdian. Selama proses evaluasi, tim
pengabdi menilai bahwa pelaksanaan pengabdian berjalan dengan baik. Meskipun terdapat kendala
utama dari kegiatan ini adalah masih merebaknya pandemic Covid-19 yang kemudian direspon oleh
pemerintah pusat dan daerah dengan kebijakan PPKM. Kota Semarang dan Kabupaten Demak
menjadi kota dengan level 4 atau tertinggi, sehingga pergerakan tim sangat terbatas. Selain itu,
pengetahuan masyarakat yang terbatas terkait mangrove dan konservasi lingkungan sangat terbatas. Namun demikian, antusiasme siswa SD Bedono ketika sosialisasi dan pembacaan komik sangat tinggi
sehingga ini menjadi indicator keberhasilan pengabdian di masyarakat juga. Bahkan pihak sekolah
meminta agar berikutnya lebih terjadwal dengan jumlah siswa yang lebih banyak untuk mereka dapat
mendengarkan cerita komik ini. Tim pengabdian juga menyerahkan 3 eksemplar komik untuk bahan
pustaka di perpustakaan SD Bedono 1. Proses kegiatan ini dinilai baik karena dilaksanakan sesuai dengan rencana yang telah
disusun Tim PPM dengan tahapan-tahapan yang dirumuskan. Evaluasi dilakukan bersama antara
Tim PPM Unnes dengan semua pihak yang terkait, perangkat desa Bedono, Sayung, Demak. Hal
ini bertujuan agar Tim PPM Unnes maupun peserta dan stake holder dapat mengetahui
keefektivitasan kegiatan yang dilakukan demi tercapainya target pengabdian ini. Tahap Sosialisasi p
Pada tahap ini komik yang sudah dicetak dan diperbanyak, kemudian siap dibagi-bagikan
kepada pemerintah desa Bedono, sekolah dasar, sekolah keagamaan dan komunitas desa. Sosialisasi
dilakukan dengan cara dating langsung ke kegiatan anak-anak yaitu di sekolah. Sosialisasi kepada
anak-anak dengan cara story telling dan games yang dilakukan oleh tim mahasiswa. Pada tahap ini komik yang sudah dicetak dan diperbanyak, kemudian siap dibagi-bagikan
kepada pemerintah desa Bedono, sekolah dasar, sekolah keagamaan dan komunitas desa. Sosialisasi
dilakukan dengan cara dating langsung ke kegiatan anak-anak yaitu di sekolah. Sosialisasi kepada
anak-anak dengan cara story telling dan games yang dilakukan oleh tim mahasiswa. Gambar 5. Sosialisasi komik di sekolah SD Bedono Gambar 5. Sosialisasi komik di sekolah SD Bedono
Para siswa sangat antusias dengan kedatangan tim pengabdian yang membawa buku komik
untuk mereka. Kemudian, tim pengabdian membacakan isi komik tersebut dan di akhir sesi
pembacaan ada tanya jawab. Untuk menambah kemeriahan acara maka sesi tanya jawab para siswa
diberikan kenang-kenangan berupa makanan kecil dan minuman. Dengan kegiatan menyenangkan
ini, tim pengabdian juga menyerahkan beberapa eksemplar komik sebagai bahan pustaka di
perpustakaan SD Bedono. Dengan demikian, siswa dapat sewaktu-waktu membacanya dan
mendapatkan inspirasi tentang nilai konservasi, nilai persahabatan, dan motivasi untuk berprestasi
sebagaimana pengalaman yang diceritakan oleh tokoh utama dalam komik tersebut. Gambar 5. Sosialisasi komik di sekolah SD Bedono Para siswa sangat antusias dengan kedatangan tim pengabdian yang membawa buku komik
untuk mereka. Kemudian, tim pengabdian membacakan isi komik tersebut dan di akhir sesi
pembacaan ada tanya jawab. Untuk menambah kemeriahan acara maka sesi tanya jawab para siswa
diberikan kenang-kenangan berupa makanan kecil dan minuman. Dengan kegiatan menyenangkan
ini, tim pengabdian juga menyerahkan beberapa eksemplar komik sebagai bahan pustaka di
perpustakaan SD Bedono. Dengan demikian, siswa dapat sewaktu-waktu membacanya dan
mendapatkan inspirasi tentang nilai konservasi, nilai persahabatan, dan motivasi untuk berprestasi
sebagaimana pengalaman yang diceritakan oleh tokoh utama dalam komik tersebut. 227 227 Purbaya, A. A. (2017). 798 Hektar di Pesisir Demak Tenggelam AKibat Abrasi dan Rob.
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Characterization of two Austrian porcine reproductive and respiratory syndrome virus (PRRSV) field isolates reveals relationship to East Asian strains
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Veterinary research
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© 2016 Sinn et al. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Porcine reproductive and respiratory syndrome virus (PRRSV) causes major problems for the swine industry world‑
wide. Due to Austria’s central location in Europe, a large number of animals are transported through the coun‑
try. However, little is known about current PRRSV strains and epidemiology. We determined full-length genome
sequences of two Austrian field isolates (AUT13-883 and AUT14-440) from recent PRRSV outbreaks and of a related
German isolate (GER09-613). Phylogenetic analysis revealed that the strains belong to European genotype 1 subtype
1 and form a cluster together with a South Korean strain. Remarkably, AUT14-440 infected the simian cell line MARC-
145 without prior adaptation. In addition, this isolate showed exceptional deletions in nonstructural protein 2, in the
overlapping region of glycoprotein 3 and 4 and in the 3′ untranslated region. Both Austrian isolates caused similar
lung lesions but only pigs infected with AUT14-440 developed clear clinical signs of infection. Taken together, the
genetic and biological characterization of two novel Austrian PRRSV field isolates revealed similarities to East Asian
strains. This stresses the necessity for a more detailed analysis of current PRRSV strains in Europe beyond the determi‑
nation of short ORF5 and ORF7 sequences. type 1 (PRRSV-1), whereas VR2332 represents the North
American PRRSV type 2 (PRRSV-2). The two genotypes
share only about 60% identity at the nucleotide level [5]. Due to high mutation and recombination rates [6], vari-
ability is also high within the genotypes, especially in
type 1. Therefore, three subtypes have been proposed for
PRRSV-1 based the size of the nucleocapsid protein (N):
pan-European subtype 1 and Eastern European subtypes
2 and 3 [7]. Characterization of two Austrian porcine
reproductive and respiratory syndrome virus
(PRRSV) field isolates reveals relationship to East
Asian strains Leonie J. Sinn1*, Leonie Zieglowski1, Hanna Koinig2, Benjamin Lamp1, Bettina Jansko3, Georg Mößlacher3,
Christiane Riedel1, Isabel Hennig‑Pauka2 and Till Rümenapf1* *Correspondence: leonie.sinn@vetmeduni.ac.at;
till.ruemenapf@vetmeduni.ac.at
1 Institute of Virology, Department for Pathobiology, University
of Veterinary Medicine Vienna, Veterinärplatz 1, 1210 Vienna, Austria
Full list of author information is available at the end of the article Veterinary Research Veterinary Research Veterinary Research Sinn et al. Vet Res (2016) 47:17
DOI 10.1186/s13567-015-0293-x Open Access © 2016 Sinn et al. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Virus isolation and titration For virus isolation, 50 µL serum of diseased piglets from
farms 440 and 883 were used to inoculate 5 × 106 PAM
on a six-well format. After 2 days, the cell culture super-
natant was clarified by centrifugation (5 min, 3000 g) and
passaged on PAM and MARC-145 cells. Virus infection
was generally analysed 2 days post-infection by immuno-
fluorescence staining. Virus titres of supernatants were
confirmed on PAM from a single animal to ensure com-
parability and expressed as tissue culture infectious dose
of 50% (TCID50). In the animal trial a viral stock from the
6th to 8th passage was used for inoculation. f
The aim of this study was to determine the etiological
agents of two PRRSV-1 outbreaks in Austria and to char-
acterize them genetically and biologically. The results
reveal that the isolated PRRSV-1 subtype 1 field strains
(AUT13-883 and AUT14-440) have genetic and phyloge-
netic similarities to East Asian strains. Introduction This gap in knowledge complicates the identification
of the source of outbreaks, which is crucial as the most
important PRRSV problems in Austria occur as a con-
sequence of (re-) introduction into formerly free herds. An awareness of recent isolates and genomic changes
that possibly lead to lower protection is also important in
terms of assessing the effectiveness of vaccines. streptomycin). Two additional antibiotics (enrofloxacin
and kanamycin) were added for the culture of PAM. All
cells were maintained at 37 °C and 5% CO2 and observed
daily for cytopathic effects. Materials and methods
Viruses and cells Wild-type PRRSV strains AUT13-883 and AUT14-440
were isolated from sera of two farms in Upper Austria
in 2013 and 2014. A cell culture adapted PRRSV-1 sub-
type 1 strain (GER09-613) that was isolated from the field
in Germany in 2009 was also included in the analysis
(kindly provided by L. Haas, TiHo Hannover). MARC-
145 cells (CCLV RIE 277 [18]) were obtained from the
Friedrich-Loeffler-Institute in Germany. Preparation of
porcine alveolar macrophages (PAM) was essentially per-
formed as described previously [19]. Briefly, lungs of 6- to
12 week-old PRRSV-free, healthy pigs were washed 2–3
times with PBS (pH 7.2). Aliquots of lavage fluid were
pooled and centrifuged for 5 min at 1000 g. The cells were
washed in PBS and repelleted twice. For storage, PAM
were resuspended in FCS supplemented with 10% dime-
thyl sulfoxide and frozen at −150 °C. MARC-145 cells
were cultured in Dulbeccos’s modified Eagle’s medium
(Life Technologies, Waltham, USA) supplemented with
10% fetal calf serum (Bio&Sell, Nürnberg, Germany)
and antibiotics (100 U/mL penicillin and 100 µg/mL Sample collection Serum samples were collected from two medium-sized
piglet producers in Upper Austria in November 2013
(farm 883) and March 2014 (farm 440). Both farms
were experiencing PRRSV-related problems such as
pneumonia, wasting, variance in growth, conjunctivitis
and coughing in rearing piglets, as well as reproduc-
tive disorders such as mummification and abortions in
sows. Whereas one farm (883) had experienced minor
problems related to PRRSV over a period of 2 years,
the other (440) was formerly free of PRRSV and had
losses of up to 50% in one farrowing badge. Serum
samples from both farms had been tested positive for
PRRSV by qRT-PCR by the Animal Health Service
Upper Austria. Neither of the farms had used vaccines
against PRRSV. Introduction Porcine reproductive and respiratory syndrome virus
(PRRSV) is one of the most economically important
pathogens in the swine industry worldwide [1, 2]. It is the
etiological agent of porcine reproductive and respiratory
syndrome (PRRS), which is characterized by respiratory
disorders as well as by growth retardation in growing pigs
and reproductive failure in late gestation sows [3, 4]. The
disease emerged in the late eighties in North America,
with the first outbreaks in Europe recorded in 1990 [3]. PRRSV is a small, enveloped virus with a single-
stranded positive-sense RNA genome that belongs to the
family Arteriviridae, order Nidovirales [8]. The 5′-capped
and 3′-polyadenylated genome of PRRSV is about 15 kb
in length and contains ten open reading frames (ORF)
[9, 10]. ORF1a and 1b constitute over 75% of the viral
genome and encode two polyproteins, which are cleaved
into at least 14 nonstructural proteins (nsp) that are
responsible for genome replication and transcription i
The causative agent, PRRSV, was first isolated in 1991
in the Netherlands [4]. This strain, Lelystad virus (LV),
is regarded as the prototype strain of European PRRSV *Correspondence: leonie.sinn@vetmeduni.ac.at;
till.ruemenapf@vetmeduni.ac.at
1 Institute of Virology, Department for Pathobiology, University
of Veterinary Medicine Vienna, Veterinärplatz 1, 1210 Vienna, Austria
Full list of author information is available at the end of the article Page 2 of 13 Sinn et al. Vet Res (2016) 47:17 [11]. ORF2–4 encode the minor structural proteins,
including glycoprotein (GP) 2, 3 and 4, which form a
hetero-trimer that is believed to be involved in virus
entry [12]. The major structural proteins GP5, membrane
protein (M) and N protein are encoded by ORF5–7. Nucleotide sequences of ORF5 (603–606 bp) and ORF7
(372–387 bp) are widely used for phylogenetic studies. However, the analysis is limited as these short genomic
sequences might be subject to recombination and immu-
nological selection pressure [6]. Phylogenetic analysis
based on ORF5 and ORF7 may also lead to different sub-
typing of PRRSV-1 strains [13]. For these reasons, the use
of further methodologies for genetic subtyping has been
suggested, such as whole genome sequencing [6, 14]. The
lack of published full-length sequences is exemplified by
the situation in Austria, where the limited data on current
strains consists solely of ORF5 or ORF7 sequences [15–
17]. Detection of PRRSV‑positive cellsi Cells were fixed with 1:2 methanol-acetone for 2 min at
room temperature and air-dried. Anti-PRRSV-N-protein
monoclonal antibodies (clone P10/b1) [20] (kindly pro-
vided by A. Saalmüller, Vienna) were employed for the
detection of infected cells. Goat anti-mouse conjugated
with Cy3 (Dianova/Jackson, Hamburg, Germany) was
used as a secondary antibody. Quantitative reverse transcription‑PCR (qRT‑PCR) Quantitative reverse transcription PCR (qRT PCR)
To detect viremia, viral RNA was extracted from 140 µL
serum with QIAamp Viral RNA Kit (Qiagen, Hilden,
Germany) according to the manufacturer’s instructions. RNA was eluted in 60 µL distilled water and 1 µL was
directly used for amplification with the KAPA™ SYBR®
FAST One-Step qRT-PCR Kit (Peqlab, Erlangen, Ger-
many) on an ABI 7500 cycler (Applied Biosystems, Foster
City, USA). Published primers Pesch PLS (5′-ATGGCC
AGCCAGTCAATC-3′) and Pesch PLR (5′-TCGCCCT
AATTGAATAGGTG-3′) were used for amplifica-
tion [22]. A recombinant cDNA clone of a PRRSV-1
strain was purified using the QIAGEN Plasmid Midi
Kit (Qiagen, Hilden, Germany) and spectrophotometri-
cally quantified. The copy number of recombinant plas-
mids was calculated with the formula: N (molecules per
µL) = [C (DNA concentration in µg/µL)/K (fragment size
in bp)] × 185.5 × 1013 (factors derived from DNA weight,
volume and the Avogadro constant). To obtain a standard
curve, a tenfold dilution series of cDNA of the PRRSV-1
clone was included in the qRT-PCR setup. Cycling condi-
tions were 42 °C 5:00, 95 °C 5:00 and 42 cycles of 95 °C
0:03, 60 °C 1:00 and 80 °C 0:33 (fluorescence detection
step) followed by a dissociation step (95 °C 0:15, 60 °C
1:00, 95 °C 0:15). The numbers of genome copies were
calculated with the 7500 System SDS Software (Applied
Biosystems, Foster City, USA) based on the standard
curve and projected to 1 mL serum by multiplication by
428.4. The DNA fragments were subjected to gel electro-
phoresis, purified by the peqGOLD Gel Extraction Kit
(Peqlab, Erlangen, Germany) and sequenced by com-
mercial laboratories (Microsynth Austria, Vienna, Aus-
tria and Eurofins Genomics, Ebersberg, Germany). Primer selection for sequencing was based on available
PRRSV-1 sequences. The determined full-length genome
sequences of GER09-613, AUT14-440 and AUT13-883
were submitted to GenBank (KT344816, KT334375 and
KT326148). Initial phylogenetic analysis was carried out with
NCBI’s Basic Local Alignment Search Tool for nucle-
otides (BLASTn). The two closest neighbours of the
isolates presented in this study were determined for
ORF5 and ORF7. Pairwise comparison and identity
calculations were carried out with CLC Main Work-
bench 7.6 (CLCBIO, Aarhus, Denmark). Alignments
and phylogenetic trees were generated with the soft-
ware CLC Sequence Viewer 7.6 (CLCBIO, Aarhus,
Denmark) with bootstrap values based on 1000 repli-
cates. All PRRSV-1 strains with full genome sequences
deposited in GenBank were used to construct the
phylogenetic trees. Determination and analysis of full‑length genome
sequences Total RNA was extracted from PAM 5 days after inocula-
tion and from serum samples using the RNeasy Mini Kit
and the QIAamp Viral RNA Mini Kit (Qiagen, Hilden,
Germany) according to the manufacturer’s instructions. RNA was eluted in 30 µL distilled water and either used
immediately for RT-PCR or stored at −80 °C for subse-
quent analysis. Page 3 of 13 Sinn et al. Vet Res (2016) 47:17 RT-PCR was carried out using the LongAmpKit
(NEB, Ipswich, USA) or the One Step RT-PCR Kit (Qia-
gen, Hilden, Germany) according to the manufacturer’s
instructions. Seven primer pairs that were highly con-
served in PRRSV-1 strains were designed (available upon
request) based on published sequences available in NCBI
GenBank. The resulting PCR amplicons were overlapping
and covered the whole genome. Serum titration Tenfold dilution series of sera were prepared and trans-
ferred to naïve PAM. For each time point and each ani-
mal, two replicates were performed. Three days later cells
were fixed and stained and the TCID50 was calculated. Quantitative reverse transcription‑PCR (qRT‑PCR) For the trees based on ORF5 and
ORF7, the two closest neighbours—as determined by
NCBI BLASTn—were added. The PRRSV-2 prototype
VR-2332 was used as an out-group. Recombination
analysis was performed with the recombination analy-
sis tool (RAT) [21] using the full genome alignment of
PRRSV-1 strains. To detect viral shedding, nasal swabs were submerged
in 2 mL of sterile saline (0.7% NaCl) and thoroughly
shaken for 30 s. 200 µL of supernatant were used for viral
RNA extraction with the High Pure Viral RNA Kit (Roche
Diagnostics, Vienna, Austria) according to the manufac-
turer’s instructions. RNA was eluted in 50 µL of the kit’s
elution buffer and 13.6 µL were directly used for ampli-
fication with the LightCycler® RNA Amplification Kit
SYBR Green I with a LightCycler® 480-II System (Roche
Diagnostics, Vienna, Austria). The nested RT-PCR from
Pesch [21] was adapted for detection with SYBR Green
I®. Reverse transcription and activation was performed
according to the manufacturer’s instructions, followed by
32 cycles of 60 °C 0:10, 72 °C 0:22 and 95 °C 0:10. The
nested amplification step was carried out with LightCy-
cler® FastStart DNA Master(plus) SYBR Green I (Roche
Diagnostics, Vienna, Austria) using 2 µL of the first PCR
reaction. Cycling conditions were 25 cycles of 60 °C 0:10, Animal trial
Animals Twenty-seven-week-old conventional pigs (#1–20) were
obtained from a PRRSV-negative herd and housed in
a biosafety level 2 facility. They had been vaccinated
against PCV-2 and M. hyopneumoniae in their third
week of life. To confirm their PRRSV status nasal swabs
taken at the time of arrival were analysed by qRT-PCR
and serum samples were tested for antibodies against
PRRSV with the commercial IDEXX X3 ELISA (IDEXX
laboratories, Westbrook, USA). The animal experi-
ments were approved by the ethics committee of the
University of Veterinary Medicine, Vienna and the
Federal Ministry of Science, Research and Economy
(BMWF-68.205/0196-WF/V/3b/2014). Page 4 of 13 Sinn et al. Vet Res (2016) 47:17 Korean strain KNU-07 [24], a Croatian strain [25] and
German strains [26] (Additional file 2). Korean strain KNU-07 [24], a Croatian strain [25] and
German strains [26] (Additional file 2). 72 °C 0:20 and 95 °C 0:20. The fluorescence detection step
was carried out at 84 °C. The PCR was followed by a dis-
sociation step. Results were considered positive when a
clear amplification curve was observed and the melting
temperature of the amplicons (calculated by LightCycler®
480 System Software) was within the expected range. i
Since the results of the phylogenetic trees based on
ORF5 and ORF7 were inconclusive, complete genome
sequences for AUT13-883 and AUT14-440 were deter-
mined (GenBank: KT326148 and KT334375). A phylo-
genetic tree based on the full genome sequences of the
isolates presented in this study, 38 published PRRSV-1
strains and PRRSV-2 prototype VR-2332 (Figure 1)
confirmed the relationship between the two Austrian
isolates, GER09-613 and KNU-07. All four strains clus-
ter together, with no other strain in the same branch. AUT13-883 and GER09-613 are the most closely related
strains. Serology Serum samples were tested for antibodies against PRRSV
with the commercial IDEXX X3 ELISA (IDEXX labora-
tories, Westbrook, USA) according to the manufacturer’s
instructions. Ratios of optical densities of sample and
positive control (P/PK ratios) were calculated and con-
sidered positive when >0.4. Statistical analysis Assembly of the overlapping sequences resulted in com-
plete genomes consisting of 15022 nucleotides (nt) for
AUT14-440 and 15095 nt for GER09-613 and AUT13-
883, excluding the 3′ poly(A) tails. Detailed comparison
to the European prototype LV revealed marked differ-
ences in the region of nsp2. Both Austrian virus isolates
and the German strain GER09-613 possess a shorter
ORF1a due to deletions in nsp2 (Figure 2). The differ-
ence of three nucleotides in ORF1a between AUT13-883
(7188 nt) and LV (7191 nt) results in the deletion of pro-
line 182 in nsp2 (Figure 3A, dotted line box). The deletion
is also present in the South Korean strain KNU-07 and
has been described for strains from Hong Kong. GER09-
613 and AUT14-440 (ORF1a lengths of 7188 and 7152
nt) share a deletion of three nt, resulting in the loss of
glutamine 183 in nsp2, one amino acid (aa) downstream
of proline 182 (Figure 3A, dotted line box). In compari-
son to LV, AUT14-440 has further deletions in nsp2 at
aa positions 320–323, aa 359–364 and aa 699–700, all
in hypervariable regions of nsp2 where deletions are
frequently found (Figure 3A, solid line boxes). ORF3
and ORF4 of AUT14-440 were also truncated by 36 nt
when compared to LV, resulting in a deletion of 12 aa in
the overlapping region of GP3 and GP4 (Figures 3B and
C solid line boxes). Shorter deletions (up to 8 aa) in this
area have been described for several strains, including
HK5 and the Chinese isolate BJEU06-1. AUT14-440 also
shows a single nucleotide deletion at position 87 in the
3′ untranslated region (UTR) (Figure 3D, solid line box). All deletions in virus isolate AUT14-440 were also found
when RNA from the original serum sample was used for
RT-PCR and PCR products were directly sequenced. Data were analysed with the SPSS statistics software
(SPSS Ltd, Quarry Bay, Hong Kong). Oneway ANOVA
with Posthoc LSD test was applied for the analysis of all
results except for those from the ELISA, which were ana-
lysed with the t test with the test value 0. A p value < 0.05
was considered statistically significant. Virus isolation Two PRRSV-1 outbreaks in 2013 (farm 883) and 2014
(farm 440) were brought to our attention by the responsi-
ble veterinarians. Case 883 was characterized by mild res-
piratory disorders and a low virus load that persisted over
2 years. In case 440, suckling piglet mortality reached
50%, which is severe for PRRSV outbreaks in Austria, and
abortions were observed. Both farms had been found to
be PRRSV-1 positive by qRT-PCR before we obtained any
samples. To investigate the PRRSV strains responsible for
the outbreaks, we isolated two viruses from the serum of
diseased piglets after serial inoculation of PAM (termed
AUT13-883 and AUT14-440). MARC-145 cells were also
susceptible for AUT14-440 without adaption but were
not infected by AUT13-883. Phylogenetic analysish The sequences of the ORF5 and 7 genes revealed that
both isolates belong to PRRSV-1 subtype 1 [7] but the
results for ORF5 and ORF7 were not consistent. In the
phylogenetic tree based on ORF5, AUT14-440 clustered
together with German and South Korean PRRSV-1 iso-
lates (among them KNU-07) (Additional file 1). AUT13-
883 represented a different branch of the tree and was
most closely related to German strain EU-2a from 1992
[23] and to Austrian strain 2888 [15]. In contrast, when
ORF7 sequences were used for phylogenetic analysis,
the two Austrian isolates formed a group together with Pairwise nucleotide comparison of the complete
genome resulted in identities of 87.7, 87.9 and 88.6%
with LV for AUT14-440, AUT13-883 and GER09-613. Identities between the isolates were 86.4% (GER09-613 Page 5 of 13 Sinn et al. Vet Res (2016) 47:17 Figure 1 Phylogenetic analysis based on nucleotide sequences of full-length genomes of 41 PRRSV-1 strains and PRRSV-2 prototype
VR2332 as an out-group. The PRRSV strains presented in this study are marked in red and the associated sub-tree is highlighted with a box. The
tree was constructed using the neighbour joining method with the numbers at the nodes representing bootstrap values in % of 1000 replicates. Scale bar: number of substitutions per site. Figure 1 Phylogenetic analysis based on nucleotide sequences of full-length genomes of 41 PRRSV-1 strains and PRRSV-2 prototype
VR2332 as an out-group. The PRRSV strains presented in this study are marked in red and the associated sub-tree is highlighted with a box. The
tree was constructed using the neighbour joining method with the numbers at the nodes representing bootstrap values in % of 1000 replicates. Scale bar: number of substitutions per site. to AUT14-440), 85.4% (AUT14-440 to AUT13-883) and
89.9% (AUT13-883 to GER09-613) (Figure 2). been described. However, the particular clinical signs
in an affected herd provide no more than an indication
of the pathogenicity of a PRRSV isolate, as other patho-
gens may be involved. To assess the virulence and to test
Koch’s postulates, an animal trial was performed with the
Austrian isolates AUT13-883 and AUT14-440 and the
German isolate GER09-613, which clusters in the same
branch of the phylogenetic tree. Determination of virulence Genetic and phylogenetic analysis showed a striking
relationship between the Austrian isolates, the German
strain GER09-613 and the South Korean strain KNU-07. The reported severity of the clinical symptoms associ-
ated with AUT13-883 and AUT14-440 differed markedly,
while the clinical symptoms of GER09-613 have not PRRSV-seronegative pigs were distributed equally
into four groups according to their weight and sex. Each Page 6 of 13 Sinn et al. Vet Res (2016) 47:17 Figure 2 Detailed comparison of complete genomes of GER09-613, AUT14-440, AUT13-883 and Lelystad virus (LV) (table) and
schematic overview of nucleotide differences between LV and the isolates presented in this study. Black bars represent areas with a
low degree of similarity to LV. Open reading frames (ORF) of PRRSV that encode non-structural proteins (blue) and structural proteins (orange) are
shown. group of five animals was housed in a separate com-
partment to avoid cross-contamination. After 1 week
of adaptation (day 7 to day 0), pigs from groups GER09-
613, AUT13-883 and AUT14-440 were inoculated
intranasally with 3 mL medium (1.5 mL in each nos-
tril) containing 1 × 105 TCID50 of the respective strain. Pigs from the control group received the same amount
of medium without virus. Clinical signs and rectal tem-
perature were monitored daily. A scoring system was
applied that rates liveliness, dyspnoea, coughing, nasal
and ocular discharge, conjunctivitis and cyanosis with
scores from 0 (physiological) to 3 (severe clinical signs). Daily scores for each animal were added to obtain a
value for the overall health status and the mean clinical
scores for the four groups were calculated (Figure 4A). All pigs infected with AUT14-440 showed mild to mod-
erate dyspnoea on three or more study days. Other
clinical signs that occurred frequently in all animals in
this group were apathy and conjunctivitis. Two waves
of clinical signs could be distinguished: the first wave
occurred around day 4 post infection (pi) and the sec-
ond, with more prominent signs of illness, took place
around day 12 pi. In the other infection groups, only one (AUT13-883) or two (GER09-613) animals showed mild
dyspnoea for no more than 2 days in a row. Pigs in the
control group showed no relevant clinical signs in the
trial, except for animal #4 that had to be euthanized on
study day 10 due to a severe lameness in the hind legs. Determination of virulence There was no significant difference in rectal temperature
between the four groups. The pigs were weighed at −7, 0, 3, 7, 10 and 13 days
post infection (dpi). For each week of the trial (study
days −7 to 0, 0 to 7, 7 to 13) daily weight gain was cal-
culated and is shown for each group as a box plot with
maximum and minimum values represented as whiskers
(Figure 4B). From the first week to the second week of
the trial, all groups showed an average increase of daily
weight gain between 0.08 and 0.16 kg. From the second to
the third week, the control group and group GER09-613
showed a mean increase of daily weight gain of 0.05 and
0.11 kg, whereas in the groups infected with the Austrian
field isolates daily weight gain did not increase (mean
values of −0.07 kg for AUT14-440 and −0.02 kg for
AUT13-883). Despite the apparent differences between
the groups, the figures are not statistically significant due
to the small group size and the high variation within the Page 7 of 13 Page 7 of 13 Sinn et al. Vet Res (2016) 47:17 SG I AD F L AN P P PQE FWT L D KM L T SP SP ER SG F S S L YK L L L EV V PQK CGA T EGA F I YA V ERM L KD C P S SKQAMA L L A K I K V P S SK A P SV S L D EC F PT D V L AD F E PA SQE
. . . . . . . . D . . . - . . . . . . . . . . . . . . . Q . . . . . . . . . . . . A . . . . . . . . K . . . T . . . . . . . . . . . . . E . . . . . . . . . . . . . . . . A . . . . . . . . . . . A P . N . . L . P . D
A . . . . . . . . . . . - . R . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . E . . . . . . . . V . . . . . . . . . . . . . D . . . . . . P . . L . . . P . . . . . S . . . . . . . - . . . . . . . . . . . . . . . . Q . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . L . . . . . . . . . . . . . . . . . R . . . . . . S . . . . . . . . . A . I S . . L . L . . . . . . . . . . . . D . . - . . . . . . . . . . . . . . . . . . S . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . N . P . . L . L . P . K
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . G . . . . . . P . . . . . . Determination of virulence F P . . . . . . . . . . . . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . N S . . . . . . A . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . . S . . . . . . . . . . . . . . . . . . . . . . S . . . . . T FH . . . . V . . . . D . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . R . . . . . . S . . . . . . . . . . . . P . N S . . . . K K
. . . . . . . . . . . - . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . E . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . S . . . G . . . . D
. . . . . . . . D . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . . P E . . . . . . . . . . . . . . . . . . . . . . . . . . AG . P . . . . . . F . . R PQ S SGA A V V L C SPD A K E F E EA A P E EVQE SGH K A VH SA L L A EGPNN EQVQV V AGEQ L K L GGCG L A VGN AH EGA L V SAG L I N L VGGN L SP SD PMK ENM L N SR ED E P L D L
K . . . . . . . . . . . . . G . . . . . . T T L . . A . . . . R . V . Q . . . P . . . . . . . . ERT . . . . . . G . . . . . . V . . . . . . . T . . P . S . . D . G . R . . L F . N S . . . . V . . GWG . . . . . . . . . D P SV . A . P . P S . . . . . K . V . . . . . . D KD R . V . C PV P . S- - - - . K . . . M . T D . . . . . D SH . . L . E ST RK . . SA P . . . V - - - - - - V . S L . S . E . . T . . GW. Determination of virulence . . . . . . K . . . . D T . . A . . . . V V . . . . . . T L . . G . GGD Y . T . Y . . P . SD . . T . D . . . . A V . . . P . . D S . S SV A . . V . . . V . . PV . . . D SA SE S S L L L . S . . . . . F . . . GG . . . . . K . . . . . T V . . . R . . G . . . . . . . . L . . . . . . . . . T . . . . PH T K . . . K . . . . . . V . . . . . . . . . D . V . . . . . . D V . . . . . P . D . A S - - - - - - - - - - - - - - - - - - - . . . . . . . . . . . . . . . . . . . N . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V P . . . . . . . . . . . . . . . . . S . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . T R . . . . . . . . . . . . G . . . . . . . . . . . . . L . . . . A . . . . . A . . . . . S . . . . . . . . . G . V . . . . SP . Determination of virulence . . . . E . . P . . . S . . G . . P . GW. . . . . . . . S . G . . T . G . S . . . . . . R . . K . T . . . . . . D . . E . . R . T P FT DD . - - - - - - - - - - - - - - - - - - - - - - - - - - - - T . A . . . ST . P . D . . . . S . . SA E . ST . . . . . . . . . . . N L . R . . . . . . S . . . . . . G SG . S . L . . I R . . D L . . . . . . . . . . D . . . . . . RA . . . . K P E . S . . N S . . . V . . . . V . A . V . . - - - - . . S . . . . G S . R . . I P . . WR . . . . . . GT . N . . . . . A . Y . . N V . . . . . . . . R . T . . GN . . . D . . . . P . R . . D EK . . . . . . . . . . E P S . . . S . . . . V . K . V . A . S . P . . . I S . D . P SPG F . . . D T . . . . . . . . . . . . . . . P . . . . A . . . . . . . G . . GT . S . . A . . . . . . . . . A V P . . . . . . . . . . . . . . . . . . E . . . . . . Determination of virulence . I . S . Q - - - - - - - - - - - - - - - - - . S . . SK R . . . H . . . . . . . . . . SQPA PA ST T T L V R EQT PDN PG SD AGA L PV T V R E FV PT GP I L CH V EH CGT E SGD S S SP L D L SD AQT L DQP L N L S L A AWPV RA T A SD PGWVHGRR E PV FV K PRN A F SDGD
. . . . . T A . . . . . . . R . . . . . S F . . . . F . . . . . Q L A S . R SM . R . . . . . . A . . . . . . . . . . . . . . . A . . . . . D . . . . . . . . A . . . . . . . . I . . . . . . I . . . S . . V L . . . . . R . . ST A I A . A . K . . . . N . . . P EV I . S L A . . . . . . SA V . V . G . . G . . . M . R S . C . . . . . . . N T . . P . E . . . . . . . . . . . K T . . . . . . . . . . . . . . . . . . . . S . L . . . . . . S . S . A V . . P . E . H . . E . . . R . . . . F S . . T . R . . S . . FM . R . . . . . . . . . . . GN . . . . . . N . . A S . . . . . . . . T . . . . K . . . . . . . Determination of virulence . . . . . . . . . . . . . . D . . . . . . . R . . . . A . . . P EG . H . . E . . . F . . . . . L . . T . K . . . A . LM . H . . . . . . . . . . . G . . . . . . . . . . I PG . . . D . . . . . . . . K S . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . R . . . . . . . . . . . . . . . . . Q . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . S . L T A . . . . . . . . . . . . . . . G . . . . . . . I . . . . . . R . . PR . . . . . . . . . S . . . . . . . . . . . . . P . . . . . . . . . . . . . . . . . . . . . . . Y . . . . . . . . . . . G . . . . . . . . . . . V V . . G . . . . . . . CD L . F . . . . P F . . . . K . . . I . ST FR . . . . . . . . . DN I . . . . T . P . . Determination of virulence . A . . . . . D . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . GT L . . . . . . . T . V A . MA C . K . . I . Y . L . . . T P S- . . . AQ . . A . A S LM . R . . . . . . . . . . . . . . . . . . . N . . I . . . . . . . . . . T . . . K . . . . . . . . . . . . . . . . . . . . . S . L . . . . . . S . . . A . V . . . . G L . . . Y . . . N V . . P . . . - - - - A . . . L R FH . . . . . . . . P . . . . L . . . . . V . . A . N . . . D . . . T D . . . K T . . . . . . . . Y . . . . . . . . . R . D . . . . . . . H . . . . A . . . . . G . . . . . . . . . . . S . . . I A . . G . . . . . . . . R . . . . . . . . . . . . . . . . . . . F . . . . . . . . D . . . . . . . . K . . . . . . . . . R . . C . . . . L . . . K . . . . . . Determination of virulence SA L Q FGE L SE S S SV I E FD RT KD A PV VD A PVD L T T SN EA L SV VD P F E FA E L K R PR F SAQA L I D RGGP L AD VH A K I KN RV Y EQC L QA C E PG SRA T PA T R EWL D KMWD RVD
. V . . . . . . F . . . . . V . . . . M . . . . . . . T . . . . . . . . K T P . A A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . K K . . . . . . . . . . . . F . . . . F . . . . . . V . . . . A . N V . . . . . . . . . . . . . . T . . A . . . . . . . . P . . . . . . . . . . . . . . . . . . . . . . . . . . Q . . . . . . . . . . . . . . . . . . . K R . . . . . . . . . . . V . . . . . T . . . . . . . . S . . A . . T . A A . I . I . . . . . S . . . F . I . . L . P . . . . . . . . . . . . . . . . . . . . . . . . . R . . . . . . . . . . . . . . . . . . . . . . . K K . . . . . . . . . . . V . . . . G . . . Determination of virulence . . . . . . . . . . . . T L . . . . . I . . . . . . . . . . M . . . L . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Q . . . R . . . . . . . . . . . . . . . K K . . . R . . A . . . . . . . . . . . . . . . P . . . . . . . . . . . G . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . . . . . . G I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . A . . . V . . . . L R E I . A . . . . . . . . P . . . . . . AD . . . R S . . F . . . . . . . . . . . . . . . . . . . . . . . . . S . . . . . . . . . . . Determination of virulence . . . . . . . . . K A . . . . . . . . . . . V . . L . . . . . . . . . V . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . Q . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . . A . . . . K . S . PR . . . . . . . . . . . . . . . . . E . . . . . . S . . . . . . . L . . . . . . . . . . . . K . . . . R . . . . . . . . . . . . . . . . . . . . . . . . Q . . . T L . A . . . . . . . . . . . . . . A . . . S . . V . . R . . . H . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Determination of virulence MK TWRCT SQ FQAGR I L A S L K F L PDM I QD T P P PV PRKN RA SDN AG L KQ L V AQWD RK L SV T P P PK PVGPV L DQ I V P P PT D I QQED V T P SDGP PH A PD F P SRV ST GG SWKG
. . . . . . . . . . . . . Q . . . . . N . . . . . . R . . . . . . . . . . . VN . SV . . . . . . . . . . . . . . . . . . Q . L . E . . . . . T I . . . . . A . . G . AN . P . R . . . . . . S . G . . G . SRG . . . . . . . H . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . V S . S . . . . MM . . . . . . . E . L . Q . L . R . . P . . T G . S . V EV R . . . I P . T N E . . . V . . C - - . . G . . RN . R . . . . . C . . . . . . . . . . . . . . S . . . . . . R . . . . . . . . . . . . . . SV . . . . . . . . . . G . . . . . . . K . L . K . . . . . T I S S . . SA . . G . . . . P . E . . RV . . L SG . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . H . R . S . . . . R . . . . . . . . . . . . . L QR . A E . . P . . . A . S . MGV . . DG . . . . S . . . Q . . . . . G . . D . . . . . . S
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . P . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . G . . . . . . . . . . . . . . . . . . . . . L . . . . . A . . . T . . . . . . . . . . . . . . . . R . . . V . . L . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . S . T . G S . . . . . . . . . . . . . . . A . SQK . . . E . MRN . A T . . . . . . . . . E . . . P . . S . . . . . . . . . . . M SWN . . . . . . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . H . . . . . . . . . . . . . . . . D . . R . . . R . . . . . . A A S S . . . A . . . . G . T . . . . AN T . . . . . I . . . . . . . . . V . S . . . . M . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . R . . . . N . . . . . . . . . . . . . . . . S . . . Q . . . . . . . A . T . L . . MGT . . . . . . . . . . . . Q . . . L F . . . . . S . . . . N
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . K . . . . . . S . . . . . . . . R . . K . . . . . . . . . SA . L . . . . T . . . . . . . . . . . A . . . . . L S . . S . . S . . . . . SW. . . . MA A A T L F F L AGAQH I MV SEA FA CK PC F ST H L SD I ET N T T A A AG FMV L QD I N C FR PHGV SA AQEK I S FGK S SQCR EA VGT PQY I T I T AN V T D E SY L YN AD L LM L SA C L F YA
. . T . I . . L . V . . . C L . . . . . . . Determination of virulence . . . . . . . . . . . . K . . . . . . . . . . . . . K . E . L Q . R . D . T T P SGV . YA . Q . . . . Q . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . I . L L . V . . . . L . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . K . E . L Q . - - - - - - - - - - - - K V R . . . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . L . V . . . R L V . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . K . E . SQ . . KN . ST SHGA PQT . R . . . . Q . I . . . . . . . . . . D . . . . . . . . . . . . . . . . . . . . . . . . . . I . . L . V . . . R L . . . . . . . . . . . . . . . . . . . K . . . . P . . N . . . . . K . E . L Q . . RG . T T . Q SV P YK . Q . . . . Q . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . L . . . . . Y . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . L . . . . . . . . . . E . P . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . H . . . . . I . . L . . . . . Y L . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . . . . . L . . . . . . T . . . T . . . . . P . . . . . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . I . . LMV . . . . . . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . G . . N . D . L . H . R . T . . . GR . YT RGP . . . . . V . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . I . . L . V . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . L . . . . . T . AQ S L R . . - - - - - - - - R . P P . . Determination of virulence . . . . . I . . . . . . M . . . . . . . . . . . . . . . . . . . . . . . . . V . . I . . L . V S . . Y L V . . . . . . . . . . . . . . . . N . K . . . . . . . . . L . . . . . T . AQ S . V A . - - - - - - - - S . P . . . . . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A F . L . V . . . . . . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . N . . . S . . . EA . . T . GQV P SR . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T GHN I SA L YA A Y YHHQ I DGGNWFH L EWL R P L F S SWL V L N I SWF L RR SPV SPV SRR I YQ I L R PT R PR L PV SWS FRT S I V SD L T G SQQRK RK F P SE SR PN V V K P SV L P ST SR
. N Y . . . . S . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . V . . . . . . . . A . . A . . . . . . . . . . . . . . . . . . . . . K K L N . FN . A . T . Determination of virulence . . R . A . . MRN SR . . A . L . A . . . . . . . E . . . . . . . . . . . . . . . . . . . . . . . . . . . . F . . . . . . . . . . . . . . . L . A . . A . . . . . . . . . . . . . . . . . . . . . . K L N A . N P - - - - - - - - - - - - R YGH S . . . . . . . . . . L Q
VN . . . . . S . . . . . . . . . . . . . . . . . . . . . . F . . . . . . . . V . . . . . . . . A . L A . . . . . . . . . . . . . . . . . . . . . K K L N . PN P . RT H . . RT A P . K RNGR . A . . . . A P . . . L . I N . . . . . S . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . V . . . . . . . . A . . A . . . . . . . . . . . . . . . . I . . . . . K L N . . S . . . A . . . S . A . . I RN SR . . A . . . A PH . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . P . . . . . . . . . A R . . . F . . . L . . S . . . . . S . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . A . . . . . A . . I . . . R . . RGE . T P . G . . . A . . S . . . R . . . . I . . . . . . . . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . I . . . . . . . . . . . . . P . P S . S . Y - - - - - - - - PANH L . . . . . . A F . . . . . A A . . . . . . . . . . . . . . V . . . . . . . . Determination of virulence . . . . . F . . . . . . . . . . . . . . . L . AN . . . . . . . . . . . . . . . . . . . . . . . . . . P . P S . . WH - - - - - - - - PA . H L . . . R . . A F . . . . Q
. E . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . PG . . R P . . . . V . . . P . . . . . A . . . . . F . N . . . T T T GA CAGT CAGGT GA A T GGCCGCGA T T GGCGT GT GGCCT CT GAGT CA CCT A T T CA A T T AGGGCGA T CA CA T GGGGGT CA T A CT T A A T CAGGCAGGA A CCA T GT GA CCGA A A T T
. . . . GT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . C . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . T . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . A . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . - . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . G . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . G . . . . . . . T . . . . . A . . . . . . . . . . . . . . . . . . . . . . . G . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . G . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A
B
C
D
Figure 3 Multiple alignments of partial nsp2 (A), GP3 (B) and GP4 (C) amino-acid sequences of eleven different European PRRSV strains. Only aa differing from Lelystad virus (LV) are shown, with identical aa represented by dots. Deletions compared to LV are marked in red. Deletions of
AUT14-440 are highlighted with solid boxes; a deletion in all three isolates is indicated with a dotted box. The numbers above the alignment indicate
the position in the protein. A A single aa deletion is present in all three isolates and KNU-07 at position 182 or 183 in nsp2. In AUT14-440 aa 320–323, aa
359–364 and aa 699–700 are deleted compared to LV. B, C The box marks a 12 aa deletion in the overlapping region of GP3 and GP4 of AUT14-440. D
Multiple alignment of 3′-UTR nucleotide sequences of ten European PRRSV strains. Nucleotides differing from Lelystad virus (LV) are shown, with identica
nucleotides represented by dots. A deletion of 1 nt at position 87 in AUT14-440 is marked in red and highlighted with a solid box. MA A A T L F F L AGAQH I MV SEA FA CK PC F ST H L SD I ET N T T A A AG FMV L QD I N C FR PHGV SA AQEK I S FGK S SQCR EA VGT PQY I T I T AN V T D E SY L YN AD L LM L SA C L F YA
. . T . I . . L . V . . . C L . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . K . E . L Q . R . D . T T P SGV . YA . Q . . . . Q . . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . I . L L . V . . . . L . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . K . E . L Q . - - - - - - - - - - - - K V R . . . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . L . V . . . R L V . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . K . E . SQ . . KN . ST SHGA PQT . R . . . . Q . I . . . . . . . . . . D . . . . . . . . . . . . . . . . . . . . . . . . . . I . . L . V . . . R L . . . . . . . . . . . . . . . . . . . K . . . . P . . N . . . . . K . E . L Q . . RG . T T . Q SV P YK . Q . . . . Q . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . L . . . . . Y . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . L . . . . . . . . . Determination of virulence . E . P . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . H . . . . . I . . L . . . . . Y L . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . . . . . L . . . . . . T . . . T . . . . . P . . . . . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . I . . LMV . . . . . . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . G . . N . D . L . H . R . T . . . GR . YT RGP . . . . . V . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . I . . L . V . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . L . . . . . T . AQ S L R . . - - - - - - - - R . P P . . . . . . . I . . . . . . M . . . . . . . . . . . . . . . . . . . . . . . . . V . . I . . L . V S . . Y L V . . . . . . . . . . . . . Determination of virulence . . . N . K . . . . . . . . . L . . . . . T . AQ S . V A . - - - - - - - - S . P . . . . . . . . I . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A F . L . V . . . . . . . . . . . . . . . . . . . . . . . . K . . . . . . . . . . . . . N . . . S . . . EA . . T . GQV P SR . . . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T GHN I SA L YA A Y YHHQ I DGGNWFH L EWL R P L F S SWL V L N I SWF L RR SPV SPV SRR I YQ I L R PT R PR L PV SWS FRT S I V SD L T G SQQRK RK F P SE SR PN V V K P SV L P ST SR
. N Y . . . . S . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . V . . . . . . . . A . . A . . . . . . . . . . . . . . . . . . . . . K K L N . FN . A . T . . . R . A . . MRN SR . . A . L . A . . . . . . . E . . . . . . . . . . . . . . . . . . . . . . . . . . . . F . . . . . . . . . . . . . Determination of virulence . . L . A . . A . . . . . . . . . . . . . . . . . . . . . . K L N A . N P - - - - - - - - - - - - R YGH S . . . . . . . . . . L Q
VN . . . . . S . . . . . . . . . . . . . . . . . . . . . . F . . . . . . . . V . . . . . . . . A . L A . . . . . . . . . . . . . . . . . . . . . K K L N . PN P . RT H . . RT A P . K RNGR . A . . . . A P . . . L . I N . . . . . S . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . V . . . . . . . . A . . A . . . . . . . . . . . . . . . . I . . . . . K L N . . S . . . A . . . S . A . . I RN SR . . A . . . A PH . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V . . . . . Determination of virulence . . . . . . . . . . . . . . F . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . P . . . . . . . . . A R . . . F . . . L . . S . . . . . S . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . A . . . . . A . . I . . . R . . RGE . T P . G . . . A . . S . . . R . . . . I . . . . . . . . . V . . . . . . . . . . . . . . . . . . . F . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . I . . . . . . . . . . . . . P . P S . S . Y - - - - - - - - PANH L . . . . . . A F . . . . . A A . . . . . . . . . . . . . . V . . . . . . . . . . . . . F . . . . . . . . . . . . . . . L . AN . . . . . . . . . . . . . . . . . . . . . . . . . . P . P S . . Determination of virulence WH - - - - - - - - PA . H L . . . R . . A F . . . . Q
. E . . . . . . . . V . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . PG . . R P . . . . V . . . P . . . . . A . . . . . F . N . . . T T T GA CAGT CAGGT GA A T GGCCGCGA T T GGCGT GT GGCCT CT GAGT CA CCT A T T CA A T T AGGGCGA T CA CA T GGGGGT CA T A CT T A A T CAGGCAGGA A CCA T GT GA CCGA A A T T
. . . . GT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . C . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . T . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . - . T . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . G . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . A . . Determination of virulence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . G . . . . . . . T . . . . . A . . . . . . . . . . . . . . . . . . . . . . . G . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . G . . . . . . . . . . . . . . A . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Determination of virulence . . . . . . . . . . . B
C
D
Figure 3 Multiple alignments of partial nsp2 (A), GP3 (B) and GP4 (C) amino-acid sequences of eleven different European PRRSV strains. Only aa differing from Lelystad virus (LV) are shown, with identical aa represented by dots. Deletions compared to LV are marked in red. Deletions of
AUT14-440 are highlighted with solid boxes; a deletion in all three isolates is indicated with a dotted box. The numbers above the alignment indicate
the position in the protein. A A single aa deletion is present in all three isolates and KNU-07 at position 182 or 183 in nsp2. In AUT14-440 aa 320–323, aa
359–364 and aa 699–700 are deleted compared to LV. B, C The box marks a 12 aa deletion in the overlapping region of GP3 and GP4 of AUT14-440. D
Multiple alignment of 3′-UTR nucleotide sequences of ten European PRRSV strains. Nucleotides differing from Lelystad virus (LV) are shown, with identical
nucleotides represented by dots. A deletion of 1 nt at position 87 in AUT14-440 is marked in red and highlighted with a solid box. B Figure 3 Multiple alignments of partial nsp2 (A), GP3 (B) and GP4 (C) amino-acid sequences of eleven different European PRRSV strains. Only aa differing from Lelystad virus (LV) are shown, with identical aa represented by dots. Deletions compared to LV are marked in red. Deletions of
AUT14-440 are highlighted with solid boxes; a deletion in all three isolates is indicated with a dotted box. The numbers above the alignment indicate
the position in the protein. A A single aa deletion is present in all three isolates and KNU-07 at position 182 or 183 in nsp2. In AUT14-440 aa 320–323, aa
359–364 and aa 699–700 are deleted compared to LV. B, C The box marks a 12 aa deletion in the overlapping region of GP3 and GP4 of AUT14-440. D
Multiple alignment of 3′-UTR nucleotide sequences of ten European PRRSV strains. Nucleotides differing from Lelystad virus (LV) are shown, with identical
nucleotides represented by dots. A deletion of 1 nt at position 87 in AUT14-440 is marked in red and highlighted with a solid box. Figure 3 Multiple alignments of partial nsp2 (A), GP3 (B) and GP4 (C) amino-acid sequences of eleven different European PRRSV strains. Only aa differing from Lelystad virus (LV) are shown, with identical aa represented by dots. groups (p = 0.055 between GER09-613 and AUT14-440
for the third week). groups (p = 0.055 between GER09-613 and AUT14-440
for the third week). occurrence in different lung lobes and on the severity of
the lesions, a total score per lung was calculated, applying
a PRRSV specific scoring system that has been described
elsewhere [27]. The mean values for the Austrian iso-
lates were 52.4 ± 20.9 for AUT14-440 and 53.6 ± 9.4 for
AUT13-883 (Figure 5A). In these two groups all types of
lesions mentioned above were present in mild to severe
manifestations with no visible differences between the
groups. The results differed significantly (p < 0.01) from
both the control group with a mean score of 5.6 ± 3.0 and
group GER09-613, which mainly showed minor accumu-
lations of inflammatory cells (mean histological score of Determination of virulence Deletions compared to LV are marked in red. Deletions of
AUT14-440 are highlighted with solid boxes; a deletion in all three isolates is indicated with a dotted box. The numbers above the alignment indicate
the position in the protein. A A single aa deletion is present in all three isolates and KNU-07 at position 182 or 183 in nsp2. In AUT14-440 aa 320–323, aa
359–364 and aa 699–700 are deleted compared to LV. B, C The box marks a 12 aa deletion in the overlapping region of GP3 and GP4 of AUT14-440. D
Multiple alignment of 3′-UTR nucleotide sequences of ten European PRRSV strains. Nucleotides differing from Lelystad virus (LV) are shown, with identical
nucleotides represented by dots. A deletion of 1 nt at position 87 in AUT14-440 is marked in red and highlighted with a solid box. Page 8 of 13 Sinn et al. Vet Res (2016) 47:17 B
A
1st 2nd
3rd 1st 2nd
3rd 1st 2nd
3rd 1st 2nd
3rd
Figure 4 Clinical signs and daily weight gain. A Pigs were examined daily and a clinical score was calculated based on the severity of PRRSV-
associated clinical signs. The mean values for each group are shown with a continuous line and single spots represent individual animals. As group
AUT14-440 was euthanized on day 14 pi there are values for 1 day more than for the other groups. B Pigs were weighed at six time points and
daily weight gain was calculated for three time frames: 1st week (−7 to 0 dpi), 2nd week (0 to 7 dpi) and 3rd week (7 to 13 dpi) of the trial. Whiskers
represent maximum and minimum values. Differences between the groups were visible for the last time period, 7–13 dpi, although they are not
statistically significant (p = 0.055 between GER09-613 and AUT14-440). A B
1st 2nd
3rd 1st 2nd
3rd 1st 2nd
3rd 1st 2nd
3rd B Figure 4 Clinical signs and daily weight gain. A Pigs were examined daily and a clinical score was calculated based on the severity of PRRSV-
associated clinical signs. The mean values for each group are shown with a continuous line and single spots represent individual animals. As group
AUT14-440 was euthanized on day 14 pi there are values for 1 day more than for the other groups. Determination of virulence B Pigs were weighed at six time points and
daily weight gain was calculated for three time frames: 1st week (−7 to 0 dpi), 2nd week (0 to 7 dpi) and 3rd week (7 to 13 dpi) of the trial. Whiskers
represent maximum and minimum values. Differences between the groups were visible for the last time period, 7–13 dpi, although they are not
statistically significant (p = 0.055 between GER09-613 and AUT14-440). Figure 4 Clinical signs and daily weight gain. A Pigs were examined daily and a clinical score was calculated based on the severity of PRRSV-
associated clinical signs. The mean values for each group are shown with a continuous line and single spots represent individual animals. As group
AUT14-440 was euthanized on day 14 pi there are values for 1 day more than for the other groups. B Pigs were weighed at six time points and
daily weight gain was calculated for three time frames: 1st week (−7 to 0 dpi), 2nd week (0 to 7 dpi) and 3rd week (7 to 13 dpi) of the trial. Whiskers
represent maximum and minimum values. Differences between the groups were visible for the last time period, 7–13 dpi, although they are not
statistically significant (p = 0.055 between GER09-613 and AUT14-440). Viremia and virus shedding To exclude the possibility of cross-contamination
between the groups, 50 µL of serum taken 3 dpi from
one animal per group (#10, 14, 19) were inoculated onto
naïve PAM and virus was re-isolated. RT-PCR and subse-
quent sequencing of the 700 bp PCR amplicon covering
ORF4 confirmed the identity of the viral strains. Com-
pared to the parental strain, two point mutations were
detected in each strain. One of them was the same for all
three strains and resulted in an amino-acid change from
aspartic acid to asparagine at position 33 in GP4. In addi-
tion melting temperatures of amplicons from positive
nasal swabs confirmed that no cross-contamination had
occurred (data not shown). To examine virus shedding from the upper respiratory
tract, nasal swabs were taken at −7, 3, 7, 10 and 13 dpi
and analysed with qRT-PCR for PRRSV-specific nucleic
acids (data not shown). All animals from infected groups
were virus-positive 3 dpi. Group GER09-613 tested com-
pletely negative on day 7 pi and one pig (#8) remained
negative until the end of the trial, while the other animals
tested positive on day 10 and 13 pi. Virus shedding could
be determined for four pigs each from groups AUT14-
440 and AUT13-883 on study days 7 and 10, whereas
only two animals from group AUT14-440 and all ani-
mals from group AUT13-883 were positive on the last Viral nucleic acids in serum could be detected with
qRT-PCR as early as day 3 pi in all animals from group
AUT14-440 and in two animals from group AUT13-
883 (Figure 6). In the GER09-613 group, the first virus-
positive animals were detected 10 dpi. On day 13 pi all
animals from this group except one (#8) tested positive
for viral RNA; animal #8 remained negative for qRT-
PCR as well as for titration on PAM (data not shown)
on all sampling days. The number of genomic copies in
the serum of animals infected with AUT14-440 declined Figure 5 Histological lung lesions. For each animal, a histopathological lung lesion score was calculated by considering the degree of PRRSV-
associated lesions in every lung lobe. Histological lesion scores are presented A in a table and B as a box-plot. Mean score (±standard deviation)
and individual scores for each animal are displayed for all groups. B Whiskers represent maximum and minimum values. Gross pathology and histopathology At 13 and 14 dpi, pigs were euthanized and necropsied
with special emphasis on the lungs. No other organs than
lungs showed pathological lesions. Samples from each
lung lobe were fixed in formalin, embedded in paraffin,
stained with hematoxylin and eosin and examined his-
tologically. Lesions were hypertrophy and hyperplasia of
pneumocytes, septal infiltration by mononuclear cells,
perivascular and intraalveolar accumulation of inflam-
matory cells and necrotic debris. Depending on their Page 9 of 13 Sinn et al. Vet Res (2016) 47:17 15 ± 6.0). The scores for each group are displayed as a
boxplot in Figure 5B. towards the end of the trial. In the AUT13-883 group,
the onset of viremia differed between the pigs. The max-
imum number of genome copies per mL serum was up
to 100 times higher in the AUT14-440 group than in the
other groups. On days 3 and 7 pi, the difference between
group AUT14-440 and all other groups was significant
(p < 0.01), whereas on day 10 pi only the difference to the
control group and the AUT13-883 group was significant
(p < 0.05). Serum titres on PAM were also highest in the
AUT14-440 group (up to 2.3 × 103 TCID50/mL, data not
shown). Viral RNA or infectious virus could be detected
in the serum of all infected animals, except for #8, with
qRT-PCR and titration on PAM on one or more sampling
days. The animals from the control group gave negative
results with both assays throughout the trial. Viremia and virus shedding Letters indicate significant
differences (p < 0.01) from control group (a), group GER09-613 (b), group AUT14-440 (c) and group AUT13-883 (d). Figure 5 Histological lung lesions. For each animal, a histopathological lung lesion score was calculated by considering the degree of PRRSV-
associated lesions in every lung lobe. Histological lesion scores are presented A in a table and B as a box-plot. Mean score (±standard deviation)
and individual scores for each animal are displayed for all groups. B Whiskers represent maximum and minimum values. Letters indicate significant
differences (p < 0.01) from control group (a), group GER09-613 (b), group AUT14-440 (c) and group AUT13-883 (d). Sinn et al. Vet Res (2016) 47:17 Page 10 of 13 g day, day 13. The nasal swabs from the control
ested negative for PRRSV-specific nucleic acids at
me point. y
dy titres against PRRSV were determined at the
ng of the trial to ensure the PRRSV-free status of
mals. At this time point all pigs tested negative for
fic antibodies with the commercial IDEXX X3
(Figure 7). Pigs were further screened for sero-
ion 7, 10 and 13 dpi. First detection of PRRSV-i
antibodies was possible 7 dpi in the sera of two
m groups AUT14-440 and GER09-613. On days
13 pi all infected animals but one (#19) tested pos-
ELISA. The clearest antibody response with the
P/PK ratios was seen in the AUT14-440 group. mals from the control group were negative for i
6 Viral load in serum quantified by qRT-PCR. For each infected group qRT-PCR results are displayed as genome copies per mL serum
3, 7, 10 and 13 dpi. Whiskers represent maximum and minimum values. Letters indicate significant differences (p < 0.05) to group GER09-613
14-440 (b) and AUT13-883 (c). -7
7
10 13 -7
7
10
13
-7
7
10
13
Figure 7 Antibody response to PRRSV infection. ELISA IDEXX
X3 results as a ratio of the optical density (OD) of the sample and the
OD of the positive control for infected groups at −7, 7, 10 and 13 dpi. Values over the cut-off at 0.4 (dotted line) were regarded as positive. Whiskers represent maximum and minimum values. Figure 6 Viral load in serum quantified by qRT-PCR. For each infected group qRT-PCR results are displayed as genome copies per mL serum
for −7, 3, 7, 10 and 13 dpi. Whiskers represent maximum and minimum values. Serology Antibody titres against PRRSV were determined at the
beginning of the trial to ensure the PRRSV-free status of
the animals. At this time point all pigs tested negative for
N-specific antibodies with the commercial IDEXX X3
ELISA (Figure 7). Pigs were further screened for sero-
conversion 7, 10 and 13 dpi. First detection of PRRSV-
specific antibodies was possible 7 dpi in the sera of two
pigs from groups AUT14-440 and GER09-613. On days
10 and 13 pi all infected animals but one (#19) tested pos-
itive in ELISA. The clearest antibody response with the
highest P/PK ratios was seen in the AUT14-440 group. The animals from the control group were negative for
PRRSV-specific antibodies at every time point. Figure 7 Antibody response to PRRSV infection. ELISA IDEXX Figure 7 Antibody response to PRRSV infection. ELISA IDEXX
X3 results as a ratio of the optical density (OD) of the sample and the
OD of the positive control for infected groups at −7, 7, 10 and 13 dpi. Values over the cut-off at 0.4 (dotted line) were regarded as positive. Whiskers represent maximum and minimum values. Figure 7 Antibody response to PRRSV infection. ELISA IDEXX
X3 results as a ratio of the optical density (OD) of the sample and the
OD of the positive control for infected groups at −7, 7, 10 and 13 dpi. Values over the cut-off at 0.4 (dotted line) were regarded as positive. Whiskers represent maximum and minimum values. complete genome sequences of two recent Austrian
field isolates but also to their characterization in vivo. (Phylo-) genetic information could be interpreted in the
light of the phenotypic properties of the isolates. This is
especially important because genetic relationships do
not give evidence for the virulence of PRRSV strains [6]. To go beyond the descriptive determination of selected
sequences, it is necessary to address the pathogen’s prop-
erties by carefully characterizing the isolate. Viremia and virus shedding Letters indicate significant differences (p < 0.05) to group GER09-613
(a), AUT14-440 (b) and AUT13-883 (c). Figure 6 Viral load in serum quantified by qRT-PCR. For each infected group qRT-PCR results are displayed as genome copies per mL serum
for −7, 3, 7, 10 and 13 dpi. Whiskers represent maximum and minimum values. Letters indicate significant differences (p < 0.05) to group GER09-613
(a), AUT14-440 (b) and AUT13-883 (c). sampling day, day 13. The nasal swabs from the control
group tested negative for PRRSV-specific nucleic acids at
every time point. -7
7
10 13 -7
7
10
13
-7
7
10
13
Figure 7 Antibody response to PRRSV infection. ELISA IDEXX
X3 results as a ratio of the optical density (OD) of the sample and the
OD of the positive control for infected groups at −7, 7, 10 and 13 dpi. Values over the cut-off at 0.4 (dotted line) were regarded as positive. Whiskers represent maximum and minimum values. -7
7
10 13 -7
7
10
13
-7
7
10
13 Discussion Austria is surrounded by seven neighbouring countries
and lies on the border between Western and Eastern
Europe. Due to its central location it has become a major
European corridor for travel and the movement of goods,
including live pigs. In fact, one of the isolates (AUT440-
14) originated from a farm directly adjacent to the major
west-east transit road. The reintroduction of PRRSV into
virus-free herds is the most urgent yet least understood
problem for the swine industry in Austria. Epidemiologi-
cal evidence is often insufficient as only few ORF5 and
ORF7 sequences from Austria are accessible at GenBank,
most of them originating from only three publications
[15–17]. In none of these cases were sequence data cor-
related to the biological properties of the isolates. The initial virus isolation in this study was performed
on primary PAM, which are believed to be the main
target cells of PRRSV in vivo and are widely used for
PRRSV-1 isolation and propagation [28]. The much more
convenient simian cell line MARC-145 can usually not be
used for unadapted PRRSV-1 virus strains, although it is
readily infected by PRRSV-2 without adaptation [6, 28]. Interestingly, it also supported growth of the first passage In this study, the initial question about the phyloge-
netic background of two field strains not only led to Page 11 of 13 Sinn et al. Vet Res (2016) 47:17 Page 11 of 13 A closer look at the full genome sequences revealed
additional deletions in strain AUT14-440. In nsp2, three
more deletions of 2–6 aa support the conclusion from
the phylogenetic analysis that the isolate is not as closely
related as the three other strains. The 12 aa deletion in
the overlapping region of GP3 and GP4 is unique to this
strain. Other published isolates that carry a deletion in
this highly variable area only miss 1–8 aa compared to
LV and the concomitant occurrence of deletions in nsp2
and ORF3/4 has only been described for a few Chinese
strains [31–33]. The first strains carrying a deletion in the
overlapping region of ORF3 and ORF4 were isolated in
Denmark as long ago as 1992, shortly after the discovery
of PRRSV. In subsequent evaluations, deletion mutants
were reported to evolve more quickly than non-deleted
viruses [34]. Discussion This might be due to immunological pres-
sure, since neutralizing antibodies against this region in
GP4 have been described in vitro for LV [35] and two
Belgian strains [36]. This region and the corresponding
region in GP3 were also shown to be immunogenic for
other isolates, including a Danish deletion mutant with
an 8 aa deletion [34, 37]. Therefore, it is very likely that
the highly variable region in the overlap of GP3 and GP4
is under negative selection pressure, causing deletions or
mutations to occur [38]. This is in line with the existence
of very similar aa sequences next to the deletion in the
Austrian isolates and their nearest relatives GER09-613
and KNU-07, indicating that the four strains evolved in
a similar direction, probably due to immunological pres-
sure. The 12 aa deletion in AUT14-440 might prevent the
binding of GP4-specific antibodies and thereby result in
an evolutionary advantage. This idea will be tested in fur-
ther experiments. of AUT14-440, a PRRSV-1 isolate. This observation
encouraged us to investigate the phylogenetic classifica-
tion of the strain. Virus isolation is rarely performed in routine PRRSV
diagnostics and sequences are normally obtained directly
from clinical samples. Generally, only ORF5 or ORF7
sequences are determined. However, there are doubts
about the validity of phylogenetic trees based solely on
ORF5 or ORF7 sequences because of the recombination
potential and high rate of nucleotide substitution shown
by these genes [6, 14]. As a matter of fact, in the phyloge-
netic trees we determined based on ORF5 and 7 the rela-
tionship between the two Austrian isolates and closely
related strains remained unclear as AUT13-883 grouped
differently in the two trees. The difference might relate
to recombination events, which are believed to have a
major impact on PRRSV diversity [6, 29]. No evidence
for this phenomenon was found by recombination anal-
ysis, probably due to the small number of full PRRSV-1
genomes available in GenBank (data not shown). This
finding underlines the need for more full-length genome
sequencing. The phylogenetic tree based on full genomes
clearly showed relatedness between the two Austrian
isolates, the German strain GER09-613 and the South
Korean isolate KNU-07. Discussion However, it has to be considered
that the four strains cluster together in a phylogenetic
tree despite not being closely related (identities between
85.4 and 90.2%) and that only 38 PRRSV-1 strains were
available for comparison, most of them from earlier than
2010. The picture might be less clear if the full genome
sequences of more (recent) strains were available for
inclusion in the analysis. At present we can only specu-
late whether the South Korean strain was imported to
Europe or whether the cluster is the result of convergent
evolution. It is also possible that all four strains originate
from older strains from Germany (e.g., BH_95_10-08_
EU) that show close relationships in ORF5 and ORF7 but
for which complete sequences are not available. Detailed
epidemiological statements will not be possible without a
broader range of full-length PRRSV genomes. Another interesting aspect of the deletion is the fact
that the heterotrimeric minor glycoproteins GP2, GP3
and GP4 are abundant on the viral surface and probably
determine cell tropism [39]. A deletion of 12 aa in two of
these proteins might lead to an altered cell tropism, as
seen in this study for AUT14-440, which is, despite its
type 1 genotype, capable of infecting MARC-145 cells. The single nt deletion in the 3′UTR of AUT14-440 has
not been described in other PRRSV-1 strains, although
there is a report of a deletion at a different position
within the 3′UTR in highly pathogenic Chinese strains
[40]. As the 3′UTR is essential for PRRSV replication
[41], deletions in this area might have an implication for
the replication efficacy of the virus. Nevertheless, comparing not only a small part of
the 15 kb PRRSV genome but full sequences revealed
remarkable characteristics of the strains and provided
indications that the four strains have a common origin. AUT13-883 and KNU-07 have a proline deletion in nsp2
that has only been noted in several strains from Hong
Kong [30]. AUT14-440 and GER09-613 also share a sin-
gle aa deletion in nsp2, a single position after the proline. Additionally, on either side of the 12 aa deletion in GP3 in
AUT14-440 the four strains share areas of aa sequences
that are very similar to one another but clearly differ
from those of other PRRSV-1 strains, providing further
indications of a possible relationship. Discussion fi
AUT14-440 differed from the other Austrian iso-
late AUT13-883 and the German isolate GER09-613
also in other aspects. It was the only strain to cause
clear respiratory distress in pigs in the animal trial. Animals infected with AUT14-440 ceased to increase
daily weight gain in the second week after infection, Page 12 of 13 Sinn et al. Vet Res (2016) 47:17 highlighting the economic relevance of the strain. Although pigs from the other groups remained rela-
tively healthy throughout the trial, moderate to severe
lung lesions were found in pigs infected with AUT13-
883, which also showed varying developments of daily
weight gain. It is conceivable that clinical signs would
have been more prominent in all infection groups if a
less natural route of infection, e.g., intramuscular, or
higher viral titres had been chosen. constant evolutionary pressure, both from vaccination
and from instruments of modern herd management, it is
of the utmost importance to keep up with the increasing
diversity of PRRSV by studying current isolates. Additional file 2. Phylogenetic analysis of ORF7. Additional file 2. Phylogenetic analysis of ORF7. Phylogenetic tree
based on ORF7 nucleotide sequences of 41 PRRSV-1 strains and PRRSV-2
prototype VR2332 as an out-group as well as the two closest related
sequences in NCBI BLASTn phylogenetic tree for each isolate. The PRRSV
strains presented in this study are marked in red. The tree was constructed
using the neighbour joining method with the numbers at the nodes
representing bootstrap values in % of 1000 replicates. Scale bar: number
of substitutions per site In the present study, high amounts of viral RNA in
blood were associated with severity of clinical signs, with
titres of AUT14-440 exceeding those of the other strains
by up to 100-fold. In contrast, the amounts of viral RNA
in nasal swabs were lowest for pigs infected with AUT14-
440, indicating that the amount of virus shedding via
the respiratory route is not necessarily correlated with
viremia. The detection of virus shedding 3 dpi is prob-
ably an artefact of intranasal infection, as pigs from group
GER09-613 do not show any viral RNA in nasal swabs 7
dpi, which corresponds to the late onset of viremia in this
group. Authors’ contributions LJS, HK, BL, CR, IH-P and TR planned and conceived the experiments. LJS, LZ,
HK and IH-P performed the animal trial. GM and BJ provided field samples and
executed qRT-PCR on nasal swabs. LJS, LZ and BL performed all other labora‑
tory work and analysed the data. LJS, BL and TR interpreted the results and
designed the figures. LJS and TR wrote the manuscript. All authors read and
approved the manuscript. The early detection of non-neutralizing N-specific anti-
bodies is in accordance with previous studies [42, 43]. The IDEXX X3 ELISA is not quantitative but the high P/
PK ratios of group AUT14-440 are in agreement with the
high number of viral genome copies in the blood of ani-
mals infected with this strain. Author details
1 1 Institute of Virology, Department for Pathobiology, University of Veterinary
Medicine Vienna, Veterinärplatz 1, 1210 Vienna, Austria. 2 Clinic for Swine,
Department for Farm Animals and Veterinary Public Health, University of Vet‑
erinary Medicine Vienna, Veterinärplatz 1, 1210 Vienna, Austria. 3 Animal Health
Service Upper Austria, Molkereistraße 5, 4910 Ried im Innkreis, Austria. Received: 4 October 2015 Accepted: 10 December 2015 Received: 4 October 2015 Accepted: 10 December 2015 Competing interests
Th
h
d
l
h The authors declare that they have no competing interests. The authors declare that they have no competing interests. Acknowledgements The authors thank Herbert Weißenböck for careful examination of histological
lung samples, Graham Tebb for detailed correction of the manuscript text,
Alexander Tichy for valuable help with the statistical analysis and Ludwig Haas
for providing the isolate GER09-613. In summary, we have determined the complete genome
sequence of two recent Austrian field isolates of PRRSV
and interpret the nucleic acid sequences and the phylog-
eny in the light of the strains’ in vivo characteristics. Both
isolates cluster with a German field isolate from 2009 and
the South Korean KNU-07 strain in whole genome phy-
logenetic analysis. One of the field isolates, AUT14-440,
caused clinical signs in an animal experiment, grew on
MARC-145 cells and showed exceptional deletions. These
well characterized isolates represent an excellent basis
for further studies on the implications of the described
molecular properties on virus entry, replication and path-
ogenicity. It remains unclear whether the similarities to
East Asian strains are unique to European strains because
of the lack of full genome sequences of strains currently
present in the field. As PRRSV strains are subject to 1.
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tory syndrome virus isolate in Korea. Arch Virol 154:629–638
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Assessment of sites of marrow and extramedullary hematopoiesis by hybrid imaging in primary myelofibrosis patients
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Cancer medicine
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© 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd.
This is an open access article under the terms of the Creative Commons Attribution License, which permits use,
distribution and reproduction in any medium, provided the original work is properly cited. Cancer Medicine 2016; 5(9):2378–2384 Cancer Medicine 2016; 5(9):2378–2384
doi: 10.1002/cam4.835 doi: 10.1002/cam4.835 doi: 10.1002/cam4.835 Mario Ojeda-Uribe1, Olivier Morel2, Constantin Ungureanu2, Christophe Desterke3,4,
Marie-Caroline Le Bousse-Kerdilès4,5 & Hatem Boulahdour2,6 Mario Ojeda-Uribe1, Olivier Morel2, Constantin Ungureanu2, Christophe Desterke3,4,
Marie-Caroline Le Bousse-Kerdilès4,5 & Hatem Boulahdour2,6 1Service d’Hématologie Clinique et Unité de Thérapie Cellulaire, Hôpital E Muller, GHR Mulhouse Sud-Alsace, Mulhous
2Pôle d’Imagerie, CHU Besançon, France
3INSERM UMS33, Hôpital Paul-Brousse, Villejuif, France
4Université Paris Sud 11, Villejuif, France
5INSERM U1197, Hôpital Paul-Brousse, Villejuif, France
6EA 4662-Nanomedicine Lab, Imagery and Therapeutics, Hôpital J Minjoz, CHU Besançon, France 1Service d’Hématologie Clinique et Unité de Thérapie Cellulaire, Hôpital E Muller, GHR Mulhouse Sud-Alsace, Mulhouse, Fran
2Pôle d’Imagerie, CHU Besançon, France
3INSERM UMS33, Hôpital Paul-Brousse, Villejuif, France
4Université Paris Sud 11, Villejuif, France
5INSERM U1197, Hôpital Paul-Brousse, Villejuif, France
6EA 4662-Nanomedicine Lab, Imagery and Therapeutics, Hôpital J Minjoz, CHU Besançon, France 1Service d’Hématologie Clinique et Unité de Thérapie Cellulaire, Hôpital E Muller, GHR Mulhouse Sud-Alsace, Mulhouse, France
2Pôle d’Imagerie, CHU Besançon, France
3INSERM UMS33, Hôpital Paul-Brousse, Villejuif, France
4Université Paris Sud 11, Villejuif, France
5INSERM U1197, Hôpital Paul-Brousse, Villejuif, France
6EA 4662-Nanomedicine Lab, Imagery and Therapeutics, Hôpital J Minjoz, CHU Besançon, France Correspondence Mario Ojeda-Uribe, Service d’Hématologie
Clinique et Unité de Thérapie Cellulaire,
GHRMSA, Hôpital E Muller, 20 avenue du Dr
Laennec, 68070 Mulhouse, France. Tel: +33(3) 89647755; Fax: +33(3) 89647786;
E-mail: ojeda-uribem@ghrmsa.fr Keywords Extramedullary hematopoiesis, hybrid
imaging, primary myelofibrosis, radionuclides,
SPECT, spleen We investigated noninvasive procedures by hybrid imaging to assess the sites
of active or inactive hematopoiesis in patients with primary myelofibrosis (PMF). To this end, we used two radionuclides, technetium 99m (99mTc) and indium
111-chloride (111In-Cl3), coupled with single-photon emission tomography/com-
puted tomography (SPECT/CT). We studied five patients with PMF and one
with secondary myelofibrosis (MF). The classical pattern of lower fixation of
both tracers at the axial skeleton where the myelofibrotic process occurs and
the reactivation of sites of active hematopoiesis at the distal skeleton were con-
firmed. Coupling both radionuclides to SPECT/CT imaging allowed for more
precise visualization of the sites of extramedullary hematopoiesis as those observed
in the spleen and liver. Splenic high uptake of 111In-Cl3 coupled with SPECT/CT
represents a pathognomonic feature of PMF. We conclude that, the hybrid
imaging procedures that we studied might constitute an alternative noninvasive
method for the screening of the whole-body marrow and, by this way, to assess
the impact of targeted therapies in PMF patients in whom it is well known
that the distribution of the hematopoietic active areas is disturbed. Hybrid
imaging could also be useful for diagnostic purposes in cases of early PMF or
in suspected cases of myelofibrosis secondary to polycythemia vera or essential
thrombocythemia. Funding Information
No funding information is provided. Received: 5 March 2016; Revised: 26 June
2016; Accepted: 1 July 2016 Received: 5 March 2016; Revised: 26 June
2016; Accepted: 1 July 2016 Cancer Medicine Open Access ORIGINAL RESEARCH Introduction bone is disrupted in myeloproliferative neoplasms, such
as primary myelofibrosis (PMF) or secondary MF (sMF)
[3, 4]. Signal transduction abnormalities in PMF-HSCs
can be driven by somatic mutations, such as those involv-
ing the genes JAK2, CALR, or MPL [5]. The dynamic relationship between the skeleton and bone
marrow (BM) hematopoietic niches throughout life implies
that clinical entities may arise from hematopoietic stem
cells (HSCs) and/or BM microenvironment abnormalities
[1, 2]. Two HSC niches are described: the endosteal/
osteoblastic niche, where HSCs interact with osteoblasts,
and the perivascular niches, where HSCs are close to
endothelial cells, mesenchymal stromal cells, and pericytes
surrounding the BM vascular structures [1, 2]. The rela-
tionship between HSCs, their niches, and the trabecular Primary myelofibrosis is associated with extramedullary
hematopoiesis (EMH), usually with splenomegaly and
occasionally, hepatomegaly. Several tracers are used in
nuclear medicine to assess EMH and BM hematopoietic
activity. Colloids labeled with 99mTc show the reticuloen-
dothelial system [4]. After intravenous (IV) injection,
99mTc nanocolloids are rapidly cleared from the plasma. 2378 M. Ojeda-Uribe et al. Hybrid Imaging in Primary Myelofibrosis Table 1. Baseline clinical and biological characteristics of the patients studied and summary of the hybrid imaging patterns observed with the two radiopharmaceuticals used. Axial skeleton
Spleen
Liver
Distal skeleton
EMH SPECT/CT
Disease status and molecular profile
99mTc
111In
99mTc
111In
99mTc
111In
99mTc
111In
99mTc
111In
P1
Fixation
Lower fixation
Hyperfixation
Hyperfixation
Hyperfixation
Fixation
Fixation
Higher fixation
Neg
Neg
PMF-F V617F-JAK2pos
P2
Fixation
Fixation
Fixation
Hyperfixation
Fixation
Fixation
Fixation
Higher fixation
Neg
Neg
PMF-F JAK2pos (exon12) CALRneg MPLneg
P3
Lower fixation
Lower fixation
Fixation
Hyperfixation
Fixation
Fixation
Fixation
Higher fixation
Neg
Neg
PMF-F JAK2pos (exon12) CALRneg MPLneg
P4
Lower fixation
Fixation
Fixation
Hyperfixation
Fixation
Fixation
Fixation
Higher fixation
Neg
Neg
PMF-F V671F- JAK2pos
P5
Lower fixation
Fixation
Fixation
Fixation
Fixation
Fixation
No fixation
No fixation
Neg
Neg
Post-TE-MF V617F-JAK2pos
P6
Very low fixation
Fixation
Fixation
Hyperfixation
Fixation
Fixation
Low fixation
Higher fixation
Neg
Neg
PMF-F V617F-JAK2pos
SPECT/CT, single-photon emission tomography/computed tomography; EMH, extramedullary hematopoiesis; PMF, primary myelofibrosis. The physiological uptake in normal adult humans is as
follows: liver, 70%; spleen, 10%; and BM, 15–20%. 111In-
Cl3-transferrin scintigraphy reflects the erythropoietic
activity of BM and other sites of active hematopoiesis. Following IV injection, it is rapidly coupled with trans-
ferrin and cleared from the plasma. The physiological
uptake is as follows: liver, 20%; spleen, 1%; BM, 30%;
and kidney, 7%. Introduction Both radiopharmaceuticals show a physi-
ological uptake in the axial skeleton, but not in the distal
skeleton [6]. Cell imaging using single-photon emission tomography
(SPECT) utilizes gamma-emitting radiopharmaceuticals to
allow two-dimensional (2D) imaging acquisition. After
reconstruction, visualization of three-dimensional (3D)
images in multiple planes is possible. It is often coupled
to computed tomography (CT) (SPECT/CT) [6]. Few data exist regarding hematopoiesis assessment in
PMF using hybrid imaging. We have previously shown
its applicability in the EMH diagnosis [7] . In PMF, we
have also used this technique for many years and because
of recent developments in its molecular aspects, we con-
sider this noninvasive procedure might allow us to assess
the impact of novel targeted therapies [5]. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Study design Table 1. Baseline clinical and biological characteristics of the patients studied and summary of the We retrospectively studied hybrid imaging procedures we
had performed in five untreated PMF patients and in
one patient with essential thrombocythemia (ET) who was
developing secondary MF (Table 1). These diagnostic procedures were performed according
to the Helsinki declaration and approved by the local
pluridisciplinary Oncology-Hematology Committee. All
patients gave their informed consent, after receiving detailed
information of the benefits and risks of the procedure. A CT was added to the routine radionuclide procedures
for PMF, which is already widely used in nuclear medi-
cine. Here, it was performed at low dose using the X-ray
tube of our hybrid device that was also employed for
attenuation correction (AC). This correction helped us
in the uptake assessment of deep soft structures, such as
the spleen and liver. Diagnosis of PMF and ET was made according to WHO
2008 recommendations [8]. Myelofibrosis severity was
based on BM biopsies assessed according to international
recommendations. Interestingly, with respect to the molec-
ular features of the PMF patients studied, two of them
presented mutations in the exon 12 of JAK2 without a
previous clinical or biological history of polycythemia vera
and this for at least 10 years before the diagnosis of PMF
(Table 1). 2379 M. Ojeda-Uribe et al. Hybrid Imaging in Primary Myelofibrosis Hybrid imaging procedures: two tracers were employed:
(1) 99mTc-marked nanocolloid (Nanocis, IBA, Gif-sur-
Yvette, France) scintigraphy. Whole-body planar and
focused SPECT acquisitions were performed using a dual
head gamma camera (Hawkeye, GE Healthcare, Fairfield,
CT, USA). The whole-body acquisitions were made 1 and
6 h after the IV administration of 99mTc nanocolloids
using the following acquisition parameters: a low energy
collimator, a sweep speed of 12 cm/min for the whole
body, and 300 sec for static images. SPECT/CT (SPECT:
60 projections, OSEM: 2 iterations, 10 subsets, Butterworth:
0.48/10, 128 × 128 matrix; CT: slice thickness: 10 mm,
140 KV, 40 mA, 256 × 256 matrix) was also performed,
and multiplanar reconstructions were made. (2) 111In-
Cl3-transferrin
scintigraphy
(Covidien,
Mallinckrodt
Medical, Petten, The Netherlands) with SPECT/CT (60
projections; OSEM: 2 iterations, 10 subsets; Butterworth:
0.48/10; 128 × 128 matrix; CT: slices thickness: 10 mm,
140 KV, 40 mA, 256 × 256 matrix). Study design Scintigraphy image
acquisitions were made 48 and 72 h after IV administra-
tion of 111In- Cl3, with the following acquisition parameters:
low energy collimator, a sweep speed of 10 cm/min for
the whole body, and 600 sec for static images. was concomitant to the high uptake of this radionuclide
in the spleen, although some patients (e.g., P4) showed
lower liver uptake intensity (Fig. 2). Axial, distal skeleton, and splenic uptake
profiles in patients with advanced
myelofibrosis Regarding the splenic high uptake of 111In-Cl3, it can be
considered to be pathognomonic of PMF or sMF, because
it reflects the EMH developed in this setting. In patients
with advanced fibrotic process, this high splenic uptake
was associated to a similar pattern of high 111In-Cl3 fixa-
tion in the distal skeleton that also reflects the develop-
ment of active hematopoiesis or at least a significant
erythroblastic activity in these areas. Secondary early myelofibrosis uptake
profile Interestingly, in the sMF (post-ET) patient (P5), there
was no 111In-Cl3 hyperfixation at the distal skeleton. Conversely, we observed a significant splenic fixation with
both radiopharmaceuticals and a low fixation with 99mTc-
nanocolloids in the axial skeleton (Figs. 1 and 2). Axial, distal skeleton, and splenic uptake
profiles We consider, the more advanced the process of marrow
fibrosis and HSC externalization is, the stronger is the
111In-Cl3 splenic uptake. In conclusion, when associated
with a lower fixation of this same radionuclide in the
axial skeleton, the combined pattern of strong 111In-Cl3
splenic and distal skeletal uptake was highly suggestive
and pathognomonic of PMF (Figs. 2 and 3). In PMF patients, we observed a lower fixation of both
tracers 99mTc and 111In-Cl3 in the axial skeleton and,
conversely, a higher fixation in the distal skeleton (Figs. 1
and 2; Table 1). Moreover, using hybrid imaging of 111In-
Cl3 coupled to SPECT/CT allowed for a more detailed
visualization of the extent and intensity of the EMH
detected in the spleen of the PMF patients we studied
(Fig. 3). In patients with advanced fibrotic process (Fig. 2,
patients 1 to 4 and 6), this high splenic uptake was asso-
ciated to a similar pattern of high 111In-Cl3 fixation in
the distal skeleton. Some questions remain unsolved regarding the mecha-
nisms involved in the distal skeleton recruitment or EMH
reactivation in circumstances where these hematopoietic
areas were progressively inactive since birth and replaced
with adipose tissue [9]. In adults over 25 years old, almost
all the active BM (red marrow) is located in the axial
skeleton and the nonactive BM (yellow marrow) is mostly
located on the distal skeleton [10, 11]. Yellow marrow
is composed approximately of 95% fat cells whereas red
marrow composition is 40% fat cells and 60% hemat-
opoietic cells [11]. Is the distal skeleton reactivation
observed in PMF a consequence of HSCs that cannot
seed in the physiological homing hematopoietic areas,
which participate essentially in the axial skeleton in adults? Or is the fruit of HSC reactivation (and their microen-
vironment) already present in the distal skeleton but simply
dormant? In this latter case, we do not know whether
HSCs carry the same molecular abnormalities than those
of the malignant PMF clone. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Hepatic uptake profile No other clear EMH localization besides the spleen was
observed, except at the hepatic level. The interpretation
of liver fixation was uneasy because both radiopharma-
ceuticals 99mTc nanocolloids and 111In-Cl3 show significant
physiological uptake although more importantly in the
case of 99mTc nanocolloids. Regarding this last radionu-
clide, we observed higher hepatic fixation with 99mTc-
nanocolloids in only one patient (P1) (Fig. 1). When we
looked at 111In-Cl3 distribution and intensity patterns, we
observed a high liver uptake in most patients and this © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. 2380 Hybrid Imaging in Primary Myelofibrosis M. Ojeda-Uribe et al. Figure 1. 99mTc-nanocolloid (Nanocis, Iba) scintigraphy coupled to single-photon emission tomography/computed tomography acquisitions. Representative imaging of the results is shown here: UPN1 to UPN4 and UPN6 were primary myelofibrosis patients; UPN5 was a secondary (post-ET)
MF patient. Figure 1. 99mTc-nanocolloid (Nanocis, Iba) scintigraphy coupled to single-photon emission tomography/computed tomography acquisitions. Representative imaging of the results is shown here: UPN1 to UPN4 and UPN6 were primary myelofibrosis patients; UPN5 was a secondary (post-ET)
MF patient. MF patient. Interest in hybrid imaging The radiopharmaceutical patterns we observed in PMF
have already been described, although without SPECT/
CT [12]. Hybrid imaging using these two radionuclides
and SPECT/CT is a noninvasive procedure, allowing a
larger and more precise visualization of the active/inactive
hematopoietic areas in PMF. Moreover, regarding deep
regions or overweight patients, AC can show more uptake The hybrid imaging pattern observed here evocates a shift
of the active physiologic hematopoietic sites to other
nonphysiologic sites following a sequence of hematopoietic
reactivation starting in the spleen, followed by distal skel-
eton recruitment and associated with progressive hemat-
opoietic regression in the axial skeleton (Figs. 1 and 2). 2381 © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Hybrid Imaging in Primary Myelofibrosis M. Ojeda-Uribe et al. Figure 2. 111In-Cl3-scintigraphy (Covidien) with single-photon emission tomography/computed tomography acquisitions. Representative imaging of
the results is shown here. UPN1 to UPN4 and UPN6 were primary myelofibrosis patients; UPN5 was a secondary (post-ET) MF patient. focus potentially hidden because of soft tissue interposi-li
Figure 2. 111In-Cl3-scintigraphy (Covidien) with single-photon emission tomography/computed tomography acquisitions. Representative imaging of
the results is shown here. UPN1 to UPN4 and UPN6 were primary myelofibrosis patients; UPN5 was a secondary (post-ET) MF patient. Figure 2. 111In-Cl3-scintigraphy (Covidien) with single-photon emission tomography/computed tomography acquisitions. Representative imaging of
the results is shown here. UPN1 to UPN4 and UPN6 were primary myelofibrosis patients; UPN5 was a secondary (post-ET) MF patient. focus, potentially hidden because of soft tissue interposi-
tion between the emitting source and detector. This can
represent an alternative to BM biopsies that are limited
in their investigation to the iliac crest and do not allow
a whole-body marrow screening and are also limited
because of the possibility of sampling error. BM biopsies
may well reflect the axial skeleton and the significant
hematopoietic activity that occurs in this area in adults
but they do not provide any information on distal skeleton
or the liver and spleen hematopoiesis. Inflammatory versus myelofibrotic
component of PMF Recent studies have highlighted the interest in other non-
invasive procedures, such as 18F-fluorodeoxyglucose (18F-
FDG)
positron
emission
tomography/computed
tomography (PET/CT), to assess the inflammatory com-
ponent of PMF, which is a critical player in the PMF
pathophysiology [13, 14]. Actually, 18F-FDG PET/CT in
this setting might be considered a necessary complement © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. 2382 Hybrid Imaging in Primary Myelofibrosis M. Ojeda-Uribe et al. Figure 3. 111In-Cl3 single-photon emission tomography/computed
tomography imaging in one patient with very advanced primary
myelofibrosis: (A) front view and (B) side view showing very intense
uptake of the radiotracer in the spleen (yellow arrow) and almost no
fixation in the backbone and other structures of the axial skeleton. A
B B A component of PMF from 99mTc nanocolloids/SPECT/CT
imaging, which reflects, in part, the activity of several
cell types involved in inflammation. In conclusion, on
the basis of the data from our study, we observed a cor-
related time-dependent pattern of the shift of active sites
of hematopoiesis detected by 111In-Cl3/SPECT/CT. B B A A Interestingly, the imaging patterns we observed with
111In-Cl3/SPECT/CT are quite similar to those observed
with the use of another radiotracer, 3′-18Fluoro-3′-deox
y-L-thymidine (18F-FLT) [15]. Moreover, in a few cases,
hybrid imaging has been reported to be useful to detect
some cases of EMH [7, 16]. Figure 3. 111In-Cl3 single-photon emission tomography/computed
tomography imaging in one patient with very advanced primary
myelofibrosis: (A) front view and (B) side view showing very intense
uptake of the radiotracer in the spleen (yellow arrow) and almost no
fixation in the backbone and other structures of the axial skeleton. In summary, and based on our preliminary results, we
believe the use of hybrid imaging allowed (1) good evalu-
ation of the extent and intensity of the sites of active/
inactive hematopoiesis in PMF patients; (2) this noninvasive
procedure can also be useful in challenging differential
diagnosis cases of NPMs or (3) when a myelofibrotic
transformation of ET or polycythemia vera is suspected. However, the interest of this technique to assess the impact
of targeted therapies needs further evaluation. of the hybrid imaging techniques we studied. However,
the imaging patterns in PMF of the respective radiop-
harmaceutical distribution are not similar. Inflammatory versus myelofibrotic
component of PMF In a recent
study, 18F-FDG PET/CT uptake was increased in the axial
and distal skeleton when the degree of marrow fibrosis
was low (grade I) and was rather mild when the degree
of marrow fibrosis was high (grade III) [13]. The authors
concluded a significant inverse correlation between the
extent of the metabolically active disease (axial skeleton
and distal skeleton plus spleen) and time since the diag-
nosis of myelofibrosis [13]. This reported inverse correla-
tion pattern with 18F-FDG PET/CT assessment contrasts
with the 111In-Cl3/SPECT/CT imaging we observed in the
sMF patient (P5) of our series who was at an early phase
of the disease and showing a lower fixation to 99mTc
nanocolloids and 111In-Cl3 at the distal skeleton. These
data in early phases of myelofibrosis, can reflect a high
inflammatory activity without achieving a reconversion
of inactive into active BM at the distal skeleton. © 2016 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Conflicts of Interest The authors have no conflicts of interest to disclose. References 1. Morrison, S. J., and D. T. Scadden. 2014. The bone
marrow niche for haematopoietic stem cells. Nature
505:327–334. 2. Birbrair, A., and P. S. Frenette. 2016. Niche
heterogeneity in the bone marrow. Ann. N. Y. Acad. Sci. 1370:82–96. doi: 10.1111/nyas.13016. [Epub ahead
of print]. 3. Lataillade, J. J., O. Pierre-Louis, H. C. Hasselbalch,
G. Uzan, C. Jasmin, M. C. Martyré, et al. 2008. Does
primary myelofibrosis involve a defective stem cell
niche? From concept to evidence. Blood 112:3026–3035. On the contrary, in patients with more advanced PMF
(P1 to P4 and P6, Figs. 1 and 2) high fixation patterns
of the distal skeleton were observed when both techniques
were compared, implying that hematopoiesis reactivation
at this level is also associated with an inflammatory
process [13]. Moreover, age-related changes probably
need to be considered if we want to assess the impor-
tance of 18F-FDG PET/CT uptake values in patients with
PMF [9]. 4. Martinaud, C., C. Desterke, J. Konopacki, L. Pieri,
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F. Biamonte, A. Pardanani, A. Pereira, et al. 2013. Mutations and prognosis in primary myelofibrosis. Leukemia 27:1861–1869. In our series, most of the patients presented significant
marrow fibrosis (grade III) and, as we already mentioned,
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skeleton. Based on our observations, the splenic EMH
that was well detected by 111In-Cl3/SPECT/CT appears to
be associated with a high inflammatory process (Fig. 3). We can obtain some evidence of this inflammatory 6. Agool, A., A. W. J. M. Glaudemans, H. H. Boersma,
R. A. Dierckx, E. Vellenga, and R. H. Slart. 2011. Radionuclide imaging of bone marrow disorders. Eur. J. Nucl. Med. Mol. Imaging 38:166–178. J. Nucl. Med. Mol. Imaging 38:166–178. 7. Moulin, V., C. Ungureanu, M. Ojeda-Uribe, S. Thiebault, C. Porot, O. Angoue, et al. 2012. Intrathoracic extramedullary hematopoiesis: the 2383 Hybrid Imaging in Primary Myelofibrosis M. Ojeda-Uribe et al. advantages of hybrid imaging. Diagn. Interv. Imaging
93:897–902. 13. Derlin, T., H. Alchalby, P. Bannas, S. Veldhoen,
I. Apostolova, I. Triviai, et al. 2015. Assessment of bone
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99m sulfur colloid bone marrow scan and single-photon
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English
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Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a systematic review
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F1000Research
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cc-by
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Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review e 1 - Flow diagram of the identification, screening, eligibility and included articles Figure 1 - Flow diagram of the identification, screening, eligibility and included articles Records identified by searching in
Scopus (n = 253)
Additional records identified in other
databases (n = 72)
Records after removing duplicates (n = 261)
Selected articles (n = 261)
Articles excluded at the title
and abstract level (n = 144)
Full-text articles evaluated for the
study (n=117)
Full-text articles excluded for
failing to meet the inclusion
criteria (n = 88)
Items included in the study
(n=29)
identification
Screening
Eligibility
Included Additional records identified in other
databases (n = 72) Records after removing duplicates (n = 261) Articles excluded at the title
and abstract level (n = 144) Full-text articles excluded for
failing to meet the inclusion
criteria (n = 88) Full-text articles evaluated for the
study (n=117) Items included in the study
(n=29) Table 1 - Included articles that met the eligibility criteria Table 1 - Included articles that met the eligibility criteria No. AUTHORS
ARTICLE TITLE
TYPE OF STUDY / CHARACTERISTICS OF THE STUDIES
1
Ahn E, Lee J, Jeon Y-
H, Choi S-W, Kim E
Anti-diabetic effects of mulberry
(Morus alba L.) branches and
oxyresveratrol in streptozotocin-
induced diabetic mice
Original Research (OR): Morus alba ethanol extracts were administered orally
once daily for 22 days in amounts of 0,5 or 1 g/kg of body weight to a diabetic
mouse, induced with streptozotocin. (1)
2
Chan EW-C, Lye P-Y,
Wong S-K
Phytochemistry, pharmacology, and
clinical trials of Morus alba
Systematic Review (SR): Morus alba leaves possess biological activities:
antioxidants, antidiabetic, antihyperlipidemic, antiobesity, glycosidase inhibitor,
cardioprotective, antimicrobial, and cytotoxic. (2)
3
Díaz SM, Cazaña MY,
Pérez HY, Valdivia
ÁA, Prieto AM, Lugo
MY
Qualitative evaluation of secondary
metabolites in extracts of Morus
alba L. (Mulberry) varieties and
hybrids
OR: The fresh leaves collected from Morus alba were washed, disinfected, dried,
and pulverized; then, the extracts were obtained with n-hexane, ethanol, and
water, which were filtered and subjected to phytochemical identification tests. A
toxicity evaluation of the aqueous extracts was carried out in rats to determine
their safety. (3)
4
Ge Q, Cheng L, Tang
M, Zhang S, Liu L,
Gao L, et al. Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review Analysis of mulberry leaf
components in the treatment of
diabetes using network
pharmacology
OR: The study identified 202 compounds of the Morus alba leaf, using mass
spectrophotometry and gas chromatography, 22 components with curative
properties were identified on Diabetes Mellitus. (4)
5
Go EJ, Ryu BR, Yang
SJ, Baek JS, Ryu SJ,
Kim HB, et al. Anti-obesity Effect of the Flavonoid
Rich Fraction from Mulberry Leaf
Extract
OR: Flavonoid-rich fractions were administered to rats C57BL/6 mice fed a
high-fat diet and their development in obesity was investigated. (5)
6
He X, Fang J, Ruan Y,
Wang X, Sun Y, Wu
N, et al. Structures, bioactivities and future
prospective of polysaccharides from
Morus alba (white mulberry): A
review
SR: The leaves and fruits are rich in polysaccharides with promising activities:
antidiabetic, immunomodulatory, anti-inflammatory, antioxidant, antiobesity,
hepatoprotective, and renoprotective. (6) Information Classification: General Information Classification: General 7
Jeszka-Skowron M,
Flaczyk E, Jeszka J,
Krejpcio Z, Król E,
Buchowski MS
Mulberry leaf extract intake reduces
hyperglycaemia in streptozotocin
(STZ)-induced diabetic rats fed
high-fat diet
OR: A high-fat diet was applied for 4 weeks to Wistar rats to induce type 2
diabetes. The animals were subsequently treated with extracts of dried leaves of
Morus alba and ethanol or acetone. (7)
8
Ji S, Zhu C, Gao S,
Shao X, Chen X,
Zhang H, et al. Morus alba leaves ethanol extract
protects pancreatic islet cells against
dysfunction and death by inducing
autophagy in type 2 diabetes
OR: The main chemical components of the ethanol extract of Morus alba leaves
were analyzed to determine their identification and quantification using the high-
performance liquid chromatography (HPLC) technique. Rats were used in which
T2DM was induced using a high-fat diet combined with streptozotocin; the MLE
was administered by oral gavage. (8)
9
Jiao Y, Wang X, Jiang
X, Kong F, Wang S,
Yan C
Antidiabetic effects of Morus alba
fruit polysaccharides on high-fat
diet- and streptozotocin-induced
type 2 diabetes in rats
OR: Rats were induced to have diabetes on a high-fat, low-dose streptozotocin
diet. The animals were treated with two polysaccharide fractions from the Morus
alba fruit (MFP50 and MFP90). Normal rats and diabetic rats treated with
metformin were compared. Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review (9)
10
Kan J, Velliquette RA,
Grann K, Burns CR,
Scholten J, Tian F, et
al
A novel botanical formula prevents
diabetes by improving insulin
resistance
OR: Tests were carried out in male Sprague Dawley rats, administering extracts
of a formula composed of extracts of leaves of Morus alba, American ginseng,
and Trigonella foenum-graecum, to determine their inhibitory capacity on the
enzymes α-amylase and α- glucosidase, in a cell-free system. (10)
11
Kar A, Mukherjee PK,
Sankarshan S,
Bahadur S, Ahmmed
SKM, Subrata P
Possible herb-drug interaction of
Morus alba L.- a potential anti-
diabetic plant from Indian
traditional medicine
OR: An assay was carried out to quantify the active compounds of the Morus
alba leaf extract, by the RPHPLC method. The inhibitory potential was deter-
mined in pooled CYP450 as well as recombinant CYP450. (11)
12
Khyade VB
Influence of Leaf Decoction of
Mulberry, Morus alba (L.) on
Streptozotocin Induced Diabetes in
Brown Rat, Rattus norvegicus
OR: A test was carried out to evaluate the effects of treatment with the product
resulting from the decoction of Morus alba leaves, on specimens of Rattus
norvegicus”, for which, 20 g / L was administered. One week before treatment,
experimental diabetes was induced by applying streptozotocin. (12)
13
Król E, Jeszka-
Skowron M, Krejpcio
Z, Flaczyk E, Wójciak
RW
The Effects of Supplementary
Mulberry Leaf (Morus alba)
Extracts on the Trace Element
Status (Fe, Zn and Cu) in Relation
to Diabetes Management and
Antioxidant Indices in Diabetic Rats
OR: Male Wistar rats were induced with diabetes by placing them on a high-fat
diet and administering streptozotocin. 38 rats divided into 5 experimental groups
were used: (1) AIN-93M-fed healthy control group; (2) HF control group; (3)
HF diabetic group; (4) HF + AE diabetic group (6 g / kg diet); and, (5) HF + EE
diabetic group (diet 6 g / kg). (13)
14
Lim SH, Yu JS, Lee
HS, Choi C-I, Kim
KH
Antidiabetic Flavonoids from Fruits
of Morus alba Promoting Insulin-
Stimulated Glucose Uptake via Akt
and AMP-Activated Protein Kinase
Activation in 3T3-L1 Adipocytes
OR: A phytochemical analysis of the Morus alba ethanol extract was performed
using high-performance liquid chromatography (HPLC). After purification, it
was possible to isolate two main active principles: rutin and quercetin-3-O-β-d-
glucoside (Q3G), to later apply them to 3T3-L1 adipocytes. (14)
15
Liu C, Xiang W, Yu
Y, Shi ZQ, Huang XZ,
Xu L. Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review Comparative analysis of 1-
deoxynojirimycin contribution
degree to α-glucosidase inhibitory
activity and physiological
distribution in Morus alba L
OR: 12-day-old male Wanxi white geese were used, which were randomly as-
signed to 4 treatment groups: (1) Control group with simple diet without 1-de-
oxynojirimycin (DNJ); (2) Group L-DNJ; (3) Group M-DNJ; and, (4) HDNJ
Group; these last 3 groups had complementary basic diets with DNJ: 0,05 mg /
g, 0,1 mg / g, and 0,15 mg / g, respectively. The feeding lasted for 6 weeks. (15)
16
Mahboubi M
Morus alba (mulberry), a natural
potent compound in management of
obesity
SR: The objective of this review was to evaluate the potential effect of Morus
alba as an antiobesity agent, therefore, various databases were searched:
PubMed, Science Direct, Springer, Wiley, and Google), unpublished data
(reports from R&D, thesis, and dissertations). (16)
17
Mahesh DS, Vidhathri
BS, Vidyashree DN,
Narayanaswamy TK,
Subbarayappa CT,
Muthuraju R
Biochemical Composition and
Pharmacological Properties of
Mulberry (Morus spp.) - A Review
SR: The biochemical composition and pharmacological properties of various
mulberry species are reviewed. It includes its nutritional value, its phytochemical
composition, its antioxidant activity, its mineral composition, its hypoglycemic
activity, its antiobesity and hyperlipidemic action, its antioxidant, antidiabetic,
anti-inflammatory, and antiallergic function, its vasoactive, neuroprotective,
renoprotective, and anticancer action. (17)
18
Mellado-Orellana R,
Salinas-Lezama E,
Sánchez-Herrera D,
Guajardo-Lozano J,
Díaz-Greene EJ,
Rodríguez-Weber FL
Pharmacological treatment of diabe-
tes mellitus type 2 directed to pa-
tients with overweight and obesity
SR:
The
evidence-based
recommendations
are
oriented
towards
pharmacological and surgical intervention and changes in the lifestyle of obesity
management as part of the comprehensive treatment of patients with type 2
diabetes mellitus. (18)
19
Meng Q, Qi X, Chao
Y, Chen Q, Cheng P,
Yu X, et al. IRS1/PI3K/AKT pathway signal
involved in the regulation of
glycolipid metabolic abnormalities
by Mulberry (Morus alba L.) leaf
extracts in 3T3-L1 adipocytes
OR: The Morus alba leaf extract was prepared to contain the flavonoids (1 g /
ml) and the routine of the flavonoids was determined using the high-performance
liquid chromatography (HPLC) technique, with the Agilent 1260 system. (19)
20
Meng Q, Qi X, Fu Y,
Chen Q, Cheng P, Yu
X, et al. Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review Flavonoids extracted from mulberry
(Morus alba L.) leaf improve
skeletal muscle mitochondrial
function by activating AMPK in
type 2 diabetes
OR: Skeletal cells were cultured in vitro, which were treated with or without
flavonoids extracted from Morus alba. For in vivo studies, db /db mice were
used
for
type
2
diabetes,
with/without
MLF
therapy. Α-SMA
immunofluorescence staining and Coomassie brilliant blue staining were used to
identify differentiated L6 cells. The glucose level and the L6 ATP level were
carried out by optical density detection and the viability of the cell was carried
out by the MTT method. (20)
21
Rodrigues EL,
Marcelino G, Silva
GT, Figueiredo PS,
Garcez WS, Corsino J,
et al. Nutraceutical and Medicinal
Potential of the Morus Species in
Metabolic Dysfunctions
SR: The genus Morus is used for the treatment and prevention of diabetes
mellitus through its hypoglycemic action, as it has phenolic, anthocyanin, and
flavonoid components, in greater or lesser concentration depending on the
species, in the case of Morus alba, it has low concentrations of flavonoids and
anthocyanins. (21)
22
Saeedi P, Petersohn I,
Salpea P, Malanda B,
Karuranga S, Unwin
N, et al. Global and regional diabetes
prevalence estimates for 2019 and
projections for 2030 and 2045:
Results from the International
SR: 255 high-quality sources published between 1990 and 2018 from 138
countries were studied. Countries with low-quality data were extrapolated, based
on geography, ethnicity, language, and economy. A regression was applied to
generate estimates taking into account the specific age between 20-79 years and
the prevalence of diabetes. (22) OR: A phytochemical analysis of the Morus alba ethanol extract was performed
using high-performance liquid chromatography (HPLC). After purification, it
was possible to isolate two main active principles: rutin and quercetin-3-O-β-d-
glucoside (Q3G), to later apply them to 3T3-L1 adipocytes. (14) Information Classification: General Information Classification: General Diabetes Federation Diabetes Atlas,
9th edition
23
Seclén S
Diabetes mellitus in Peru where we
are going
SR: Analyzes epidemiological data extracted from surveys carried out in Peru:
ENDES, 2013; ENAHO, 2009-2010; PERUDIAB, 2012; WHO DIAMOND,
SEARCH Study. (23)
24
Swathi P, Gana
Manjusha K,
Vivekanand M,
Ramkishan A,
Bhavani B
Effect of morus alba against
hyperglycemic and hyperlipidemic
activities in streptozotocin induced
diabetic nephropathy
OR: It was applied in male Wistar rats, induced to diabetes with streptozotocin,
applying an ethanolic extract of the leaf of Morus alba (AME). Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review After 12 weeks
of starting the experimental work, the following were biochemically analyzed:
blood glucose, glycosylated hemoglobin, bilirubin, albumin, creatinine, total
protein, urea, lipid profile, and urine. Histopathological observations were also
made. (24)
25
Villena JE
Diabetes Mellitus in Peru
SR: It was based on the systematic search of bibliographic sources included in
Scielo, PubMed, literature from the World Health Organization, the International
Diabetes Federation, and Peruvian agencies, related to the subject in question. (25)
26
Wei H, Liu S, Liao Y,
Ma C, Wang D, Tong
J, et al. A systematic review of the medici-
nal potential of mulberry in treating
diabetes mellitus
SR: Morus alba studies are systematized, classifying them by their chemical
composition, pharmacological effects of the different parts of the plant on
diabetes mellitus, which included: glucose absorption, insulin secretion,
oxidative and anti-inflammatory processes. (26)
27
Wen P, Hu TG,
Linhardt RJ, Liao ST,
Wu H, Zou YX
A review of bioactive compounds
and advanced processing technol-
ogy
SR: A description of mulberry is detailed examining its main active principles,
which include polysaccharides, alkaloids, phenols, anthocyanins, and
flavonoids. Technological advances for its extraction are described: solid-liquid
extraction,
supercritical-fluid
extraction,
liquid-pressurized
extraction,
microwave-assisted extraction, enzymatic assisted extraction, ultrasound-
assisted extraction, solid-phase extraction; other techniques for its separation,
such as ion-exchange chromatography, gel filtration chromatography,
preparative liquid chromatography, countercurrent chromatography, silica gel
chromatography, and macroporous resin adsorption. (27)
28
Wilson RD, Islam MS
Effects of white mulberry (Morus
alba) leaf tea investigated in a type
2 diabetes model of rats
OR: It was carried out in male Sprague-Dawley rats of 6 weeks, divided into 4
groups; They were given high doses (0,5%) and low doses (0,25%) of white
mulberry leaf tea. The groups were classified: normal control group (NC), dia-
betic control group (DBC), high dose diabetic group (DMTH), and low dose di-
abetic group (DMTL). T2DM was induced with streptozotocin and 4 weeks later
analytical tests were performed to evaluate the levels of blood glucose, serum
insulin, uric acid, glucose intolerance, glucose intolerance, fructosamine, AST,
ALT, albumin, creatinine, and cholesterol. (28)
29
Younus I, Fatima A,
Ali SM, Usmani S,
Begum Z, Badar S, et
al. Medicinal properties of Morus alba for the control of type 2 diabetes mellitus: a system-
atic review A review of ethnobotany,
phytochemistry, antiviral and
cytotoxic / anticancer potential of
morus alba linn
SR: The article summarizes the phytochemistry, ethnobotany, antiviral and
cytotoxic properties and anticancer potential of Morus alba Research revealed
that various parts of the plant contained flavonoids, glycosides, polysaccharides,
tannins, and lectins. (29) REFERENCES 1. Ahn E, Lee J, Jeon Y-H, Choi S-W, Kim E. Anti-diabetic effects of mulberry ( Morus
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bin/new/resumenI.cgi?IDARTICULO=62000 4. Ge Q, Cheng L, Tang M, Zhang S, Liu L, Gao L, et al. Analysis of mulberry leaf
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diabetic rats fed high-fat diet. J Funct Foods [Internet]. 2014 May 1 [cited 2021 Jul
16];8(1):9–17. Available from: https://daneshyari.com/article/preview/7624643.pdf 8. Ji S, Zhu C, Gao S, Shao X, Chen X, Zhang H, et al. Morus alba leaves ethanol extract
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traditional medicine. Indian J Tradit Knowl [Internet]. 2015 [cited 2021 Jul
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Eng
[Internet]. 2018
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9];6(3):1–23. Available
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mulberry (Morus alba L.) leaf improve skeletal muscle mitochondrial function by
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a type 2 diabetes model of rats - PubMed. Acta Pol Pharm [Internet]. 2015 [cited 2021
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Ethnobotany, Phytochemistry, Antiviral and Cytotoxic / Anticancer Potential of
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Investigation of the joining zone formation of impact extruded hybrid components by varied forming sequence and partial cooling
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Content from this work may be used under the terms of the Creative Commons Attribution 3.0 license. Any further distribution of
this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. Published under license by Materials
Research Forum LLC. 1Leibniz University Hannover, Institute of Forming Technology and Forming Machines, An der
Universität 2, 30823 Garbsen, Germany 1Leibniz University Hannover, Institute of Forming Technology and Forming Machines, An der
Universität 2, 30823 Garbsen, Germany apiwek@ifum.uni-hannover.de, bpeddinghaus@ifum.uni-hannover.de, apiwek@ifum.uni-hannover.de, bpeddinghaus@ifum.uni-hannover.de, p
@
p
g
@
cuhe@ifum.uni-hannover.de, dbrunotte@ifum.uni-hannover.de, ebehrens@ifum.uni-hannover.de Keywords: Friction Welding, Hot Forging, Tailored Forming, Joining Zone, Partial
Cooling Abstract. Hybrid material concepts enable the combination of beneficial properties of different
materials to extend the limited potential of monolithic components. When it comes to steel and
aluminium, a wear-resistant and a lightweight metal are combined to produce a weight-reduced
high-performance component with load-adapted areas. A method to create hybrid gear shafts is a
novel approach called Tailored Forming. The process chain consists of joining e. g. by friction
welding and subsequent impact extrusion under elevated temperature. Before forming, an axial
temperature gradient is set in the serial arranged semi-finished products to adjust the different yield
stresses of the dissimilar materials through induction heating of the steel part. The subsequent
forming is intended to positively influence the joining zone thermo-mechanically and
geometrically. However, prior work indicated a limitation of the influence on the joining zone in
forward rod extrusion. Therefore, approaches are being researched that enable a stronger formation
of the joining zone geometry to influence the resulting bond qualities through surface enlargement. A forward rod extrusion process of friction welded hybrid semi-finished products made of
20MnCr5 (AISI 5120H) combined with EN AW-6082 (AA6082) was carried out experimentally. Complementary to prior investigations, in which mainly the aluminium section was reduced
through the die angle followed by the steel, the forming sequence of the materials was reversed to
increase the joining zone surface with variation of the forming path. Additionally, a cooling of the
aluminium side was realized through an immersion cooling to adjust maximum temperature
gradients and further equalize the different yield stresses. Hardness tests, metallographic and SEM
images of cross-sections were taken to evaluate the bond quality with regard to the temperature
influence, joining zone formation, occurring defects and the resulting intermetallic compound
(IMC). Impact extrusion with initially steel formed followed by aluminium resulted in a spherical
formation of the joining zone and consequently in greater surface area, but also lead to partial
defects in the IMC. The partial cooling of the aluminium allowed higher temperature gradients to
be set, thus reducing defects through improved material flow in the joining zone. Material Forming - ESAFORM 2023 Material Forming - ESAFORM 2023 Material Forming - ESAFORM 2023
Materials Research Proceedings 28 (2023) 591-600 Materials Research Forum LLC
https://doi.org/10.21741/9781644902479-64 State of the Art Within sheet metal forming, especially for the automotive industry, application-adapted hybrid
semi-finished products called tailored blanks have been widely used since their development by
ThyssenKrupp in 1983 [2]. Due to the local adaptations such as a local variation of the sheet
thickness or sheet material, the components are optimised for a subsequent forming process or the
end application [3]. This concept can also be applied to bulk metal forming. Contrary to compound
forging of hybrid materials, where the joining is realised by forming [4-6], the hybrid semi-finished
products are first pre-joined and then further processed by forming in order to positively influence
the joining zone. The combination of joining and forming has been addressed by some studies for
similar and dissimilar material pairings. For instance hot forging of cladded work pieces consisting
of two different steel alloys using upsetting tests was investigated numerically and experimentally
by Wang et al with regard to material distribution and the effect of friction [7]. Furthermore, in the
studies by Foydl et al, an extrusion process was developed, in which aluminium profiles were
reinforced by steel wires. For further processing into connecting rods, the components were cut to
size and used as semi-finished products for a die forging process [8]. Basic research into joining
by friction welding and subsequent upsetting of solid hybrid components made of copper and
aluminium or steel and copper was carried out by Domblesky et al. The results obtained from
upsetting indicate a good workability of hybrid materials [9]. Based on the concept of the studies mentioned, the new approach called Tailored Forming
enables a production of load-adapted high-performance components by forming pre-joined hybrid
semi-finished products. The process chain can differ in terms of joining processes used such as
friction welding, lateral angular co-extrusion (LACE) or cladding and subsequent forming
processes such as impact extrusion or die forging [10]. The joining zone of the two hybrid materials is usually the weakest area, where the failure of
the component occurs. Therefore, the basic motivation is the enhancement of the weak point
through suitable measures such as reducing tensile stresses and thus defects by a pressure
superimposition [11-13], an adjustment of the yield stresses by a viable heating strategy [14] or
improvement of the stress state by an inversed forming sequence [15]. Introduction An effective use of resources is becoming more crucial to deal with rising energy prices as well as
increased environmental responsibilities. Monolithic components have their material-specific
restrictions, thus new concepts and production techniques must be created to meet the rising
standards. Monolithic materials cannot always meet the ever-more-complex and occasionally
conflicting criteria put on lightweight constructions. One option to address these demands for
lightweight concepts and attain a required load-adapted functionality is through hybrid
components, which utilize different materials. In the case of steel and aluminium, the positive
mechanical properties are combined to produce a high-performance component with low weight. 591 Material Forming - ESAFORM 2023
Materials Research Proceedings 28 (2023) 591-600 Material Forming - ESAFORM 2023 Materials Research Forum LLC
https://doi.org/10.21741/9781644902479-64 Materials Research Forum LLC https://doi.org/10.21741/9781644902479-64 Using the example of a hybrid gear shaft, aluminium can serve as a structural element, while steel
is used in a power transmitting area [1]. State of the Art The last two aspects
mentioned have a direct influence on the shape of the joining zone, which results in an increase of
bond strength and quality through surface enlargement [15] and influencing IMCs, which in
general are characterised by their brittleness. The creation of a sufficiently sound bond is the setting
of the lowest possible IMC thickness, which should not exceed a certain thickness. According to
Herbst et al. sufficiently narrow IMC thicknesses smaller than 1 μm indicate high bond strengths,
while for thicknesses greater than 1 μm, the strength decreases significantly [16]. A sufficiently
sound bound can be achieved through a subsequent forming operation. During the impact extrusion
of serially arranged hybrid semi-finished products, it is crucial that the yield stress differences
between the two materials are as small as possible. In this way, a high local degree of forming can
be achieved and influence can be exerted on the joining zone geometry. If the yield stress
difference between steel and aluminium is too high, the local deformation is not sufficient and the
different materials flow one after the other into the extrusion shoulder with only a parallel
displacement of the interface. In previous work [17], the influence on the joining zone properties
after friction welding and impact extrusion under elevated temperatures of steel-aluminium billets
was investigated. In various forming processes such as backwards cup (full forward) extrusion or
hollow forward extrusion, it was possible to geometrically influence the joining zone so that larger
joining zone surfaces were created. In the case of forward rod extrusion, however, the joining zone
did not change and remained flat, almost as it was after friction welding (see Fig. 1). Since in
forward rod extrusion no additional compressive stress is initiated by forming tools as in the other 592 592 Material Forming - ESAFORM 2023
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https://doi.org/10.21741/9781644902479-64 Materials Research Forum LLC https://doi.org/10.21741/9781644902479-64 processes investigated, the axial temperature gradient is particularly important in the case in order
to set the previously mentioned local deformations resulting in a spherical shape of the joining
zone [17]. Due to this, a larger temperature gradient must be set in order to further equalise the
yield stresses and also to influence the joining zone geometry. This is possible e. g. by actively
cooling the aluminium. Fig. 1. Joining zone after friction welding and forward rod extrusion. Fig. 1. Joining zone after friction welding and forward rod extrusion. According to Gumm an increased flow rate of the centre material is observed if the harder metal
undergoes the forming process first. In case the softer material is pressed through the die first,
lower pressures in the forming zone and a formation of cavities in in the joining zone of compound
forged components is observed [15]. Therefore, the sequence of materials is another crucial factor
to further enhance the joining zone geometry through an improved stress state in the forming zone. Another aspect to reduce unwanted tensile stresses is the application of a pressure superimposition. Particularly in cold extrusion of hybrid materials, fractures occur inside the component due to
differing yield stresses, which can be significantly reduced by this measure with the similar effect
of the selection of material sequence [11-13]. However, this does not have any influence on the
surface enlargement [17], but is required to ensure the reduction of defects. Deriving from the state of the art, a pressure-superimposed forward rod extrusion with partial
aluminium-side cooling is carried out within the scope of this study by means of Tailored Forming. Furthermore, contrary to the previous work, the material sequence is inverted so that the steel is
formed first followed by the softer aluminium. In order to reproduce the formation of the joining
zone and the resulting surface enlargement, the forming path is varied. The two heating strategies
(without vs. with cooling) are compared with regard to the joining zone formation. The process
changes enable an improvement of the mentioned joining zone characteristics. 592 The friction welded
and impact extruded steel-aluminium bonds are evaluated by means of metallographic images and
hardness tests. Furthermore, the resulting IMC is characterised by SEM images and EDX analyses. The process changes enable an improvement of the joining zone characteristics. Tailored Forming for the Production of a Hybrid Transmission Shaft
The process chain of Tailored Forming (see Fig. 2) first includes friction welding of the hybrid
material pair consisting of steel (soft-annealed 20MnCr5) and aluminium (EN AW-
6082 T6 condition) in a serial arrangement. Then the joined semi-finished products are formed in
a forward rod extrusion process with prior inductive heating, which in the context of this study
takes place both with and without immersion cooling. This is followed by machining to produce
the final component, which is characterised by a load-adapted material distribution. The process
chain of Tailored Forming has already been used in earlier work to create customised, hybrid
machine parts in serial and coaxial arrangements like axial bearing washers or bevel gears [10]. 593 593 Material Forming - ESAFORM 2023 Materials Research Forum LLC https://doi.org/10.21741/9781644902479-64 Materials Research Proceedings 28 (2023) 591-600
https://doi.org/10.2174 Materials Research Proceedings 28 (2023) 591-600 Fig. 2. Process chain of Tailored Forming for a hybrid shaft with reversed forming sequence. Rotatory Friction Welding Fig. 2. Process chain of Tailored Forming for a hybrid shaft with reversed form Fig. 2. Process chain of Tailored Forming for a hybrid shaft with reversed forming sequence. Rotatory Friction Welding Rotatory Friction Welding y
g
Before joining, the welding surfaces of both semi-finished products made of 20MnCr5 and
EN AW-6082 are first machined and cleaned with ethanol to remove irregularities and impurities. After preparation, the materials are immediately joined on the KUKA Genius Plus friction welding
machine with the experimental set-up and parameters shown in Fig. 3. a)
b)
Fig. 3. Rotatory friction welding: a) experimental set-up, b) investigated parameters. a) a)
b)
Fig. 3. Rotatory friction welding: a) experimental set-up, b) investigated parameters. The parameters were chosen according to the previous work [18] and are designed to prevent
unnecessary shortening and to set low temperatures in order to keep the emerging intermetallic
phase as small as possible. The steel rotates at a speed of n = 1500 rpm on the spindle side, while
on the sledge side the aluminium is rubbed against it with a relative friction path of sR = 4 mm at
a friction pressure of pF = 120 MPa. After completion of the friction phase, the upsetting phase
takes place with an upsetting pressure of pU = 200 MPa and an upsetting time of tU = 2 s. The
resulting welding flash consists of aluminium as only this material is plastically deformed in the
process due to its lower strength compared to steel. After the process, the welding flash is removed
by machining and the specimens are shortened to a length of 105 mm (42 mm steel, 63 mm
aluminium) for the subsequent impact extrusion process. Inductive Heating and Immersion Cooling With the help of an induction coil, the friction-welded hybrid component is heated partially to
equalise the significantly different yield stresses of steel and aluminium before the forming
process. In order to achieve a favorable flow behavior, an inhomogeneous temperature distribution
in the hybrid semi-finished product is necessary. According to simulations and material data, the
yield stresses at steel temperatures of 900°C or higher and aluminium temperatures of 20°C are
approximately the same level [14]. Due to the time required to heat up and process the component
in combination with the thermal conduction during this time, it is not technically possible to reach
this ideal equalisation for the forming process. The aim is therefore to achieve the largest possible 594 Material Forming - ESAFORM 2023
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https://doi.org/10.21741/9781644902479-64 Materials Research Forum LLC https://doi.org/10.21741/9781644902479-64 temperature gradient between the two materials. To investigate the influence of the temperature
gradient on the material flow, the heating is carried out with and without partial cooling of the
aluminium side before forming. During the heating phase, the steel side is in the induction coil,
which consists of six rectangular windings. The magnetic field is generated by a 40 kW mid-
frequency generator (TRUMPF TruHeat MF 3040) with a frequency range between 5 - 30 kHz. The edge of the aluminium part is at the same level as the lowest coil winding and is cooled by the
surrounding water when used with immersion cooling (see Fig. 4). a)
b)
Fig. 4. Partial heating: a) measured temperatures during induction heating with and without
immersion cooling, b) positions of the thermocouples (Tc) and experimental set-up. b)
d
i
i d
i
h
i
i h
d a) b) Fig. 4. Partial heating: a) measured temperatures during induction heating with and without
immersion cooling, b) positions of the thermocouples (Tc) and experimental set-up. The temperature curves shown in Fig. 4 were determined during induction heating without
subsequent forming using six thermocouples Type K. Induction heating takes place in segments I
to III, where the power is continuously reduced in each stage to counteract overheating close to
the surface. Impact Extrusion The forward rod extrusion of the specimens was carried out on a Lasco SPR 500 screw press and
took place immediately after the transfer from the induction heating in the tooling system seen in
Fig. 5a). To reduce tensile stresses inside the component, a counterpressure pCounter = 160 MPa was
generated by four gas springs, which are connected to the counter punch via a transverse beam. The process is designed in such a way that the counterpressure acts on the component shortly
before the joining zone passes the extrusion shoulder. To observe the influence of the forming process on the geometric shape of the joining zone, the
immersion depth of the punch was varied in a range of 8 mm with a step width of 2 mm. The
relative forming path s (see Fig. 5 b)) describes the distance of the joining zone beyond the lower
extrusion shoulder. In the case of a negative value for s, the joining zone has not passed the lowest
point of the impact extrusion shoulder. b) a)
b)
Fig. 5. a) Tooling system for forward rod extrusion [19], b) Formation of the joining zone
geometry after impact extrusion depending on the relative forming path s. a) b) a) Fig. 5. a) Tooling system for forward rod extrusion [19], b) Formation of the joining zone
geometry after impact extrusion depending on the relative forming path s. After forming, the samples were quenched in a water bath. To avoid thermal cracking, first the
aluminium was quenched for 1 s, then the steel for 5 s and again the aluminium for 5 s, before the
entire specimen was completely immersed for another 20 s. The samples were then cross-sectioned
to measure the inner and outer diameter such as the depth of the joining zone to calculate the
surface enlargement. The joining zone has a paraboloid geometry, which is why the modified
surface area AJZ was calculated approx. using the following equation: 𝐴𝐽𝐽𝜋𝐷𝑖𝐷𝑖𝐻
3𝐷𝑖𝜋𝐷𝑜𝐷𝑖 𝐴𝐴𝐽𝐽𝐽𝐽=
𝜋𝜋⋅(
𝐷𝐷𝑖𝑖
2 )
6⋅𝐻𝐻2 ൬ቀ
𝐷𝐷𝑖𝑖
2 ቁ
2
+ 4 ⋅𝐻𝐻൰
3
2 −ቀ
𝐷𝐷𝑖𝑖
2 ቁ
3
൩+
𝜋𝜋
4 (𝐷𝐷𝑜𝑜
2 −𝐷𝐷𝑖𝑖2)
(1) (1) At a relative forming path s = -4 mm, the joining zone has not yet fully passed through the
impact extrusion shoulder, which is why the paraboloid geometry is not found over the entire
cross-section. Inductive Heating and Immersion Cooling After a total of 28 s, the induction heating is finished and the sample is moved out of
the coil by a pneumatic cylinder in segment IV so that an automated robot gripper can transfer the
sample into the tool with a transfer time of approx. 5 s. By using the immersion cooling,
significantly lower temperatures of 84°C instead of 237°C without cooling (Tc6) are set in the
aluminium part of the sample, while the steel temperatures at t = 28 s remain the same for both
heating strategies reaching nearly 800°C (Tc3). When comparing the material centres (Tc3 and
Tc6), a temperature gradient of 694 K can be set with the help of cooling, while only 532 K are
achieved without cooling. This corresponds to an increase of approx. 30.5%. An estimated yield
stress of about 250 MPa for steel and about 140 MPa (uncooled) and 175 MPa (cooled) for the
aluminium is set for strain rate of 𝜑𝜑̇ = 10 1/s and 𝜑𝜑= 0.4. 595 Material Forming - ESAFORM 2023 Material Forming - ESAFORM 2023
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https://doi.org/10.21741/9781644902479- Impact Extrusion Therefore, the unformed circular ring (Do - Di) was taken into account in the
calculations. Samples with s = +4 were further prepared metallographically. Light microscopic
and SEM images as well as EDX analyses were performed using a field emission scanning electron
microscope Supra VP 55 to evaluate the cooling effect and the forming sequence on the joining
zone geometry and quality as well as the emerging IMC. Results and Discussion The joining zone depth H, which contributes significantly to the surface enlargement, increases
with higher relative forming paths s and reaches its maximum for s = +4 (see Fig. 6). In this case 596 Material Forming - ESAFORM 2023
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https://doi.org/10.21741/9781644902479-64 Materials Research Forum LLC https://doi.org/10.21741/9781644902479-64 a joining zone surface of AJZ = 1010.11 mm2 is obtained which corresponds to a surface
enlargement of approx. 70% compared to the unaffected, flat joining zone after friction welding
or with initially aluminium formed. The measured and calculated values for each variation are
shown in Table 2. As the joining zone is passing through the extrusion shoulder, steel forms a
funnel, dragging the materially bonded aluminium along with it. The material is drawn more
strongly into the centre due to the locally varying forming speed and forms the funnel shape in the
absence of subsequent material flow. With increased relative forming path s, the effect mentioned
becomes stronger, which is why the shape of the joining zone between steel and aluminium is
characterised by a steadily increasing joining zone depth H. Fig. 6. Exemplary images of the joining zone formation for s = [-4, 0, +4]. Fig. 6. Exemplary images of the joining zone formation for s = [-4, 0, +4]. 1. Comparison of the surface enlargement depending on relative forming path s. Table 1. Comparison of the surface enlargement depending on relative forming path s. Initially
Formed
Material
Relative
Forming
Path s
[mm]
Inner
Diameter
Di [mm]
Outer
Diameter
Do [mm]
Joining
Zone
Depth
H [mm]
Joining
Zone
Surface
AJZ [mm2]
Surface
Enlargement
[%]
Aluminium
4
27.5
27.5
0
593.96
0
Steel
-4
21.8
27.5
9.5
803.44
35.2
Steel
-2
27.5
27.5
12.35
943.67
58.88
Steel
0
27.5
27.5
12.9
968.58
63.07
Steel
2
27.5
27.5
13.3
986.92
66.16
Steel
4
27.5
27.5
13.8
1010.11
70.06 Table 1. Comparison of the surface enlargement depending on relativ The occurring defect in the centre of the specimen is caused by the funnel formation, which
usually occurs in monolithic semi-finished products due to a lack of subsequent material flow at
the end of the forming process [20]. A locally weak bond in the centre of the joined materials
before forming is pre-existent, due to low relative friction speeds in the friction welding process. Combined with an increased forming speed in the centre and differing yield stresses, a detachment
of the two materials is very likely. 596 The defect can mostly be avoided if the extrusion takes place
with high friction between the extrusion die and the specimen [21]. In this regard the use of a
counterpressure can set the required stress state [11-13]. Since the gap was nevertheless observed
during the tests carried out, it can be assumed that the set of a counterpressure pCounter = 160 MPa
is not sufficient to completely compensate the tensile stresses acting in the joining zone. The greater temperature gradient caused by the immersion cooling (see Fig. 4) provides a better
equalisation of the yield stresses, thus a lower deformation resistance ratio and therefore a less
pronounced paraboloid shape. Furthermore, the constriction of the aluminium is largely prevented
(see Fig. 7) so that, unlike the sample without cooling, no gap extends over the entire
circumference of the component surface near the joining zone. Due to the improved material flow,
the central defect is also slightly reduced from 132 µm to 53 µm, but cannot be completely
prevented. The influence of the partial cooling is also reflected in the measured hardness (HV0.1), 597 Material Forming - ESAFORM 2023
Materials Research Proceedings 28 (2023) 591-600 Material Forming - ESAFORM 2023 Materials Research Forum LLC https://doi.org/10.21741/9781644902479-64 which show an average increase of 12 HV from 61 HV without cooling to 73 HV with cooling for
the aluminium. The hardnesses in the steel are subject to relatively large deviations, but also
increased slightly on average by 8 HV from 283 HV to 291 HV. which show an average increase of 12 HV from 61 HV without cooling to 73 HV with cooling for
the aluminium. The hardnesses in the steel are subject to relatively large deviations, but also
increased slightly on average by 8 HV from 283 HV to 291 HV. g
y
g
y
Fig. 7. Metallographic and SEM images of the joining zone (s = +4 mm) without and with
cooling with a counter pressure of pCounter = 160 MPa. Fig. 7. Metallographic and SEM images of the joining zone (s = +4 mm) without and with
cooling with a counter pressure of pCounter = 160 MPa. Regardless of the used heating strategy, the formed IMCs have been influenced by the surface
enlargement leading to a relatively homogenous structure. The thickness in the edge area as well
as in the descending area is varying between 0.6 to 0.8µm. Material Forming - ESAFORM 2023
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https://doi.org/10.21741/9781644902479-64 Acknowledgments The results presented in this paper were obtained within sub-project B03 of the Collaborative
Research Centre 1153 “Process chain to produce hybrid high performance components with
Tailored Forming” funded by the Deutsche Forschungsgemeinschaft (DFG, German Research
Foundation) - SFB 1153 TP B03 - 252662854. The authors thank the DFG for the financial support
of this project and also the Institute of Materials Science for the SEM/EDX investigations. Summary y
In this study, a forward rod extrusion process was used which, based on preliminary work, focused
on the forming sequence and the use of partial cooling for the aluminium side. The variation of the
forming path showed a material flow-related increase of the surface enlargement of up to 70%. Furthermore, the complete passing of the joining zone through the impact extrusion shoulder
resulted in defects near the surface as well as on the interior, which could be reduced with the help
of the improved material flow through immersion cooling. A homogenous formation of the IMC
is ensured in the enlarged areas. Partial detachments or cracking of the IMC was observed
regardless of cooling in the areas with increased surface area, especially in the centre at the highest
material flow rates. For future work, the counter pressure should be increased further in order to
compensate the tensile stresses that occur for a defect-free bond. Furthermore, mechanical tests
should be carried out to prove that the enlarged surface also improves the bond strength of the
joining zone. To investigate the possible adjustable maximum temperature gradients, selecting
other cooling strategies such as air-spray cooling should be considered. 596 Near the central area, the brittle IMCs
are destructed after forming due to the detachment between the two materials. The IMC
thicknesses in the edge area are approx. in the same size range compared to the thicknesses in the
central area, which is why no thinning of the IMC can be certainly observed due to the surface
enlargement. However, since the IMC does not exceed the critical thickness of 1 µm [16]
combined with the increase in surface area compared to a flat joining zone, a potential
improvement of the bond strength can be assumed. As expected, the chemical composition in the joining zone was not influenced by the cooling. An EDX line scan of the specimen without cooling at a forming path of s = +4 mm (see Fig. 8) is
exemplary shown in Fig. 8. A diffusion and hence a deposition of manganese and silicon into the
area of the joining zone with a concentration of up to 5 wt.% is seen, indicating the existing IMC. j
g
p
g
g
Fig. 8. EDX analysis of the descending area for a specimen without cooling (s = +4 mm). Fig. 8. EDX analysis of the descending area for a specimen without cooling (s = +4 mm). 598 Material Forming - ESAFORM 2023
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org/10 21741/9781644902479 64 https://doi.org/10.21741/9781644902479-64 [10] B.-A. Behrens, J. Uhe, I. Ross, J. Ursinus, T. Matthias, S. Bährisch, Tailored Forming of
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Circadian Clock Proteins in Prokaryotes: Hidden Rhythms?
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Frontiers in microbiology
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Introduction Apart from the circadian clock rhythm described and exten
sively studied in S. elongatus (Ishiura et al., 1998) there is only
little evidence of circadian rhythms in other cyanobacterial spe
cies (Aoki and Onai, 2009) and even less in other prokaryotes that
contain kai genes. The only other bacterium where the presence
of a circadian-like timing mechanism was described is the purple
bacterium Rhodobacter sphaeroides (Min et al., 2005). However,
other prokaryotes apart from cyanobacteria and purple bacte
ria might be influenced by the daily Earth’s life cycle leading to
enhanced fitness by improving their ability to adapt to extrinsic
influences, specifically the daily changes in environmental factors
such as light, temperature, and humidity (Woelfle et al., 2004). This
might explain, why several other prokaryotes acquired the kai genes
and components of the circadian system in their genomes. Insight
into the roles of the circadian clock proteins in other prokaryotes
would also provide a better understanding of their evolutionary his
tory. These Kai proteins might be involved in metabolic processes,
chromosome compaction (Woelfle et al., 2007), cell division (Mori
et al., 1996; Mori, 2009), and UV stress resistance (Garcia-Pichel,
1998; Dvornyk and Nevo, 2003) as described for cyanobacteria or
may have evolved divergent functions. Many living organisms from bacteria to eukaryotes have evolved
internal mechanisms to synchronize their physiological functions
with the Earth’s rotation cycle. These internal timing mechanisms
of about 24 h are named circadian cycles. In the molecular context,
circadian cycles are self-sustained biochemical oscillations that are
temperature compensated and persist in absence of external envi
ronmental cues. This endogenous mechanism is able to respond to
changes in the environment (like intensities of light and dark) and
to entrain its phase to the local environmental cues. The distribu
tion of circadian clocks in eukaryotic organisms is wide (Jolma
et al., 2010). In contrast in prokaryotes the circadian clock genes
are found only in some groups of bacteria (e.g., Cyanobacteria,
Proteobacteria, Bacteroidetes) and archea (see Table 1 and Dvornyk
et al., 2003). Among prokaryotes the circadian mechanism was first
reported in the cyanobacterium Synechococcus elongatus PCC 7942
(Ishiura et al., 1998), which since then became a model to study this
complex system. The circadian clock core genes in cyanobacteria
are named kaiABC (kai after the Japanese word kaiten for a cycle
or “turning of the heavens”). Maria Loza-Correa1,2, Laura Gomez-Valero1,2 and Carmen Buchrieser1,2* Maria Loza-Correa1,2, Laura Gomez-Valero1,2 and Carmen Buchrieser1,2* 1 Institut Pasteur, Unité de Biologie des Bactéries Intracellulaires, Paris, France
2 CNRS URA 2171, Paris, France 1 Institut Pasteur, Unité de Biologie des Bactéries Intracellulaires, Paris, France
2 CNRS URA 2171, Paris, France Circadian clock genes are vital features of eukaryotes that have evolved such that organisms
can adapt to our planet’s rotation in order to anticipate the coming day or night as well as
unfavorable seasons. This circadian clock uses oscillation as a timekeeping element. However,
circadian clock mechanisms exist also in prokaryotes. The circadian clock of Cyanobacteria is
well studied. It is regulated by a cluster of three genes: kaiA, kaiB, and kaiC. In this review,
we will discuss the circadian system in cyanobacteria, and provide an overview and updated
phylogenetic analysis of prokaryotic organisms that contain the main circadian genes. It is
evident that the evolution of the kai genes has been influenced by lateral transfers but further
and deeper studies are needed to get an in depth understanding of the exact evolutionary
history of these genes. Interestingly, Legionella pneumophila an environmental bacterium
and opportunistic human pathogen that parasitizes protozoa in fresh water environments also
contains kaiB and kaiC, but their functions are not known. All of the residues described for
the biochemical functions of the main pacemaker KaiC in Synechococcus elongatus are also
conserved in the L. pneumophila KaiC protein. *Correspondence: *Correspondence:
Carmen Buchrieser, Biology of
Intracellular Bacteria, Institut Pasteur,
25, rue du Dr. Roux, 75724 Paris Cedex
15, France. Carmen Buchrieser, Biology of
Intracellular Bacteria, Institut Pasteur,
25, rue du Dr. Roux, 75724 Paris Cedex
15, France. e-mail: carmen.buchrieser@pasteur.fr Keywords: circadian clock genes, Legionella, archea, proteobacteria, cyanobacteria, evolution Review Article published: 06 December 2010
doi: 10.3389/fmicb.2010.00130 Edited by: Elizabeth L. Hartland, University of
Melbourne, Australia Reviewed by:
Elizabeth L. Hartland, University of
Melbourne, Australia
Antje Flieger, Robert Koch Institute,
Germany www.frontiersin.org Review Article
published: 06 December 2010
doi: 10.3389/fmicb.2010.00130 Introduction Cyanobacteria play an important role in the history of the Earth
as the primary producers of oxygen (Tomitani et al., 2006). Since
their appearance on Earth, they have evolved different strategies to
survive the harsh environmental conditions they have to face like UV
radiation, changes in temperature or changes in the redox state of the
atmosphere (Garcia-Pichel, 1998). Furthermore, cyanobacteria are
organisms that depend on the light/dark cycle, allowing oxygenic pho
tosynthesis to occur during the day, in the presence of sunlight, and
oxygen-sensitive nitrogen fixation during the dark period. Circadian
clock systems have evolved as important tools that have been pivotal
for their adaptation to a wide range of environmental conditions
where cellular functions are linked to photochemical processes. Surprisingly, L. pneumophila, an environmental bacterium para
sitizing aquatic protozoa, but also an important human pathogen
causing a severe pneumonia called Legionnaires’ disease, contains in
its genome genes encoding homologues of KaiB and KaiC (Cazalet
et al., 2004; Albert-Weissenberger et al., 2007). These genes are
conserved in the sequenced L. pneumophila genomes, but KaiC of
L. pneumophila strain Lens contains a frameshift at its N-terminus,
that truncates the first walker motif. In contrast, these genes do not
belong to the core genome of the genus Legionella, as Legionella
longbeachae, does not encode putative circadian clock proteins
(Cazalet et al., 2010) neither Legionella micdadei (unpublished) December 2010 | Volume 1 | Article 130 | 1 www.frontiersin.org Circadian clock genes in prokaryotes Loza-Correa et al. Table 1 | Distribution of KaiA, KaiB, and KaiC homologues in completely sequenced prokaryotic genomes. Family
Species with best KaiC-BLASTp hit
kaiA
kaiB
kaiC
Genera incertae sedis
Candidatus Methanoregula boonei
−
+
+
Archaeoglobaceae
Archaeoglobus profundus
−
−
+
Methanocaldococcaceae
Methanocaldococcus jannaschii
−
−
+
Methanopyraceae
Methanopyrus kandleri
−
−
+
Halobacteriaceae
Halalkalicoccus jeotgali
−
−
+
Thermofilaceae
Thermofilum pendens
−
−
+
Desulfurococcaceae
Thermosphaera aggregans
−
−
+
Thermococcaceae
Pyrococcus horikoshii
−
−
+
Synechococcaceae
Synechococcus elongatus
+
+
+
Oscillatoriaceae
Oscillatoria sp. +
+
+
Nostocaceae
Nodularia spumigena
+
+
+
Unclassified Cyanobacteria
Acaryochloris marina
+
+
+
Prochlorococcaceae
Prochlorococcus marinus
−
+
+
Bradyrhizobiaceae
Bradyrhizobium sp. In red Archea, in blue Proteobacteria, in green Cyanobacteria, in orange Bacteroidetes, and in gray other bacteria. (+) Indicates presences of the gene sequence; (−)
indicates absence of the gene sequence in the genome. Introduction BTAi1
−
+
+
Rhodospirillaceae
Rhodospirillum rubrum
−
+
+
Phyllobacteriaceae
Mesorhizobium opportunistum
−
+
+
Rhodobacteraceae
Rhodobacter sphaeroides
−
+
+
Chromatiaceae
Allochromatium vinosum
−
+
+
Ectothiorhodospiraceae
Halorhodospira halophila
−
+
+
Legionellaceae
Legionella pneumophila
−
+
+
Methylobacteriaceae
Methylobacterium populi
−
+
+
Geobacteraceae
Geobacter sp. −
+
+
Nannocystineae
Haliangium ochraceum
−
+
+
Desulfohalobiaceae
Desulfonatronospira thiodismutans
−
+
+
Xanthomonadaceae
Stenotrophomonas maltophilia
−
−
+
Myxococcaceae
Anaeromyxobacter dehalogenans
−
−
+
Aurantimonadaceae
Aurantimonas manganoxydans
−
−
+
Rhizobiaceae
Agrobacterium tumefaciens
−
−
+
Caulobacteraceae
Caulobacter segnis
−
−
+
Sphingomonadaceae
Sphingobium japonicum
−
−
+
Rhizobiaceae
Sinorhizobium medicae
−
−
+
Beijerinckiaceae
Methylocella silvestris
−
−
+
Hyphomicrobiaceae
Rhodomicrobium vannielii
−
−
+
Burkholderiales
Burkholderia sp. −
−
+
Comamonadaceae
Variovorax paradoxus
−
−
+
Oxalobacteraceae
Herbaspirillum seropedicae
−
−
+
Unclassified Epsilonproteobacteria
Nitratiruptor sp. −
−
+
Halomonadaceae
Chromohalobacter salexigens
−
−
+
Pseudomonadaceae
Pseudomonas putida
−
−
+
Desulfomicrobiaceae
Desulfomicrobium baculatum
−
−
+
Myxococcaceae
Myxococcus xanthus
−
−
+
Cystobacterineae
Stigmatella aurantiaca
−
−
+
Chlorobiaceae
Chloroherpeton thalassium
−
+
+
Cytophagaceae
Spirosoma linguale
−
+
+
Chitinophagaceae
Chitinophaga pinensis
−
+
+
Flavobacteriaceae
Flavobacterium johnsoniae
−
+
+
Chloroflexaceae
Roseiflexus castenholzii
−
+
+
Verrucomicrobia
Chthoniobacter flavus
−
+
+
Planctomycetaceae
Rhodopirellula baltica
−
−
+
Thermotogaceae
Thermotoga petrophila
−
−
+ | Distribution of KaiA, KaiB, and KaiC homologues in completely sequenced prokaryotic genomes. In red Archea, in blue Proteobacteria, in green Cyanobacteria, in orange Bacteroidetes, and in gray other bacteria. (+) Indicates presences of the gene sequence; (−)
indicates absence of the gene sequence in the genome. December 2010 | Volume 1 | Article 130 | 2 Frontiers in Microbiology | Cellular and Infection Microbiology Circadian clock genes in prokaryotes Loza-Correa et al. reported for the purple bacterium Rhodobacter sphaeroides (Min
et al., 2005). This proteobacterium displays circadian oscillations
under aerobic conditions. Rh. Sphaeroides contains the kaiB and
kaiC cyanobacterial homologous genes, but lacks the kaiA gene. One possible explanation of the absence of KaiA in Rh. sphaeroides
could be that KaiB and KaiC have evolved functions different from
those in cyanobacteria, and thus KaiA is not necessary anymore
(Min et al., 2005). So far, the work of Min et al. (2005) has been the
first report with evidence of a circadian rhythm in a proteobacte
rium. Circadian systems in Cyanobacteria The core element of the circadian system in the model organism
S. elongatus PCC 7942 (hereafter S. elongatus) is a cluster of three
tandemly located genes called: kaiA, kaiB, and kaiC that are essential
for circadian rhythm in Synechococcus. Among these genes, kaiB and
kaiC operate with the same promoter (Ishiura et al., 1998) and both
genes are conserved among many other prokaryotes including sev
eral archea (Dvornyk et al., 2003). In some cyanobacterial genomes
there are also paralogs of kaiB and kaiC at other loci (Dvornyk
et al., 2003; Aoki and Onai, 2009). For example, Synechocystis sp. strain PCC6803 contains one copy of kaiA but kaiB and kaiC are
present in triplicates in its genome, located in four different loci:
kaiABC, kaiC2B2, kaiB3, and kaiC3 (Aoki and Onai, 2009). In con
trast, kaiA is missing in many prokaryotic genomes that contain
kaiBC. However, it has been shown that the marine cyanobacterium
Prochlorococcus displays circadian cycles, despite the fact that it con
tains only the kaiB and kaiC genes but not kaiA, which has suffered
a stepwise deletion, together with significant genome streamlining
(Holtzendorff et al., 2008). Natural Prochlorococcus populations and
laboratory cultures are strongly synchronized by the alternation
of day and night, displaying 24-h rhythms in DNA replication. It
was shown that the KaiB and KaiC proteins fulfill their known bio
chemical functions and that a mechanism that is less robust than the
well-characterized KaiABC protein clock of Synechococcus may be
sufficient for biological timing suited to the very stable environment
where Prochlorococcus is found (Axmann et al., 2009). This finding
opens the possibility that other prokaryotes like proteobacteria or
archea that contain the kaiBC genes could also display an oscillator
machinery similar to the one in Prochlorococcus. It was believed
that the Kai proteins were ubiquitous among cyanobacteria, but an
“exception to the rule” was reported when the genome of Gloeobacter
violaceus PPC7421 was sequenced (Nakamura et al., 2003). This
cyanobacterium lacks the kaiABC genes as well as the sasA, cikA,
and pex genes, which are other major components of the clock
system (see below). So far it is not known if G. violaceus displays
circadian rhythmicity, possibly through another, not yet identi
fied system, or not. However, this organism also shows ancestral
characteristics for oxygenic photosynthesis and lacks thylakoids
(Nakamura et al., 2003) characteristics reflecting its phylogenetic
distance to other cyanobacteria. Circadian systems in Cyanobacteria Elucidation of the circadian clock behavior in purple bacteria
as well as efforts to understand a possible circadian system in other
non-photosynthetic proteobacteria may also help to get a better
understanding on its evolution and origin(s). In a first approach to
better understand the distribution and evolution of the circadian
clock core genes, we have undertaken a search for the presence of
kaiC genes in all completely sequenced prokaryotic and archeal
genomes available in the NCBI database (http://www.ncbi.nlm. nih.gov/sutils/genom_table.cgi). To search for KaiC proteins we
used the S. elongatus KaiC amino acid sequence as seed sequence
and Blastp similarity searches. All hits covering at least 80% of the
length of the S. elongatus KaiC protein sequence with a minimum
e-value of e−5 were taken into account. Finally, the sequence show
ing the best hit with S. elongatus KaiC of each family of bacteria or
archea, containing KaiC was chosen as representative for further
analysis. In total 53 sequences belonging each to different species
were retained (Table 1). To date (September 2010) the number
of complete microbial genome sequences available in the NCBI
database has increased to 1408 (1332 bacteria and 76 archea)
allowing to identify additional organisms containing kai genes in
their genome. Dvornyk et al. (2003) reported the presence of kai
genes in four groups of organisms: Cyanobacteria, Proteobacteria,
Archea, and Chloroflexi. The list of organisms has now increased
in each of these groups (Table 1) and in addition we identified kai
genes in the phylum Bacteroidetes. Furthermore, we have found
independent cases of occurrence of the kai genes in different
families of organisms that we named “other bacteria,” which com
prise Chlamydiae, Planctomycetes, and Acidobacteria (Table 1). Interestingly, only Cyanobacteria (except Prochlorococcus sp.)
encode KaiA in their genomes, but none of the other prokaryo
tes sequenced to date contain KaiA, even when they encode
KaiB and KaiC or KaiC alone. KaiB sequences are present in all
cyanobacteria sequenced and Bacteroidetes, but only in some
proteobacteria. KaiB is present in some taxa belonging to the
α-proteobacteria, γ-proteobacteria, and δ-proteobacteria, but not
in β- or ε- proteobacteria listed in Table 1. This irregularity in
the occurrence of circadian clock proteins in proteobacteria has
also been described by Dvornyk et al. (2003). Here we report an
interesting, new example, the family Legionellaceae. As stated
above only L. Introduction Rhythmic oscillations have also been reported in an other
purple bacteria, Rhodospirillum rubrum (Van Praag et al., 2000),
however it remains unknown if the gene expression in this organism
is rhythmically controlled or not and whether the cyanobacterial
homologs of kaiB and kaiC are involved. nor Legionella drancourtii. Intrigued by the identification of these
proteins in L. pneumophila, we investigated the circadian clock
genes in prokaryotes further. Here we provide an updated overview
of prokaryotic organisms whose genome contains kai genes and
analyze their evolutionary history. We then discuss what is known
about the biochemistry of the Kai proteins and their roles reported
for cyanobacteria and conclude with hypothesis of the role they
could play in L. pneumophila. Circadian systems in Cyanobacteria pneumophila strains contain both, genes encoding
homologues of KaiC and KaiB but none of the other Legionella
species of which the genome sequence is known. Thus, L. pneu
mophila is the first bacterial human pathogen reported to contain www.frontiersin.org Input pathway and its components The input pathway of the circadian clock transmits signals from
the environment to entrain the oscillator. The signals that can be
sensed are usually light and temperature. For example, the circa
dian clock of S. elongatus can be reset by signals such as light and
dark pulses (Schmitz et al., 2000) or pulses of high kaiC expression
levels (Ishiura et al., 1998). The main components of the input
pathway in S. elongatus are CikA (circadian input kinase) that
sense the cellular redox state and environmental light intensity Figure 1 | Schema of the molecular mechanisms of the circadian clock in
S. elongatus. The input pathway responds to the environmental signals like light
and temperature to entrain the circadian oscillator. Both CikA and LdpA can
sense changes in the redox state of the cell. CikA interacts with quinones
through its pseudo receiver domain. The components of the input pathway
influence the phosphorylation state of the KaiC hexameric complex. The KaiA
homodimer complex binds to KaiC and stimulates its phosphorylation. KaiC is
first autophosphorylated at the T432 conserved residue and reaches the highest
phosphorylation state when on each KaiC monomer the T321 and S431 residues
are phosphorylated. Then KaiB tetramers bind to the KaiC complex and also
SasA binds to the complex to transmit the signals downstream and to shift the
global gene expression, regulate metabolic functions and regulate chromosomal
compaction. The circadian cycle will have transcriptional–translational feedback
from the global gene expression increasing its robustness. Finally the
dephosphorylation state starts and in the early phase KaiC monomer shuffling
occurs that might help to synchronize the clock with the environmental cues. The KaiC hexameric complex first loses the phosphorylation on the T432 and
then in the S431 before the cycle starts again. Figure 1 | Schema of the molecular mechanisms of the circadian clock in
S. elongatus. The input pathway responds to the environmental signals like light
and temperature to entrain the circadian oscillator. Both CikA and LdpA can
sense changes in the redox state of the cell. CikA interacts with quinones
through its pseudo receiver domain. The components of the input pathway
influence the phosphorylation state of the KaiC hexameric complex. The KaiA
homodimer complex binds to KaiC and stimulates its phosphorylation. KaiC is
first autophosphorylated at the T432 conserved residue and reaches the highest
phosphorylation state when on each KaiC monomer the T321 and S431 residues are phosphorylated. Circadian systems in proteobacteria Although cyanobacteria have become a major model system for
analyzing clock phenomena in prokaryotes, efforts have been
undertaken to get insight into the possible circadian rhythms of
other prokaryotes. Indeed, recently a circadian oscillator has been December 2010 | Volume 1 | Article 130 | 3 www.frontiersin.org Circadian clock genes in prokaryotes Loza-Correa et al. downstream biochemical processes. In the output pathway, the key
players in S. elongatus are SasA (Iwasaki et al., 2000), RpaA (Takai
et al., 2006), and LabA (Taniguchi et al., 2007) (Figure 1). the circadian genes (kaiBC). It will be an interesting question to
answer whether they are involved in virulence and intracellular
survival and replication of L. pneumophila or if they enhance its
fitness in the environment. In bacteria, the Kai proteins constitute the core for the circadian
system, but they do not have homologues in the genomes of mam
mals, insects or fungi. However, both prokaryotic and eukaryotic
circadian systems show autoregulatory features that involve a nega
tive feedback loop in which the clock genes encode proteins that
repress their own transcription (Ishiura et al., 1998; Glossop et al.,
1999; Cheng et al., 2001). Understanding the biochemistry of the circadian
clock components: the example S. elongatus Many different groups have been investigating the biological clock
machinery of the cyanobacterial model S. elongatus PCC 7942 to get
major insight into the mechanisms and the role of this system. In
general, this circadian system shares three major components: (1)
a central oscillator generating the fundamental rhythm of approxi
mately 24 h; in S. elongatus the oscillator core consists of the KaiA,
KaiB, and KaiC proteins (Ishiura et al., 1998); (2) an input pathway
conveying environmental signals to the oscillator and modifying
the oscillation to synchronize it precisely with the daily cycle. In S. elongatus the proteins CikA, LdpA, and Pex are key components
for this input pathway (Kutsuna et al., 1998; Schmitz et al., 2000;
Katayama et al., 2003; Ivleva et al., 2006); (3) an output pathway
that relays temporal information from the oscillator to a variety of Input pathway and its components Then KaiB tetramers bind to the KaiC complex and also
SasA binds to the complex to transmit the signals downstream and to shift the
global gene expression, regulate metabolic functions and regulate chromosomal
compaction. The circadian cycle will have transcriptional–translational feedback
from the global gene expression increasing its robustness. Finally the
dephosphorylation state starts and in the early phase KaiC monomer shuffling
occurs that might help to synchronize the clock with the environmental cues. The KaiC hexameric complex first loses the phosphorylation on the T432 and
then in the S431 before the cycle starts again. Figure 1 | Schema of the molecular mechanisms of the circadian clock in chema of the molecular mechanisms of the circadian clock in Figure 1 | Schema of the molecular mechanisms of the circadian clock in
S. elongatus. The input pathway responds to the environmental signals like light
and temperature to entrain the circadian oscillator. Both CikA and LdpA can
sense changes in the redox state of the cell. CikA interacts with quinones
through its pseudo receiver domain. The components of the input pathway
influence the phosphorylation state of the KaiC hexameric complex. The KaiA
homodimer complex binds to KaiC and stimulates its phosphorylation. KaiC is
first autophosphorylated at the T432 conserved residue and reaches the highest
phosphorylation state when on each KaiC monomer the T321 and S431 residues December 2010 | Volume 1 | Article 130 | 4 Frontiers in Microbiology | Cellular and Infection Microbiology Loza-Correa et al. Circadian clock genes in prokaryotes KaiA forms a homodimer that interacts directly with hexamers
of KaiC by binding at the C-terminal tail (Kim et al., 2008). This
interaction stimulates its phosphorylation and inhibits dephospho
rylation steps whereas tetramers of KaiB antagonize the effects of
KaiA (Xu et al., 2003). In the in vitro system, Kai protein complexes
assemble and disassemble dynamically over the KaiC phosphoryla
tion cycle (Kageyama et al., 2006; Mori et al., 2007). In the initial
step hexamers of KaiC are in unphosphorylated form. It associates
with KaiA and subsequently KaiC autophosphorylates at residue
T432 and then the double phosphorylated forms of KaiC appear
(T432-S431-KaiC). This is the highest level of phosphorylation,
KaiB binds to KaiC and when the KaiABC complex predominates
the dephosphorylation phase starts. Input pathway and its components In the early phase of dephos
phorylation “monomer shuffling” occurs among the KaiC hexam
ers probably helping to synchronize KaiC with the environmental
cues (Ito et al., 2007). Finally, KaiC appears monophosphorylated
at residue S431, dissociates from KaiB and the cycle starts a new
(Nishiwaki et al., 2004, 2007; Rust et al., 2007) (Figure 1). Recently
a third phosphorylation site, a threonine residue at position 42,
has been reported to also be important to maintain rhythmicity
(Xu et al., 2009). The phosphorylation state of the oscillator has
been proposed as the pacemaker of the circadian clock, but there
is evidence that circadian gene expression persists also when the
phosphorylation cycle is disrupted (Kitayama et al., 2008). (Ivleva et al., 2006) and LdpA (light-dependent period) that is
also sensitive to the redox state of the cell. CikA senses light and
dark from the environment through the direct interaction with
quinone molecules whose redox state depends on light and the
metabolic redox state of the bacteria (Ivleva et al., 2006). CikA
has a GAF domain, histidine protein kinase (HPK) and a pseudo
receiver domain (PsR) necessary for quinone sensitivity (Mutsuda
et al., 2003; Ivleva et al., 2006). (Ivleva et al., 2006) and LdpA (light-dependent period) that is
also sensitive to the redox state of the cell. CikA senses light and
dark from the environment through the direct interaction with
quinone molecules whose redox state depends on light and the
metabolic redox state of the bacteria (Ivleva et al., 2006). CikA
has a GAF domain, histidine protein kinase (HPK) and a pseudo
receiver domain (PsR) necessary for quinone sensitivity (Mutsuda
et al., 2003; Ivleva et al., 2006). Co-purification assays showed that in addition to the Kai pro
teins CikA and LdpA form part of the periodosome (the heterom
ultimeric complex necessary to sustain circadian rhythms; Golden,
2004) together with a protein of the output pathway named SasA
(Ivleva et al., 2005). LdpA entrains the clock with the intensity of
the light through sensing the changes in electron transport and
molecules like O2 or reactive oxygen species (Ivleva et al., 2005). The LdpA protein contains an HcyB domain and two specific,
conserved terminal domains and belongs to the ferredoxin family
of proteins (Katayama et al., 2003). cikA mutants are defective in
the ability to reset the phase of the rhythm after a dark pulse and
affect phosphorylation of KaiC (Ivleva et al., 2006). Output pathway and its components Phosphorylation phase and ATPase activity levels of the oscil
lator complex determine the information transmitted to the
downstream transcriptional regulatory system (Nishiwaki et al.,
2004; Dong et al., 2010). This regulatory system is constituted of
the SasA (Synechococcus adaptive sensor A)-RpaA (regulator of
phycobilisome-associated) two-component system (Takai et al.,
2006). The HPK SasA forms a complex with KaiC by binding
KaiC through its KaiB-like sensory domain (Iwasaki et al., 2000)
leading to autophosphorylation and the transfer of a phosphate
to the DNA binding response regulator RpaA (Takai et al., 2006). Both, SasA autophosphorylation and the SasA-to-RpaA phospho
transfer are modulated according to the KaiC phosphorylation
state. Consequently the target genes of RpaA can be activated or
repressed in a circadian manner. Thus the KaiC-SasA-RpaA inter
action is so far the major positive pathway known to regulate the
circadian shift in gene expression (Takai et al., 2006). Mutants
in sasA grow slowly in comparison to the wild type bacteria in a
light/dark cycle (Iwasaki et al., 2000) and produce unstable short
periods of transcription rhythms (Takai et al., 2006). Null mutants
of rpaA show arrhythmia under continues light conditions (Takai
et al., 2006). Input pathway and its components In contrast
ldpA mutants show a conditional alteration in the circadian period
as compared to the wild type due to an insensitivity to light gradi
ent that normally modulates the circadian period resulting in a
lengthening of the period at low light intensities. Thus the LdpA
protein seems to modulate the circadian clock as an indirect func
tion of light intensity by sensing changes in cellular physiology
(Katayama et al., 2003). Another protein involved in the input
pathway is Pex (period-extender) a transcriptional repressor of
KaiA (Kutsuna et al., 1998). Constitutive expression of pex leads
to a prolongation of the circadian period to 28 h. In contrast cells
lacking pex, show a 1-h shorter circadian period due to the increase
of KaiA that leads to a faster phosphorylation of KaiC (Kutsuna
et al., 1998). www.frontiersin.org The Kai core proteins KaiC is the central oscillatory protein. Its primary sequence con
tains a double KaiC domain (CI and CII) and each domain con
tains a Walker motif that can bind ATP (Nishiwaki et al., 2000). KaiC belongs to the RecA/DnaB protein superfamily. Although
the members of this family have the ability to bind DNA, KaiC
lacks a DNA binding motif and does not show affinity for single
or double stranded DNA. However, KaiC can bind forked DNA
(Mori et al., 2002). KaiC is the only of the three proteins with
enzymatic activity. It was reported to function as kinase, auto
phosphorylase, and ATPase (Nishiwaki et al., 2007; Terauchi et al.,
2007) and that its activity is modulated through the interaction
with KaiA and KaiB (Iwasaki et al., 2002; Kitayama et al., 2003). Indeed, self-sustainable oscillation of KaiC phosphorylation could
be reconstituted in vitro by incubating KaiC with KaiA, KaiB, and
adenosine triphosphate. The period of the in vitro oscillation
was stable despite temperature change, and the circadian periods
observed in vivo in KaiC mutant strains were consistent with those
measured in vitro (Nakajima et al., 2005). The KaiC phosphor
ylation state persists in absence of transcriptional feedback and
protein synthesis (Tomita et al., 2005), however the transcription
and translation feedback increases the robustness of the circadian
clock system (see Johnson et al., 2008). An alternative output pathway by which the circadian clock
modulates circadian gene expression is LabA (low-amplitude and
bright). LabA is needed for negative feedback regulation of KaiC
(Taniguchi et al., 2007). Mutants in labA increase the levels of circa
dian gene expression due to the high levels of non-regulated-KaiC
resulting in a low amplitude phenotype. In contrast, labA overex
pression results in low circadian gene expression (Taniguchi et al.,
2007). Furthermore, it has been suggested that the LabA pathway is
implicated in chromosomal compaction (Woelfle et al., 2007). Both
pathways LabA and SasA work in parallel to regulate the expression December 2010 | Volume 1 | Article 130 | 5 www.frontiersin.org Circadian clock genes in prokaryotes Loza-Correa et al. restricted to the dark period. In addition, DNA replication also
remains constant during the circadian cycle suggesting that the
most evident target is cytokinesis (Mori et al., 1996; Mori, 2009;
Dong et al., 2010). The Kai core proteins Much knowledge to better understand the
biological significance of the circadian clock gating different cell
functions has been gained in the last years, but further studies
are needed to complete our understanding of the impact of the
prokaryotic circadian clock on the global physiology of the cell
and research should be expanded on putative circadian clocks of
other prokaryotes. of kaiBC in S. elongates. RpaA is situated downstream in this cascade
to generate the robust modulation of circadian gene expression
(Kondo, 2007) (Figure 1). Adaptations to changes in the intensities of lighti One of the first physiological evidence that suggested the pres
ence of circadian clock mechanisms in cyanobacteria was the
observation that nitrogen fixation onset occurs in a rhythmic way
(Grobbelaar et al., 1986). Apart from photosynthesis and nitro
gen fixation, circadian clocks regulate amino acid uptake (Chen
et al., 1991), cell division (Sweeney and Borgese, 1989; Mori et al.,
1996), global patterns of gene expression (Liu et al., 1995), and
topological chromosomal compaction (Smith and Williams, 2006). Circadian expression in S. elongatus was shown to be pervasive
using bioluminescence to monitor the promoter activity of many
different genes. Liu et al. (1995) reported that no special set of
genes controlled by the circadian clock exists, but that many of
these genes probably are regulated by cis- and trans-acting regula
tory factors that can incorporate non-specific circadian control
and circadian regulation from components in the downstream
circadian output pathway. Many mechanisms that impact the functioning of the cell and
how they make the circadian clock work, remain to be discovered
and deciphered, but new parts in the puzzle are added constantly. For example it was known for many years that the circadian clock
gates the cell cycle process but the mechanisms that allow this phe
nomenon were unknown (Mori et al., 1996; Mori and Johnson,
2000). However, very recently Dong et al. (2010) reported that the
circadian clock has a checkpoint on cell division that can inhibit
cytokinesis at specific points of the circadian cycle. Normally,
the “gate” is open so cell division can happen independently of
the circadian clock (Mori et al., 1996; Mori, 2009), but the gate
closes when high levels of KaiC ATPase activity are present. Then,
the signal downstream is transmitted through the SasA-RpaA
pathway and it results in the inhibition of the midcell FtsZ ring
assembly, blocking cell division until the levels of ATPase activ
ity decrease (Dong et al., 2010). The biological implication of
the circadian checkpoint in cell division may impact in different
ways by protecting other cellular functions that can be damaged
as result of cell division in vulnerable conditions (Dong et al.,
2010). It is important to notice that in S. elongatus the gate occurs
with the onset of darkness when oxidative stress and UV dam
age would be lower than during the day, but cell division is not Functional impact of the circadian cycle on the
prokaryotic cell Many efforts have been undertaken to decipher the biochemical
basis of the oscillatory machinery and the pathways it controls. However, most approaches have been based on genetics, as it is
not easy to predict and model the biochemical processes for such
a complex mechanism. Thus, mainly mutants that target a compo
nent gene of the clock machinery have been analyzed to infer their
possible roles and their involvement in the circadian clock. Most of
the knowledge about the cellular processes that the circadian clock
gates comes from alterations in such cellular functional pathways as
result of the mutation of one clock component or by determining
the rhythmicity of cellular processes. Conservation of motifs and residues in the KaiC protein of
prokaryotes Considering that the biochemistry of the KaiC protein depends
on conserved motifs (Walker motifs) for its activity as ATPase and
some conserved residues for its autokinase activity, we searched
for the presence of these motifs in other prokaryotic organisms,
and specifically in L. pneumophila. We selected those prokaryotes
that contained both, kaiB and kaiC sequences including L. pneu
mophila KaiC (Table 1) and aligned the protein sequence using
the program ClustalX v.2.0.12 (Larkin et al., 2007) (Figure 2). Interestingly, all prokaryotic KaiC sequences aligned contained
a well conserved Walker motif (GxxxxGK(T/S)) in the first KaiC
domain (Figure 2). It has been reported that in bacteria the KaiC
proteins usually contain a double KaiC domain but in some archea
shorter KaiC sequences containing only a single domain can occur
(Dvornyk et al., 2003), as also shown in Figure 2. Those organisms
that have both KaiC domains show also a well conserved second
Walker motif, but L. pneumophila and Flavobacterium johnsoniae
exhibit a variant in the motif (GxxxxAK(T/S)). Furthermore, in
most of the KaiC protein sequences, the potential N-terminal
phosphorylation sites are well conserved (T426, S431, and T432
in S. elongatus). However, the T426 residue is also missing in
F. johnsoniae and three δ-proteobacteria (Figure 2). The S431
phosphorylation residue is not conserved in Allochromatium vino
sum and the T432 residue is replaced by an S residue in L. pneu
mophila, and others like Geobacter sp., Rhodobacter sphaeroides,
and Spirosoma linguale but that it may still be a phosphorylation
target residue (Figure 2). Frontiers in Microbiology | Cellular and Infection Microbiology Evolution of the circadian oscillator proteins in
organisms containing KaiABC systems vs KaiBC
systems An example of the kaiBC system is the circadian-
like rhythm present in the purple bacterium Rh. sphaeroides (Min
et al., 2005). and the few differences involved only the positions of bacteria
not belonging to any of the main taxonomic groups (classified
as “Others” in Figure 3). Phylogenetic analysis of the KaiC sequences, gave also very
similar topologies with both methods although not identical. The
main difference was that in the likelihood tree (Figure 3), the clade
containing Legionella, some Proteobacteria and Bacteroidetes
grouped together with the clade containing among others
Cyanobacteria, however in the distance tree the mentioned clade
grouped with the rest of proteobacteria. Whereas in the likeli
hood tree the grouping node was supported by a bootstrap value
of 79, there was no bootstrap value supporting this node in the
distance tree. Thus we refer in our analysis to the likelihood tree
shown in Figure 3. Although, circadian systems might also be present in other
prokaryotes, the kai sequences in these prokaryotes might also
have evolved functional divergence/convergence at least in those
prokaryotes that do not show signs of lateral transfer. To get fur
ther insight into the evolution of the KaiC proteins we have under
taken an updated phylogenetic analysis of the KaiC sequence of
all organisms listed in Table 1. In order to have a phylogenetic
marker allowing to infer possible horizontal gene transfer, we
also retrieved the RpoB sequence for the selected organisms from
the NCBI database. As expected the phylogeny based on RpoB
allowed good phylogenetic resolution comparable to the one
obtained with the 16S rRNA. However, the advantage is, that rpoB
is a single copy gene and thus no intra-genomic heterogeneity
among copies as seen for the 16S rRNA is present. Both groups
of sequences were aligned using the program ClustalX v.2.0.9
(Larkin et al., 2007). The best evolutionary model was selected
using Prottest (Abascal et al., 2005). Using the best model accord
ing to AIC criterion, phylogenetic trees were constructed using
both a distance method (Neighbor-joining) and likelihood with
300 replicates of bootstrap. Distance methods were run using
MEGA4 (Tamura et al., 2007) with the option “Pairwise deletion”
in the case of RpoB and the likelihood tree was obtained by using
Phyml (Guindon et al., 2005). Evolution of the circadian oscillator proteins in
organisms containing KaiABC systems vs KaiBC
systems In S. elongates, mutations in any of the kai genes lead to arrhyth
mic patterns of the luciferase gene driven by different promoters
(Ishiura et al., 1998). However, circadian clock systems exist also
in organisms that do not have the kaiA gene like P. marinus and
Rh. sphaeroides. With respect to the evolutionary analysis of the
circadian components in cyanobacteria it was logical to infer that
in cyanobacteria more than one circadian system might exist. First
evidence came from the finding that some cyanobacteria lack the
kaiA gene (Dvornyk et al., 2003), one of the three circadian core
proteins in S. elongatus PCC7942 (Ishiura et al., 1998) but still
have circadian rhythms. Based on these observations, Dvornyk
and colleagues proposed that different circadian systems might
exist in bacteria. The kaiABC system that has been extensively
studied in S. elongatus PCC7942, and the kaiBC system that evolved Frontiers in Microbiology | Cellular and Infection Microbiology December 2010 | Volume 1 | Article 130 | 6 Circadian clock genes in prokaryotes Loza-Correa et al. Figure 2 | Alignment of the KaiC sequences from prokaryotes containing both kaiB and kaiC sequences in their genome. Walker motifs and
phosphorylation residues are indicated. The numbers below indicate the amino acid position with respect to the full protein sequence. Parentheses below the
alignment indicate the location of each motif or residue: CI (first KaiC domain), CII (second KaiC domain), and N-End (N-terminus of the protein). Figure 2 | Alignment of the KaiC sequences from prokaryotes containing both kaiB and kaiC sequences in their genome. Walker motifs and
phosphorylation residues are indicated. The numbers below indicate the amino acid position with respect to the full protein sequence. Parentheses below the
alignment indicate the location of each motif or residue: CI (first KaiC domain), CII (second KaiC domain), and N-End (N-terminus of the protein). Figure 2 | Alignment of the KaiC sequences from prokaryotes containing both kaiB and kaiC sequences in their genome. Walker motifs and
phosphorylation residues are indicated. The numbers below indicate the amino acid position with respect to the full protein sequence. Parentheses below the
alignment indicate the location of each motif or residue: CI (first KaiC domain), CII (second KaiC domain), and N-End (N-terminus of the protein). probably from the kaiABC through the loss of kaiA and other
components of the input or output circadian pathways like cikA
(Baca et al., 2010). www.frontiersin.org Evolution of the circadian oscillator proteins in
organisms containing KaiABC systems vs KaiBC
systems As shown in Figure 3, the RpoB
tree allowed to clearly separate the different taxonomic groups
and was supported by high bootstrap values in both, distance
and likelihood trees. Both methods gave very similar topologies Interestingly, the organisms containing both the kaiB and kaiC
genes grouped in two main clades: one containing cyanobacteria
and some α-Proteobacteria and a second clade containing two
subclades of Proteobacteria and Bacteroidetes. In contrast, most
of the organisms that do not contain the kaiB gene sequence form
another clade. Thus our phylogenetic analysis grouped organisms
containing the putative KaiABC or KaiBC systems in prokaryotes
in a coherent way (Figure 4). Although the KaiC tree groups the
main taxonomical groups (Cyanobacteria, and Proteobacteria) in
separated clades, numerous non-correspondences with respect
to the RpoB tree topology are indicating possible multiple hori
zontal transfer events in the evolution of this gene as previously
suggested (Dvornyk et al., 2003). Some clear evidence of horizon
tal transfer events well supported are the ones from proteobacte
ria to the archea Halalkalicoccus jeotgali or from proteobacteria
to the Ktedonobacteria Ktedonobacter racemifer. In contrast for
L. pneumophila we cannot infer clear evidence of horizontal gene December 2010 | Volume 1 | Article 130 | 7 www.frontiersin.org Circadian clock genes in prokaryotes Loza-Correa et al. Figure 3 | Phylogenetic tree of rpoB and kaiC sequences of prokaryotes containing kaiB and kaiC in their genome. (A) RpoB amino acid sequence tree
obtained by the neighbor-joining method. (B) KaiC amino acid sequences obtained by the likelihood method. The bootstrap values presented at corresponding nodes
were obtained from 300 replicates. Values under 50 are not indicated. transfer since Legionella is grouping with other Proteobacteria
in the same clade. However the fact that this clade groups with
Cyanobacteria and less with other proteobacteria may indicate
either a lack of phylogenetic resolution of this gene or a differe
origin for KaiC in different Proteobacteria resulting from horizon
transfer or convergent evolution. of rpoB and kaiC sequences of prokaryotes containing kaiB and kaiC in their genome. (A) RpoB amino acid sequence tree
method. (B) KaiC amino acid sequences obtained by the likelihood method. The bootstrap values presented at corresponding nodes
es. Values under 50 are not indicated. Figure 3 | Phylogenetic tree of rpoB and kaiC sequences of prokaryotes containing kaiB and kaiC in their genome. (A) RpoB amino acid sequence tree
obtained by the neighbor-joining method. Evolution of the circadian oscillator proteins in
organisms containing KaiABC systems vs KaiBC
systems (B) KaiC amino acid sequences obtained by the likelihood method. The bootstrap values presented at corresponding nodes
were obtained from 300 replicates. Values under 50 are not indicated. transfer since Legionella is grouping with other Proteobacteria
in the same clade. However the fact that this clade groups with
Cyanobacteria and less with other proteobacteria may indicate either a lack of phylogenetic resolution of this gene or a different
origin for KaiC in different Proteobacteria resulting from horizontal
transfer or convergent evolution. December 2010 | Volume 1 | Article 130 | 8 Frontiers in Microbiology | Cellular and Infection Microbiology Circadian clock genes in prokaryotes Loza-Correa et al. Figure 4 | Maximum likelihood unrooted KaiC amino acid sequence tree. Organisms containing both kaiB and kaiC systems are grouped in two main clades:
Cyanobacteria and α-Proteobacteria (green), and Proteobacteria and Bacteroidetes (pink). In these groups some organisms that do not belong to the main
phylogenetic group are present. This grouping indicates potential events of lateral gene transfer. Figure 4 | Maximum likelihood unrooted KaiC amino acid sequence tree. Organisms containing both kaiB and kaiC systems are grouped in two main clades:
Cyanobacteria and α-Proteobacteria (green), and Proteobacteria and Bacteroidetes (pink). In these groups some organisms that do not belong to the main
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ease. PLoS Genet. 6, e1000851. doi:
10.1371/journal.pgen.1000851. Acknowledgments
h
k
d fi This work received financial support from the Institut Pasteur and
the Centre National de la Recherche (CNRS). Maria Loza-Correa is
holder of a fellowship from the Ministère délégué à l’enseignement
supérieur et à la recherche (France) and Laura Gomez-Valero is
holder of a postdoctoral fellowship from the Fondation pour la
Recherche Médicale (FRM). Johnson, C. H., Egli, M., and Stewart, P. L.
(2008). Structural insights into a circa-
dian oscillator. Science 322, 697–701. mophila genome for exploitation of
host cell functions and high genome
plasticity. Nat. Genet. 36, 1165–1173. Conclusions in response to changing environments. The massive acquisition
of genome sequence of the most diverse organisms in the last
years has now identified many additional prokaryotic and archeal
genomes that contain homologues of kai genes. Although the
model circadian clock is composed of the kaiABC genes, only some
cyanobacteria encode KaiA, which is also not present in the rest of
the prokaryotes containing the kaiB and/or kaiC genes. However,
recently it was shown that the cyanobacterium Prochlorococcus sp. Circadian rhythms are daily cycles of metabolic activity, gene
expression, and other biological processes that are regulated by self-
sustained intracellular oscillators. Cyanobacteria are among the
oldest organisms on earth and they are very successful in ecological
plasticity and adaptability. Cyanobacteria were the first prokaryo
tes reported to have the circadian clock regulated by three genes,
kaiA, kaiB, and kaiC allowing adaptation and enhancing fitness December 2010 | Volume 1 | Article 130 | 9 www.frontiersin.org Circadian clock genes in prokaryotes Loza-Correa et al. strain MED4 lacking kaiA displays the same biochemical func-
tions than those from S. elongatus, having a KaiABC system. It
might be expected that an evolutive adjustment of mechanistical
features of the cyclic process occurred due to the absence of kaiA. Indeed Axmann et al. (2009) have shown that there is a differ-
ence in the effect that KaiB exerts on KaiC dephosphorylation in
Prochlorococcus sp. strain MED4. Thus, also in other bacteria tim-
ing mechanism might exist that are regulated by the kaiBC system. It will be challenging to investigate the function of the diverse Kai
homologues present in prokaryotes and archea. We are particularly
interested in the KaiBC proteins encoded by L. pneumophila an
environmental organism that also inhabits natural fresh waters like
cyanobacteria. Thus L. pneumophila is also exposed to a series of
photochemical reactions in water that could lead to the produc-
tion of reactive oxygen species. Furthermore, L. pneumophila is an
intracellular pathogen that parasitizes fresh water protozoa and that can also infect human alveolar macrophages causing a sever
pneumonia. L. pneumophila has thus also evolved mechanisms
to evade the host defense and the kaiBC proteins might influ-
ence the adaptation capabilities and enhancing fitness of L. pneu-
mophila in these hostile conditions. Further studies will provide
new knowledge and a better understanding of the function of the
circadian clock proteins and their evolution in bacteria different
from cyanobacteria. References Cazalet, C., Gomez-Valero, L., Rusniok,
C., Lomma, M., Dervins-Ravault, D., Kitayama, Y., Nishiwaki, T., Terauchi, K.,
and Kondo, T. (2008). Dual KaiC-
based oscillations constitute the cir-
cadian system of cyanobacteria. Genes
Dev. 22, 1513–1521. Glossop, N. R., Lyons, L. C., and Hardin, P. E. (1999). Interlocked feedback loops
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Valero and Buchrieser. This is an open-
access article subject to an exclusive
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and the Frontiers Research Foundation,
which permits unrestricted use, distribu
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ity of uptake hydrogenase in the December 2010 | Volume 1 | Article 130 | 11 www.frontiersin.org www.frontiersin.org
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Izkušnje žensk ob nenačrtovanem porodu zunaj porodnišnice
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Izvirni znanstveni članek/Original scientific article Izvirni znanstveni članek/Original scientific article IZVLEČEK IZVLEČEK
Uvod: Porodi zunaj porodnišnice so v Sloveniji redkost. Nekaj teh porodov se zgodi tudi v Zgornjem Posočju,
ki je posebno zaradi svojega geografskega položaja in časovne oddaljenosti do najbližje porodnišnice. Cilj
raziskave je bil pridobiti poglobljen vpogled v doživljajski svet porodnic, ki so nenačrtovan porod zunaj
porodnišnice izkusile, in zaznati oceno kakovosti ponujene obporodne skrbi skozi občuteno zadovoljstvo. Metode: Raziskava je temeljila na kvalitativni metodologiji. V namenski vzorec je bilo vključenih 10 porodnic,
ki so rodile med letoma 2004 in 2014. Podatki so bili pridobljeni s pomočjo delno strukturiranih intervjujev
v juniju 2014 in analizirani z metodo analize besedila. Rezultati: Z metodo analize besedila je bilo identificiranih pet tem, in sicer (1) proces rojevanja – rituali, prakse
in doživljanja, (2) podoživljanje poroda, (3) v žensko osredotočena skrb, (4) zaznana stopnja zadovoljstva z
institucionalno obravnavo in (5) zaznavanje poroda med nosečnostjo – želje in pričakovanja. Diskusija in zaključek: Ugotovitve nakazujejo, da so med porodom v ospredju ljudje, ki so ob porodnici,
in njihov odnos do nje. Čeprav se porodnice takrat morda res ne zavedajo vseh morebitnih tveganj, se tega
zavedajo zdravstveni delavci ob njej. Vključene v raziskavo so svojo porodno izkušnjo izkusile kot pozitivno in
obenem izrazile zadovoljstvo do obporodne zdravstvene oskrbe. Nadaljnje raziskovanje bi moralo vključevati
vidik zdravstvenih delavcev. Ključne besede: Zgornje
Posočje; oddaljenost;
babica; medosebni odnos;
opolnomočenje Uvod: Porodi zunaj porodnišnice so v Sloveniji redkost. Nekaj teh porodov se zgodi tudi v Zgornjem Posočju,
ki je posebno zaradi svojega geografskega položaja in časovne oddaljenosti do najbližje porodnišnice. Cilj
raziskave je bil pridobiti poglobljen vpogled v doživljajski svet porodnic, ki so nenačrtovan porod zunaj
porodnišnice izkusile, in zaznati oceno kakovosti ponujene obporodne skrbi skozi občuteno zadovoljstvo. Metode: Raziskava je temeljila na kvalitativni metodologiji. V namenski vzorec je bilo vključenih 10 porodnic,
ki so rodile med letoma 2004 in 2014. Podatki so bili pridobljeni s pomočjo delno strukturiranih intervjujev
v juniju 2014 in analizirani z metodo analize besedila.i Key words: Upper Soča
region; distance; midwife;
interpersonal relationship;
empowerment j
j
Metode: Raziskava je temeljila na kvalitativni metodologiji. V namenski vzorec je bilo vključenih 10 porodnic,
ki so rodile med letoma 2004 in 2014. Podatki so bili pridobljeni s pomočjo delno strukturiranih intervjujev
v juniju 2014 in analizirani z metodo analize besedila. IZVLEČEK Rezultati: Z metodo analize besedila je bilo identificiranih pet tem, in sicer (1) proces rojevanja – rituali, prakse
in doživljanja, (2) podoživljanje poroda, (3) v žensko osredotočena skrb, (4) zaznana stopnja zadovoljstva z
institucionalno obravnavo in (5) zaznavanje poroda med nosečnostjo – želje in pričakovanja. Ksenija Kragelj, dipl. m. s.;
Zdravstveni dom Tolmin,
Prešernova ul. 6, 5220 Tolmin
Kontaktni e-naslov/
Correspondence e-mail:
kkragelj@gmail.com
viš. pred. mag. Mirko Prosen,
dipl. zn., univ. dipl. org.;
Univerza na Primorskem,
Fakulteta za vede o zdravju,
Polje 42, 6310 Izola Ksenija Kragelj, dipl. m. s.;
Zdravstveni dom Tolmin,
Prešernova ul. 6, 5220 Tolmin Diskusija in zaključek: Ugotovitve nakazujejo, da so med porodom v ospredju ljudje, ki so ob porodnici,
in njihov odnos do nje. Čeprav se porodnice takrat morda res ne zavedajo vseh morebitnih tveganj, se tega
zavedajo zdravstveni delavci ob njej. Vključene v raziskavo so svojo porodno izkušnjo izkusile kot pozitivno in
obenem izrazile zadovoljstvo do obporodne zdravstvene oskrbe. Nadaljnje raziskovanje bi moralo vključevati
vidik zdravstvenih delavcev. Kontaktni e-naslov/
Correspondence e-mail:
kkragelj@gmail.com
viš. pred. mag. Mirko Prosen,
dipl. zn., univ. dipl. org.;
Univerza na Primorskem,
Fakulteta za vede o zdravju,
Polje 42, 6310 Izola Članek je nastal na osnovi
diplomskega dela Ksenije
Kragelj: Porodi izven bolnišnice:
kvalitativna analiza doživljanja
žensk v Zgornjem Posočju
(2014). Prejeto/Received: 8. 2. 2016
Sprejeto/Accepted: 31. 5. 2016 ABSTRACT Introduction: Out-of-hospital births are rare in Slovenia. Some of these births occur also in the Upper Soča
region, mainly due to its geographical location and the travel time to the nearest hospital, specifically. The
aim of this study was to obtain a deeper insight into childbearing women's experience of unplanned out-of-
hospital birth, and to evaluate the satisfaction with the quality of perinatal care provided. Methods: The study was based on a qualitative methodology. The purposive sample included 10 pregnant
women who gave birth between 2004 and 2014. The data were obtained through semi-structured interviews
in June 2014 and were analysed by using the method of content analysis. Results: The analysis yields five thematic clusters, namely (1) birth process – rituals, practices and experiences,
(2) re-experiencing birth, (3) woman-centred care, (4) perceived level of satisfaction with institutional
treatment, and (5) feelings, desires and perceptions of women during pregnancy which are related to birth. Discussion and conclusion: The findings suggest that during unplanned out-of-hospital birth,
the most important is the active and passive support of persons present and their attitude towards the woman
in labour. Although women are not fully aware of all potential risks, the health professional present should
be prepared and take all the preventive measures. The study participants perceived home birth as a positive Results: The analysis yields five thematic clusters, namely (1) birth process – rituals, practices and experiences,
(2) re-experiencing birth, (3) woman-centred care, (4) perceived level of satisfaction with institutional
treatment, and (5) feelings, desires and perceptions of women during pregnancy which are related to birth.hi (2) re-experiencing birth, (3) woman-centred care, (4) perceived level of satisfaction with institutional
treatment, and (5) feelings, desires and perceptions of women during pregnancy which are related to birth. Discussion and conclusion: The findings suggest that during unplanned out-of-hospital birth,
the most important is the active and passive support of persons present and their attitude towards the woman
in labour. Although women are not fully aware of all potential risks, the health professional present should
be prepared and take all the preventive measures. The study participants perceived home birth as a positive
experience and also expressed high level of satisfaction with perinatal health care. Further research should be
undertaken to investigate into the attitudes of health care professionals' assisting in home birth. Discussion and conclusion: The findings suggest that during unplanned out-of-hospital birth, in labour. Izkušnje žensk ob nenačrtovanem porodu zunaj porodnišnice
Women's experience of unplanned out-of-hospital birth Ksenija Kragelj, Mirko Prosen 2016. Obzornik zdravstvene nege, 50(2), pp. 135–143. 2016. Obzornik zdravstvene nege, 50(2), pp. 135–143. Uvod razumevanje tveganj, povezanih s takšnim porodom,
in vprašanj o varnosti, kulturno normativna
pričakovanja, osebna prepričanja, predhodne
porodne izkušnje ter vidik pomembnih drugih
in zdravstvenega osebja, pa nenačrtovan porod
izven porodnišnice opredeljujejo druge značilnosti. Nenačrtovan porod zunaj porodnišnice je mogoče
pričakovati pri ženskah, ki zanemarijo začetek poroda
oziroma ga ne prepoznajo dovolj hitro, in v primerih
hitrega poteka poroda; pri mnogorodnicah; pri veliki
oddaljenosti do najbližje porodnišnice; pri prisotnih
psihičnih težavah ali jezikovnih ovirah (Blondel,
et al., 2011; Erlandsson, et al., 2015). Nenačrtovani
porodi zunaj porodnišnice so pogostejši pri
porodnicah iz nižjih družbenih slojev, medtem ko
so načrtovani porodi pogostejši pri porodnicah iz
višjih družbenih razredov (Blondel, et al., 2011),
kavkaške rase, nekadilkah, starejših in iz socialno
bolj privilegiranih okolij ter tudi mnogorodnicah
(Serdinšek & Takač, 2016). Kot še ugotavljajo Blondel
in sodelavci (2011), je v številnih državah opaziti
dolgoročni trend zapiranja manjših porodnišnic,
zlasti na tistih predelih, kjer se čas potovanja do
naslednje porodnišnice zaradi zaprtja ni drastično
povečal. Kljub temu avtorji izpostavljajo, da se bo
delež nenačrtovanih porodov zunaj porodnišnice
v prihodnje povečeval tudi zaradi tega razloga, še
posebej v najbolj odročnih krajih. Nosečnost in porod sta naravna in enostavna
dogodka v življenju ženske, a se hkrati lahko
spremenita v zelo zapletena (Njenjić & Skela Savič,
2011; Spaich, et al., 2013), še posebej je to v takšnih
primerih določujoče v okolju, ko zaradi oddaljenosti
do najbližje porodnišnice ni mogoče v celoti zagotoviti
takšne zdravstvene oskrbe, kot bi jo v porodnišnici. Med letoma 2002 in 2011 je bilo v Sloveniji 234
porodov zunaj porodnišnice. Gre za redke dogodke
(0,12 % vseh porodov oziroma dva na mesec), pri
čemer so lahko letna nihanja naključna (Zupan, 2013). Del teh se zgodi tudi na enem od najbolj obsežnih
terenov v severozahodni Sloveniji, to je v Zgornjem
Posočju, ki obsega Bovško, Kobariško in Tolminsko. Vsi tisti, ki ne poznajo razgibanega hribovskega
terena Zgornjega Posočja, si težje predstavljajo čas,
ki ga potrebujejo porodnice s tega območja, da varno
pridejo do najbližje porodnišnice. Zaradi omenjenega
so na tem območju vsako leto od dva do štirje porodi
zunaj porodnišnice (Kragelj, 2014), kar vpliva na
organizacijo ponujene zdravstvene oskrbe (Kragelj
& Prosen, 2015). Ob tem nikakor ni nezanemarljivo
doživljanje poroda pri porodnici. Ugotovitve namreč
kažejo, da lahko ženske, ki rodijo nenačrtovano zunaj
porodnišnice in pričakujejo porod v institucionalnem
okolju, izkusijo občutke ranljivosti in stresa (Scott
& Esen, 2005; Spaich, et al., 2013; Erlandsson, et al.,
2015). ABSTRACT Although women are not fully aware of all potential risks, the health professional present should
be prepared and take all the preventive measures. The study participants perceived home birth as a positive
experience and also expressed high level of satisfaction with perinatal health care. Further research should be
undertaken to investigate into the attitudes of health care professionals' assisting in home birth. http://dx.doi.org/10.14528/snr.2016.50.2.93 Kragelj, K. & Prosen, M., 2016. / Obzornik zdravstvene nege, 50(2), pp. 135–143. 136 Namen in cilji / Obzornik zdravstvene nege, 50(2), pp. 135–143. 137 Opis poteka raziskave in obdelave podatkov Z uporabo principa snežne kepe je bilo povabilo
za sodelovanje v raziskavi posredovano nekaterim
ženskam, ki so rodile med letoma 2004 in 2014 v
Zgornjem Posočju ter ohranile stik s prvo avtorico, ki
je bila v nekaterih primerih zaradi svojih izkušenj kot
medicinska sestra − babica prisotna ob porodu. Ta jih
je obvestila o raziskovalni nameri in jih prosila, naj o
tem obvestijo tudi druge, ki jih poznajo. Potencialne
intervjuvanke, ki so se odzvale povabilu za sodelovanje,
so bile seznanjene z namenom, cilji in potekom
raziskave. S tistimi, ki so potrdile sodelovanje, smo
se dogovorili za termin in kraj srečanja po njihovem
izboru, ob pogoju, da bosta omogočeni zasebnost
in intimnost. Intervjuji so potekali junija 2014, pri
čemer smo sledili etičnim smernicam družboslovnega
raziskovanja, ki jih povzema Bulmer (2008), kar je
zaradi vpletenosti prve avtorice med drugim pomenilo
tudi ohranjati receptivno držo in načela Helsinško-
Tokijske
deklaracije. Pridobili
smo
dovoljenje
za opravljanje raziskave od delovne organizacije
(Zdravstveni dom Tolmin). Pred začetkom intervjuja
so bile intervjuvanke ponovno seznanjene z namenom
in cilji raziskave, ukrepi za zagotavljanje anonimnosti,
zaupnosti oziroma varovanjem osebnih podatkov in
možnostjo, da se na njihovo željo kadarkoli prekine
intervju. Omenjeni elementi so sestavljali informirano
soglasje, ki so ga morale intervjuvanke, ki so se odločile
za prostovoljno sodelovanje, podpisati. Intervjuji so
bili zvočno snemani. Posamezni intervju je v povprečju
trajal 40 minut. Ob koncu vseh intervjujev so bili
narejeni njihovi transkripti. Z namenom varovanja
anonimnosti so bila imena sodelujočih nadomeščena
z namišljenimi imeni. Imena drugih oseb ali krajev so
bila v besedilu izpuščena in izpust ustrezno označen. Nasičenost podatkov (Fusch & Ness, 2015) se je
nakazovala pri devetem intervjuju, ko med povedanim
ni bilo zaznati nobenih novih dejstev, in je bila pozneje
potrjena v fazi kodiranja. Opis instrumenta Podatki so bili pridobljeni s pomočjo delno
strukturiranih intervjujev. Pri tej obliki si raziskovalec
pred intervjujem pripravi glavna vprašanja, ki
jih
zastavlja
vsakemu
intervjuvancu
posebej. Podvprašanja, če so potrebna, pa oblikuje in postavlja
med intervjujem (DiCicco-Bloom & Crabtree, 2006). Pred začetkom intervjuja so intervjuvanke povedale
nekaj osnovnih demografskih podatkov (starost ob
porodu, dosežena stopnja izobrazbe, oddaljenost
do najbližje bolnišnice, zaporedni porod). Osrednji
del intervjuja so bila vprašanja, povezana z izkušnjo
začetka poroda (npr. kako se je porod začel, ste
odlašali z odhodom v porodnišnico, ste razmišljali o
porodu zunaj porodnišnice), porodom (npr. kako ste
doživeli in sprejeli dejstvo, da porod v porodnišnici ne
bo mogoč, koliko ste zaupali zdravstvenemu osebju)
in časom po porodu (npr. kako ste doživljali trenutke
po rojstvu, kako ste bili sprejeti v porodnišnici). Namen in cilji Pri porodih zunaj porodnišnice ali porodih na domu
ločimo nenačrtovane in načrtovane porode na domu,
te pa lahko razdelimo na tiste, pri katerih je prisoten
spremljevalec ali pa ne (Serdinšek & Takač, 2016). Čeprav so nenačrtovani porodi zunaj porodnišnice
naključni, niso nepredvidljivi in zagotovo se jih
vsako leto nekaj tudi zgodi (McLelland, et al., 2013). McLelland in sodelavci (2013) ob pregledu literature
ugotavljajo, da je definicija nenačrtovanega poroda
zunaj porodnišnice težavna, saj si različni avtorji
pomen nenačrtovanega poroda razlagajo drugače. Tako
nekateri ta pojem opisujejo kot nepričakovan porod
novorojenca pred prihodom babice ob načrtovanem
porodu na domu, spet drugi pa kot porod na neprimerni
lokaciji brez strokovne pomoči. Najpogosteje
uporabljeno definicijo nenačrtovanega poroda zunaj
porodnišnice navajata Scott in Esen (2005), ki pravita,
da je nenačrtovan porod zunaj porodnišnice porod,
ki je bil načrtovan, da bo potekal v porodnišnici,
vendar se je zgodil pred prihodom v porodnišnico. Takšni porodi se zgodijo nepričakovano, zato lahko
potekajo tudi brez strokovne pomoči, pogosto tudi na
poti v porodnišnico. Erlandsson in sodelavci (2015)
opredeljujejo porod zunaj porodnišnice kot tisti
porod, ki se zgodi zunaj porodnišnice ne glede na kraj
zaključka tretje porodne dobe. Porod je za vsako žensko zelo osebna in čustvena
življenjska
izkušnja,
ki
simbolizira
prehod
v
materinstvo. Mnenja o tem, ali porod sodi v
porodnišnico ali v drugo okolje zunaj porodnišnice
po izbiri porodnice, so med profesionalci in laično
javnostjo deljena. Namen članka ni posegati v tovrstne
polemike, temveč predstaviti doživljanje rojevanja
v okolju, ki je zaradi svojih reliefnih in podnebnih
značilnosti lahko povsem nedostopno za bolnišnično
oskrbo tudi v primerih, ko je resno ogroženo
zdravje matere in ploda oziroma novorojenca. Boljše
razumevanje porodnic, ki nenačrtovano rodijo zunaj
porodnišnice, omogoča prilagajanje ukrepov, ki v
okolju, kjer takšni porodi niso redkost, prispevajo
k zagotavljanju kakovostne zdravstvene oskrbe in
posledično k ustvarjanju pozitivne porodne izkušnje. S tem namenom in ob dejstvu, da pregled literature
kaže na pomanjkanje tovrstnih raziskav, je bil cilj
raziskave pridobiti poglobljen vpogled v doživljanje
porodnic, ki nenačrtovano rodijo zunaj porodnišnice. Oblikovani sta bili naslednji raziskovalni vprašanji: Oblikovani sta bili naslednji raziskovalni vprašanji: Kako porodnice doživljajo nenačrtovan porod (ob
−
prisotnem zdravstvenem osebju) zunaj porodnišnice? Kateri vidiki doživljajskega sveta (osebni, družbeni,
−
zdravstveni ipd.) porodnic so v ospredju pri
nenačrtovanem porodu (ob prisotnem zdravstvenem
osebju) zunaj porodnišnice? Coxon in sodelavci (2015) pravijo, da na načrtovan
porod zunaj porodnišnice vplivajo dejavniki, kot so Kragelj, K. & Prosen, M., 2016. Metode Ob ugodnih vremenskih razmerah bi do prihoda v
porodnišnico dve intervjuvanki potrebovali 45 minut,
pet 60 minut in tri 90 minut. Za dosego zastavljenih ciljev, kjer je bil v ospredju
proučevanja doživljajski svet porodnic, ki so
nenačrtovano rodile zunaj porodnišnice in je bilo
prisotno zdravstveno osebje, je bila izbrana kvalitativna
paradigma, ki sledi interpretativnemu modelu. Kvalitativno raziskovanje namreč analizira konkretne
primere v njihovi časovni in krajevni specifiki, pri
čemer upošteva izkušnje in doživljanja ljudi v teh
okoliščinah (Flick, 2002). Opis vzorca V namenski vzorec so bile vključene porodnice,
ki so nenačrtovano rodile zunaj bolnišnice in kjer je
bilo prisotno zdravstveno osebje. Za sodelovanje v
raziskavi se je odločilo 10 porodnic, kar je z vidika
velikosti vzorca, če upoštevamo izbrani raziskovalni
dizajn, zadostno (Steen & Roberts, 2011). Kljub temu
smo sledili kriteriju nasičenosti podatkov (Fusch &
Ness, 2015). )
Dve intervjuvanki sta rodili leta 2004, ena leta
2005, po dve leta 2008, 2010 in 2011 ter ena leta 2013. Za eno od intervjuvank je bil to četrti zaporedni
porod, za tri tretji, za pet drugi porod, ena pa je bila
prvorodnica. Z vidika izobrazbene strukture sta imeli
dve intervjuvanki končano osnovno šolo, dve poklicno,
tri srednjo šolo, ena visoko šolo in dve univerzitetni
študijski program. V osmih primerih je bil porod
spontan, v dveh pa je bila zaradi zapletov potrebna
epiziotomija. Povprečna starost intervjuvank je bila
v času poroda 30,5 leta. Najmlajša intervjuvanka je
takrat dopolnila 22 let, najstarejša pa 37 let. Glede
na oddaljenost intervjuvank od najbližje bolnišnice
je v povprečju najbližja porodnišnica oddaljena 40
kilometrov, najbolj oddaljena pa je 57 kilometrov stran. Podatki so bili analizirani z metodo analize besedila. Uporabljena je bila tematska analiza besedila, pri kateri
gre za proces analize podatkov v skladu s podobnostmi,
povezavami in razlikami med podatki (Gibson &
Brown, 2009). Tematska analiza je potekala tako, da
so bila besedila večkrat prebrana, kodirana in kode
kategorizirane, ter na podlagi kategorij oblikovane
teme (Steen & Roberts, 2011). Zaradi prisotnosti
prve avtorice ob nekaterih nenačrtovanih porodih
zunaj porodnišnice sta z namenom zagotavljanja
zanesljivosti in kredibilnosti rezultatov analizo besedila
avtorja opravljala ločeno. Analizo je najprej opravila
prva avtorica, nato drugi avtor (Fusch & Ness, 2015),
sledilo je usklajevanje diskrepanc obeh analiz, ki pa Kragelj, K. & Prosen, M., 2016. / Obzornik zdravstvene nege, 50(2), pp. 135–143. Opis vzorca 138 Tabela 1: Identificirane teme
Table 1: Identified themes
Tema/Theme
Kategorija/Category
Frekvenca kod/
Frequency code
Proces rojevanja: rituali, prakse in
doživljanja
Nepričakovan začetek poroda
Rituali pred odhodom v porodnišnico
Nezavedanje o zapletih pri porodu
Odsotnost strahu pred porodom zunaj bolnišnice
Doživljanje poroda (pozitivno)
Prvi stik matere z novorojencem
Vpliv kulturnega okolja – partner
Spremljajoča birokracija
108
Podoživljanje poroda
Zadovoljstvo ob porodu zunaj bolnišnice
Refleksija (podoživljanje poroda)
49
V žensko osredotočena skrb
Medsebojno zaupanje
Avtonomija
24
Zaznana stopnja zadovoljstva z
institucionalno obravnavo
Institucionalna obravnava med nosečnostjo in po porodu
Medikalizacija
23
Zaznavanje poroda med nosečnostjo: želje
in pričakovanja
Želja po naravnem porodu
Psihofizična pripravljenost na porod
11 bo potekal v porodnišnici, ni prestrašilo ali omajalo
njihovega zaupanja v zdravstveno osebje. Bolj kot
kraj rojevanja pa k ustvarjanju pozitivne porodne
izkušnje pomembno prispeva zaupanje porodnice v
zdravstveno osebje. so se v glavnini nanašale na ustrezno poimenovanje
identificiranih tem. Pri predstavitvi rezultatov je bila
upoštevana tudi frekvenca posameznih kod. Rezultati »V tistem trenutku mislim, da se nisem zavedala
tveganja, ki ga tak porod prinaša. Ne, o nobenih
komplikacijah med porodom nisem razmišljala, niti
to, da ne meni ali mojemu novorojenčku zdravstveno
osebje ne bo moglo pomagati. Jaz sem se počutila tako v
varnih rokah in nisem nič razmišljala v povezavi s tem. Res ne.« (Tanja, 34 let) Identificiranih je bilo pet tem, ki opredeljujejo
doživljajski svet porodnic, ki so izkusile porod
zunaj porodnišnice, in sicer: (1) proces rojevanja:
rituali, prakse in doživljanja, (2) podoživljanje
poroda, (3) v žensko osredotočena skrb, (4) zaznana
stopnja zadovoljstva z institucionalno obravnavo,
(5) zaznavanje poroda med nosečnostjo: želje in
pričakovanja (Tabela 1). »Ko sem prišla enkrat v zdravstveni dom, sem vedela,
da je tam usposobljeno osebje. Zaupala sem babici in
ostalim, ki so bili okrog mene. Takrat mene ni bilo nič
več strah, celo odleglo mi je, zato so se popadki celo malo
ustavili, potem pa so se zopet stopnjevali.« (Lucija, 37
let) Proces rojevanja: rituali, prakse in doživljanja Tu sem imela stalno enega ob sebi, zato nisi imel časa
razmišljati o strahu ali pa o bolečini.« (Sara, 28 let) »Tu je bilo vse bolj sproščeno. To mi je bil tako dober
občutek, tu je bilo vse bolj domače.« (Tanja, 34 let) j
j
j
Devet intervjuvank, ko pogovor nanese na stvari,
ki bi jih spremenile ob rojevanju, ugotavlja, da ne bi
spremenilo ničesar. »Zelo lepo sem doživela ta porod. Bil je enkraten, že
zaradi tega, ker je bil mož ves čas ob meni. Tu ste se pa
vsi ves čas z mano pogovarjali in to je bilo tako krasno. Jaz sem to tako lepo doživljala [...] In smo rodili. To je
bilo krasno. Najbolj lepo od vsega pa mi je bilo, ko sem
po porodu dobila na trebuh ogreto bombažno plenico. To je bilo tako lepo, da bi bilo dobro, če bi to še kje
prakticirali. To je bilo tako, kot če bi položili eno zelo
nežno stvar na obolelo mesto. To zelo dobro dene. Jaz
sem se počutila zelo dobro, pa še porod ni bil naporen.«
(Lucija, 37 let) »[...] Čutila sem, da je porod že zelo, zelo pri koncu. V bistvu sem si takrat želela, da ostane vse tako, kot je. Rodila sem zelo hitro, v bistvu dva močna popadka in
je bil moj novorojenček zunaj. Tudi danes bi ravnala
popolnoma enako, če bi se znašla v taki situaciji. Za
nazaj ne bi nič spreminjala. Vse je bilo super.« (Julija,
32 let) »Mož je bil malo živčen in nestrpen. Moje doživljanje
tega poroda je malce drugačno. Tisti čas sem bolj
razmišljala o mojih dveh otrocih, ki sta bila doma. Zavedala sem se, da je na poti še eden, in sem mislila,
kako bomo vse to izpeljali. Na sam porod sploh nisem
mislila. Moje misli so bile prav drugje. Babici sem rekla,
da ne morem več in da bo dojenček prišel ven. Babica
se je pripravila za porod in sem rodila. Vse je potekalo
tako, kot je moralo. Za nazaj ne bi nič spreminjala. Lepo
je bilo in nič drugače ne bi ravnala, tudi če bi se danes
znašla v taki situaciji.« (Ivana, 27 let) Kot je razvidno, je k pozitivni izkušnji dodatno
prispevala
prisotnost
zdravstvenega
osebja
in
partnerja, čeprav ta v vseh primerih ni bil prisoten. Pozitivno izkušnjo je sooblikoval prvi stik matere z
novorojencem. »Ja, takoj po porodu sem dobila novorojenčka na
trebuh. Podoživljanje poroda »Zaupala sem babici in ostalim, ki so bili okrog mene. Popolnoma sem zaupala osebju, najbolj pa babici, zato
ker je bila ona tista oseba, ki je bila najbolj v stiku z
mano v tistem trenutku.« (Lucija, 37 let) Tema »podoživljanje poroda« je tesno povezana s
prvo identificirano temo. Intervjuvanke priznavajo,
da se velikokrat ozrejo nazaj in razmišljajo o porodu
oziroma porodih. Analizirajo vsako podrobnost in jo
poskušajo osvetliti z vseh strani. Pri tem največkrat
uporabijo besedo »lepo je bilo«. Še posebej izstopajo
v primerjavah poroda tiste intervjuvanke, ki so ga
izkusile v porodnišnici in zunaj nje. »[…] Jaz ne morem nekomu reči, da mora roditi v
porodnišnici, lahko se zgodi, da bo porod doma ali na
poti v porodnišnico. To je njena odločitev.« (Ivana, 27
let) V žensko osredotočena skrb j
j
p
j
Tudi birokratizacija, ki spremlja porod zunaj
porodnišnice, ni bistveno prispevala k zmanjšanju
pozitivne porodne izkušnje, čeprav Mojca (27 let)
omenja poznejše težave pri prijavi rojstva. Morda najpomembnejši del porodne izkušnje
je za ženske individualizirana zdravstvena oskrba,
ki upošteva njihove potrebe in želje. Pri njenem
zagotavljanju
izstopata
medsebojno
zaupanje,
za katerega vse intervjuvanke pravijo, da so si ga
zdravstveni
delavci
prislužili
s
profesionalnim
pristopom, in avtonomija ženske, da samostojno
odloča o svojem telesu, načinu in tudi kraju poroda. »[…] ni me motilo izpolnjevanje predpisanih obrazcev,
saj sem že od prvega poroda vedela, da bom morala
podpisati tista dva papirja. Vem, da se je zapletlo pri
prijavi rojstva.« Proces rojevanja: rituali, prakse in doživljanja To je tako dober občutek. To je tako lepo. Več
časa sem ga imela pri sebi kot prvič v porodnišnici. Res
je bilo lepo, ko smo bili skupaj. Meni je bilo vse super. Ne vem, vse se mi je zdelo strokovno, istočasno pa tako
domače. Res nisem nič pogrešala. [...] Tako kot sem vam
že povedala, je bilo meni tako lepo, ničesar ni bilo, kar bi
lahko rekla, da je manjkalo.« (Hana, 32 let) V primerjavi z drugimi intervjuvankami je Nina (37
let), ki ima za sabo več porodov, v svojem doživljanju
poroda zunaj porodnišnice bolj pragmatična. »Če bi se danes ponovno znašla v taki situaciji, jaz
sedaj težko razmišljam, kaj bi naredila, ker sem se
znašla v taki situaciji, da sem potrebovala intenzivno
nego po petem porodu kar nekaj časa in prav zaradi te
izkušnje priporočam vsem, da rodijo v porodnišnici. Pri
mojem četrtem porodu pa ne bi nič spreminjala (zunaj
porodnišnice, op. a.).« (Nina, 37 let) »Takoj po porodu so mi novorojenčka položili na
trebuh. Obrisali so ga, pokrili s toplo plenico in mi ga
položili na trebuh. Ja, kar nekaj časa sem ga imela na
trebuhu, potem smo se še dojili. Nič ni manjkalo, nič ni
bilo manj. Krasno.« (Lucija, 37 let) »Prvega novorojenčka so takoj po rojstvu položili očetu
v naročje, saj so se pripravljali še za rojstvo drugega. Vse
je bilo hitro, vse je bilo lepo.« (Mateja, 29 let) Proces rojevanja: rituali, prakse in doživljanja Za večino intervjuvank je bil začetek poroda
nepričakovan − bodisi zaradi njegovega hitrega
stopnjevanja, oddaljenosti do pričakovanega datuma
poroda ali lastne predstave o tem, kako naj bi se porod
začel. Ob ugotovitvi intervjuvank, da se je porod začel,
je mnoge od njih bremenilo dejstvo, da morajo kljub
hitremu napredovanju poroda še pred odhodom
od doma med drugim najprej poskrbeti za osebno
higieno. Ko se je izkazalo, da porod v porodnišnici
ne bo mogoč, se pri intervjuvankah niso pojavljali
strahovi glede možnih zapletov, povezanih s porodom
zunaj porodnišnice, ali dejstva, da pogoji na primarni
ravni morda niso enaki tistim na sekundarni ali
terciarni ravni zdravstvenega varstva, npr. v primeru
oskrbe nedonošenega otroka. Tovrstni strahovi so se
pojavili šele po porodu, ko so se skozi refleksijo ozirale
nazaj. Mnogo bolj kot to je bilo med rojevanjem v
ospredju medsebojno zaupanje med zdravstvenim
osebjem in porodnico, zato jih dejstvo, da porod ne »Čisto umirjena sem bila po vaginalnem pregledu, ko
mi je babica povedala, da ne bomo rodili v porodnišnici,
ker sem jaz popolnoma zaupala babici. Čisto nič me ni
bilo strah.« (Sara, 28 let) Vse porodnice, ki so rodile zunaj porodnišnice, so
porod opredelile kot pozitivno porodno izkušnjo. »Moje doživljanje poroda je zelo lepo. Takoj, ko so
me pripeljali skozi vrata v urgentno ambulanto, sem
opazila, da se na radiatorju grejejo oblekice za dojenčka. Potem smo predihali popadke. Celotna popoldanska
ekipa je ostala z mano in me bodrila. Močno sem zajela
sapo in nato še enkrat in novorojenček je bil zunaj. Ja,
ti popadki so bili zelo močni, veliko bolj kot cunami! V
tistem trenutku je bilo vse super. Edino, kar mi je ostalo
v spominu in mi gre na smeh še danes, je to, da babica
ni imela v urgentni ambulanti CTG-ja in je poslušala
utripe s tisto slušalko (Pinnardova slušalka, op. a.) in
takrat smo morali biti tiho. To, da smo morali biti tiho, 139 Kragelj, K. & Prosen, M., 2016. / Obzornik zdravstvene nege, 50(2), pp. 135–143. to je bilo težko. Moje doživljanje poroda je zelo lepo. Tu sem imela stalno enega ob sebi, zato nisi imel časa
razmišljati o strahu ali pa o bolečini.« (Sara, 28 let) »Tu je bilo vse bolj sproščeno. To mi je bil tako dober
občutek, tu je bilo vse bolj domače.« (Tanja, 34 let) to je bilo težko. Moje doživljanje poroda je zelo lepo. Zaznana stopnja zadovoljstva z institucionalno
obravnavo »Ja, spontano roditi izven porodnišnice je čisto
drugače. Lepo je bilo. Na koncu je bilo okrog mene
samo poznano zdravstveno osebje, vsi so me spodbujali,
božali, držali za roko.« (Nina, 37 let) Sliko poroda pri večini intervjuvank sooblikuje tudi
institucionalna obravnava med nosečnostjo in pozneje 140 Kragelj, K. & Prosen, M., 2016. / Obzornik zdravstvene nege, 50(2), pp. 135–143. nisem odločila. Ne, to pa ne.« (Hana, 32 let)i nisem odločila. Ne, to pa ne.« (Hana, 32 let)i po porodu, po premestitvi v porodnišnico. Temo
opredeljujeta dve kategoriji, in sicer »institucionalna
obravnava v času nosečnosti in po porodu« ter
»medikalizacija«, ki se nanaša na prvo kategorijo,
pri čemer nekatere to doživljajo pozitivno, nekatere
pa negativno. Večina intervjuvank pozitivno opisuje
institucionalno obravnavo v nosečnosti, medtem ko
Mojca (27 let), ki je na dan predvidenega datuma
poroda obiskala porodnišnico, v kateri je želela roditi,
o tem pravi: Psihofizična priprava na porod je redko omenjena,
še posebej pri prvorodnicah, kar da slutiti, da
so v primerjavi z mnogorodnicami lahko slabše
pripravljene na porod. Mojca (27 let), ki je že izkusila
materinstvo, v tem pogledu izpostavlja zlasti psihično
pripravo:i »Vse je v glavi, če se ti telesno in fizično pripraviš na
tak porod, se ti ne more nič hudega zgoditi. Tudi doma
lahko rodiš, samo pripravljen moraš biti na to.« (Mojca,
27 let) »Na termin poroda sem bila na pregledu v
porodnišnici. Tam sem čakala za tista dva pregleda,
ultrazvok in vaginalni pregled, cele štiri ure, skupaj z
dveletnim sinčkom […] Res je bilo grozno, ker smo
bile v čakalnici samo štiri nosečnice in smo tako dolgo
čakale. Po vaginalnem pregledu so mi ponudili, da
lahko ostanem v porodnišnici, ker sem že malo odprta. Odklonila sem. Šla sem domov.« Diskusija V Zgornjem Posočju je časovna oddaljenost do
najbližje porodnišnice velika težava, še posebej za tiste
porodnice, ki z odhodom odlašajo. Raziskava kaže,
da se nekatere intervjuvanke, veliko bolj prvorodnice,
ki so nenačrtovano rodile zunaj porodnišnice, niso
zavedale pomembnosti časovne oddaljenosti in/
ali prepoznale znakov začetka poroda. Ugotovitve
drugih raziskav kažejo, da je časovna oddaljenost do
najbližje porodnišnice pomembno povezana z večjo
pogostnostjo nenačrtovanega poroda (McLelland, et
al., 2013) ter večjim deležem neonatalne mortalitete
in morbiditete, ko govorimo o nenačrtovanem porodu
(Scott & Esen, 2005; Blondel, et al., 2011; McLelland,
et al., 2013; Gunnarsson, et al., 2014; Nguyen, et al.,
2016). Čeprav je porod zunaj porodnišnice redek
pojav tako pri nas kot v razvitem svetu (Blondel, et al.,
2011; McLelland, et al., 2013; Gunnarsson, et al., 2014;
Erlandsson, et al., 2015), je pomembno razumeti,
kako ženske doživljajo takšen porod in kateri vidiki
njenega doživljajskega sveta so v ospredju. Porod je
univerzalen dogodek, vendar pa je njegovo doživljanje
zelo individualno (Lindgren & Erlandsson, 2010), kar
potrjuje tudi raziskava, in se spreminja s sociopolitičnim
kontekstom, v katerega je umeščen (Records & Wilson,
2011), zato je analiziranje vsakdanjega življenja in
porodnih pričevanj žensk nujna in legitimna sestavina
vrednosti, ki pomeni izziv »tradicionalni« vednosti,
kot to imenuje Drglin (2007, p. 111). Negativna doživljanja o institucionalni obravnavi
po porodu je opisovalo šest intervjuvank, ki v
ospredje postavljajo zlasti obsojajoči odnos nekaterih
zdravstvenih delavcev. »A ja, vi ste pa tista, ki ste v hribih rodila, vi ne rabite
tega, tako so mi večkrat rekli. Na trenutke se je čutilo, da
nisva bila njihova.« (Hana, 32 let) »Zelo pogosto so me spraševali, kako to, da nisem
prišla rodit v porodnišnico. To je bilo najbolj moteče,
saj smo prve dni po porodu porodnice ne vem, kako naj
rečem, bolj smo občutljive, bolj slabotne in nismo tako
pri moči. […] Šele kasneje, ko sem se jaz toliko zbrala,
da sem jim razložila, da smo bili tisti dan že na pregledu
v porodnišnici in da so nas poslali nazaj domov, šele
takrat so odnehali s temi vprašanji. To je bilo moteče, to
ni bilo prijetno.« (Lucija, 37 let) Zaznavanje poroda med nosečnostjo: želje in
pričakovanja Tovrstno ravnanje pa
ima lahko trajne škodljive učinke na psihično, socialno
in fizično počutje ženske (Davison, et al., 2015). i
p
j
(
)
V okviru omejitev raziskave je treba omeniti,
da so bile v raziskavo vključene porodnice, ki so
nenačrtovano rodile zunaj porodnišnice med letoma
2004 in 2013. Dve od njih sta rodili leta 2004, zaradi
česar bi lahko trdili, da je spomin na porod zbledel
in da so podrobnosti pozabljene, a ugotovitve drugih
avtorjev kažejo, da so spomini, vezani na porod, skozi
leta konstantni (Sjöblom, et al., 2006), kar je najbrž
tudi povezano z dejstvom, da se porodne izkušnje
velikokrat podajo drugim v obliki pripovedi in se tako
ohranjajo v njihovem spominu. Poleg tega je raziskava,
opravljena na geografsko omejenem območju, v
katerem je morda družbena zaznava nenačrtovanega
poroda zunaj porodnišnice, ki na tem območju ni
tako redek, drugačna v primerjavi z drugimi okolji,
kar vpliva na posploševanje rezultatov. Med dejavniki,
ki bi lahko vplivali na rezultate, je tudi vključenost
prve avtorice, ki je sodelovala pri nekaterih porodih
vključenih porodnic, zaradi česar se je poskušalo
izpeljati nekatere ukrepe (receptivnost, neodvisna
analiza besedila). Ugotovitve raziskave kažejo, da proces rojevanja
zunaj porodnišnice zaznamujejo rituali, ki vključujejo
pripravo pred odhodom od doma, porodne prakse,
ki se morda razlikujejo od tistih v porodnišnici, in
doživljanje rojevanja, na katerega pomembno vpliva
stopnja zaupanja v zdravstveno osebje in prvi stik z
novorojencem. Vzpostavljeno zaupanje v zdravstveno
osebje in nenehna podpora sta veliko bolj krojila
doživljanje poroda kot kraj rojevanja. S tem je
povezana tudi avtonomija, ki so jo porodnice občutile,
oziroma občutek nadzora nad dogajanjem. Lindgren
in Erlandsson (2010) navajata, da prisotnost tega
pomembno prispeva k celovitemu doživljanju poroda,
kar pa ni nujno povezano s krajem rojevanja, temveč
sposobnostjo porodnice, da nadzoruje svoje lastno
vedenje in dejanja ljudi okrog sebe. Porodnice v raziskavi,
ki so izkusile nenačrtovan porod zunaj porodnišnice
ob prisotnem zdravstvenem osebju, izkušnjo poroda
opisujejo kot pozitivno in opolnomočeno. Občutek
nadzora nad dogajanjem in opolnomočenje se hitreje
razvijeta, če imata porodnica in babica že pred
porodom vzpostavljen pristen medsebojni odnos
(Lindgren & Erlandsson, 2010; Hadjigeorgiou, et al.,
2012), kot je bilo v večini primerov, ki so bili vključeni
v raziskavo. Zaznavanje poroda med nosečnostjo: želje in
pričakovanja Zaznavanje poroda med nosečnostjo: želje in
pričakovanja Tako kot mnoge druge porodnice so se tudi pri
intervjuvankah med nosečnostjo oblikovale želje in
pričakovanja glede poroda. Sedem od njih neposredno
pove, da del tega nikoli ni bila želja po načrtovanem
porodu zunaj porodnišnice. Mateja (29 let) na primer
pravi: j
g
Porodne zgodbe ostajajo trajen spomin. Tako
sogovornice priznavajo, da se s spomini pogosto
vračajo v čas poroda, ga v mislih podoživijo in
vrednostno opredelijo. Tako slike poroda postanejo
bolj jasne. Ugotovitve nekaterih raziskav (Coxon, et
al., 2015; Erlandsson, et al., 2015) kažejo na to, da
porodnice realno ocenijo nekatera svoja porodna
pričakovanja, ki so jih razvile v nosečnosti šele
pozneje, v poporodnem obdobju. V skladu s tem
lahko sprejmemo tudi nekatere odločitve, ki so
povezane z rojevanjem v prihodnje (Erlandsson, et al.,
2015). Vse intervjuvanke v raziskavi so porod zunaj
porodnišnice izkusile prvič in priznale, da se kljub
upoštevanju časovne oddaljenosti do porodnišnice
niso zavedale vseh morebitnih tveganj takšnega
poroda. To potrjujejo tudi druge raziskave (Lee, et al., »V nosečnosti nikoli nisem razmišljala o tem, da ne bi
rodila v porodnišnici.« V primerjavi z njimi dve priznavata, da sta razmišljali
tudi o tem. Mojca (27 let) pripoveduje: V primerjavi z njimi dve priznavata, da sta razmišljali
tudi o tem. Mojca (27 let) pripoveduje: »Zdaj, pred tem porodom, nisem razmišljala, da ne
bi rodila v porodnišnici. V prvi nosečnosti, po pravici
povedano, pa sem o tem razmišljala. Porod je nekaj
naravnega, spontanega, le mi smo ga preveč zakomplicirali. Poglejte živali, pa krave, vse rodijo same.« g j
p
j
Podobno kot Mojca (27 let) tudi Hana (32 let)
poudarja: g j
p
j
Podobno kot Mojca (27 let) tudi Hana (32 let)
poudarja: »Namenoma nisem razmišljala, da ne bi rodila v
porodnišnici. Sem pa razmišljala, kako bi vse skupaj
potekalo, če bi se to res zgodilo. Zavestno pa se zato Kragelj, K. & Prosen, M., 2016. / Obzornik zdravstvene nege, 50(2), pp. 135–143. 141 2012), ki kažejo na to, da se zaznava dojemanja tveganj
pri porodnici in zdravstvenem osebju (pri čemer so
lahko razlike med različnimi profili, ki sodelujejo v
obporodni oskrbi) zelo razlikuje, kar lahko vpliva na
zagotavljanje zdravstvene oskrbe in celo izide poroda. njimi so zaradi tega čutile ponižanost in občutke krivde,
kar ugotavljajo tudi v drugih raziskavah (Sjöblom, et
al., 2012; Erlandsson, et al., 2015). Zaznavanje poroda med nosečnostjo: želje in
pričakovanja To govori v prid kontinuirani babiški skrbi,
ki se začne že v predporodnem obdobju z vzpostavitvijo
partnerskega odnosa, ki temelji na sodelovanju in
medsebojnem spoštovanju (Stanek Zidarič, et al., 2011)
ter pozitivno vpliva na doživljanje poroda in na njegov
izid (Sjöblom, et al., 2006). Ob nenačrtovanem porodu
zunaj porodnišnice je kontinuirana babiška skrb, če
jo izpostavimo v kontekstu raziskave, prej naključna
kot namenska. Poleg znanja in odgovornosti, ki jo
kontinuirana babiška skrb prinaša za izvajalce, namreč
uresničevanje takšnega načina dela zahteva predvsem
sistemske spremembe znotraj zdravstvenega varstva
(Njenjić & Skela Savič, 2011; Stanek Zidarič, et al., 2011;
Prelec et al 2014) Raziskovanje področja lahko v nadaljevanju še
vedno vključuje kvalitativni metodološki pristop,
ki bi proučeval izkušnje zdravstvenih delavcev,
ki so prisotni ob nenačrtovanem porodu zunaj
porodnišnice. Pomembno
je
tudi
proučevanje
organizacijskega vidika vodenja tovrstnih porodov
oziroma organiziranja nujne medicinske pomoči, še
posebej v tistih primerih, ko je življenje matere in/
ali ploda/novorojenca ogroženo in zdravstveno oskrbo
krojijo časovna oddaljenost do najbližje porodnišnice,
pomanjkljiva medicinsko-tehnična oprema (npr. inkubator) in drugi dejavniki. Zaključek Porod ni le biološki dogodek, temveč tudi
edinstvena prelomnica v življenju ženske, zato je
doživljanje porodne izkušnje mnogokrat določujoče. Mogoče še bolj intenzivno, če jo porod prehiti in je
neizogiben, ne glede na kraj. Lahko je to sodobno
opremljena porodna soba v porodnišnici, skromna
urgentna ambulanta v zdravstvenem domu, daleč
stran od porodnišnice, reševalno vozilo ali domača
hiša. Ugotovitve nakazujejo, da v trenutku poroda in
s tem njegovega doživljanja vstopajo v ospredje ljudje,
ki so ob porodnici, in njihov odnos do nje. Čeprav se
takrat morda res ne zavedajo vseh morebitnih tveganj,
ki jih še dodatno povečujejo oddaljenost do najbližje
porodnišnice in drugi dejavniki, se tega zavedajo
zdravstveni delavci ob njej. Ne glede na vse vključene
v raziskavo svojo porodno izkušnjo doživljajo kot
pozitivno in zadovoljujočo. Ob tem se iz pripovedovanja intervjuvank zdi,
da sta vzpostavljeno medsebojno zaupanje med
porodnico in babico ter kontinuirana babiška skrb
precej pomembnejša za ustvarjanje pozitivne porodne
izkušnje kot kraj poroda, kar navajajo tudi Spaich in
sodelavci (2013). Ne glede na to pa lahko sklepamo,
da je zadovoljstvo s porodno izkušnjo vsaj posredno
povezano tudi s krajem rojevanja, zlasti zaradi
navajanja nekaterih intervjuvank o odsotnosti teh
dveh faktorjev (medsebojno zaupanje in kontinuirana
babiška skrb) v institucionalni (bolnišnični) obravnavi
med nosečnostjo. Podobno intervjuvanke navajajo tudi
za zgodnje poporodno obdobje, ko pripovedujejo o
negativno usmerjenem odnosu nekaterih zdravstvenih
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Kragelj, K. & Prosen, M., 2016. Izkušnje žensk ob nenačrtovanem porodu zunaj porodnišnice. Obzornik zdravstvene nege, 50(2),
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study of women's experiences of home birth in Sweden. Midwifery, 22(4), pp. 348−355. http://dx.doi.org/10.1016/j.midw.2005.11.004 http://dx.doi.org/10.1016/j.midw.2005.11.004 http://dx.doi.org/10.1016/j.midw.2005.11.004 Citirajte kot/Cite as:
Kragelj, K. & Prosen, M., 2016. Izkušnje žensk ob nenačrtovanem porodu zunaj porodnišnice. Obzornik zdravstvene nege, 50(2),
pp. 135–143. http://dx.doi.org/10.14528/snr.2016.50.2.93 j
Kragelj, K. & Prosen, M., 2016. Izkušnje žensk ob nenačrtovanem porodu zunaj porodnišnice. Obzornik zdravstvene nege, 50(2),
pp. 135–143. http://dx.doi.org/10.14528/snr.2016.50.2.93
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TRAIL-mediated killing of acute lymphoblastic leukemia by plasmacytoid dendritic cell-activated natural killer cells
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Oncotarget
| 2,015
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cc-by
| 9,750
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TRAIL-mediated killing of acute lymphoblastic leukemia by
plasmacytoid dendritic cell-activated natural killer cells Martin Lelaidier1,2, Yildian Dìaz-Rodriguez1,2, Martine Cordeau1,2, Paulo Cordeiro1,
Elie Haddad1,2,3,4, Sabine Herblot1,3 and Michel Duval1,3,4 Bruneau, Centre de recherche du CHU Sainte-Justine, Montréal, Québec, Canada
2 Département de Microbiologie Infectiologie & Immunologie, Université de Montréal, Québec, Canada
3 Département de Pédiatrie, Université de Montréal, Québec, Canada
4 Département de Sciences Biomédicales, Université de Montréal, Québec, Canada
Correspondence to: Sabine Herblot, email: sabine.herblot@umontreal.ca
Keywords: pediatric acute lymphoblastic leukemia, natural killer cells, plasmacytoid dendritic cells, TRAIL, interferon-alpha
Received: June 09, 2015
Accepted: July 12, 2015
Published: July 22, 2015
This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use,
distribution, and reproduction in any medium, provided the original author and source are credited. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use,
distribution, and reproduction in any medium, provided the original author and source are credited. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use,
distribution, and reproduction in any medium, provided the original author and source are credited. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use,
distribution, and reproduction in any medium, provided the original author and source are credited. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which
distribution, and reproduction in any medium, provided the original author and source are credited. ABSTRACT Acute lymphoblastic leukemia (ALL) still frequently recurs after hematopoietic
stem cell transplantation (HSCT), underscoring the need to improve the graft-versus-
leukemia (GvL) effect. Natural killer (NK) cells reconstitute in the first months
following HSCT when leukemia burden is at its lowest, but ALL cells have been shown
to be resistant to NK cell-mediated killing. We show here that this resistance is
overcome by NK cell stimulation with TLR-9-activated plasmacytoid dendritic cells
(pDCs). NK cell priming with activated pDCs resulted in TRAIL and CD69 up-regulation
on NK cells and IFN-γ production. NK cell activation was dependent on IFN-α produced
by pDCs, but was not reproduced by IFN-α alone. ALL killing was further enhanced
by inhibition of KIR engagement. We showed that ALL lysis was mainly mediated by
TRAIL engagement, while the release of cytolytic granules was involved when ALL
expressed NK cell activating receptor ligands. Finally, adoptive transfers of activated-
pDCs in ALL-bearing humanized mice delayed the leukemia onset and cure 30% of
mice. Our data therefore demonstrate that TLR-9 activated pDCs are a powerful tool
to overcome ALL resistance to NK cell-mediated killing and to reinforce the GvL effect
of HSCT. These results open new therapeutic avenues to prevent relapse in children
with ALL. Oncotarget, Vol. 6, No. 30 Oncotarget, Vol. 6, No. 30 www.impactjournals.com/oncotarget/ NK cell stimulation by TLR9-activated pDCs
overcomes the resistance of ALL cells to NK cell
killing NK cell stimulation by TLR9-activated pDCs
overcomes the resistance of ALL cells to NK cell
killing We tested whether NK cell stimulation by activated
pDCs could enhance NK cell lytic functions against
pre-B ALL. We assessed the susceptibility of three
pre-B pediatric ALL cell lines to NK cell-mediated
lysis, including KOPN8 cell line harboring the MLL
translocation t(11;19). Human NK cells were isolated
from adult volunteer’s peripheral blood samples, while
pDCs were either freshly isolated from PBMC or in
vitro differentiated from cord blood-CD34+ progenitors. Cytotoxic assays revealed that overnight stimulation
of NK cells by pDCs significantly increased NK cell
cytotoxic activity against all three pre-B ALL cell lines
tested (Figure 1A). ALL specific lysis reached 60-80% at
an E:T ratio of 5:1, depending on the target cell line. No
significant differences were observed in NK cell activation
depending on the pDC source (Supplemental Figure S1). Accordingly, we have previously showed that in vitro
differentiated pDCs produce large amounts of IFN-α
upon TLR stimulation and display the same phenotype
as mature peripheral blood pDCs [26]. A direct TLR-
9 stimulation of NK cells by CpG ODN was ruled out,
as CpG ODN alone did not increase NK cell cytotoxic
activity against pre-B ALL cell lines (Supplemental Figure
S2A). Moreover, unstimulated pDCs failed to enhance NK
cell lytic activity, indicating that TLR-9 engagement on
pDCs was required to enhance NK cell cytolytic functions
(Supplemental Figure S2A). The lytic activity of TLR9-
activated pDCs was also tested and, in the absence of
NK cells, activated pDCs failed to induce pre-B ALL
lysis, despite their high surface expression of TRAIL
(Supplemental Figures S2B and C). While the role of NK cells in the GvL effect against
acute myeloid leukemia (AML) has been well established,
in vitro as well as clinical data showed that ALL blasts
were more resistant to NK cell-mediated lysis. This is
due not only to high levels of HLA class I expression,
but also to low levels of stress-inducible proteins such as
the ligands of the NKG2D receptor (MHC class I-related
chains A and B – MICA/B and the members of the UL16-
binding protein family), as well as low levels of adhesion
molecules such as LFA-1 [16-18]. RESULTS Activating signals integrated by NK cells are
counterbalanced by inhibiting signals conferred by the
engagement of NK cell inhibitory receptors, such as killer
immunoglobulin-like receptors (KIR) and the heterodimer
NKG2A/CD94, through the recognition of various class
I human leukocyte antigens (HLA class I) expressed by
target cells [9, 12]. In order to induce NK cell-mediated
lysis, inhibitory signals must be repressed (by HLA
downregulation or KIR/HLA mismatch) or activating
signals must be increased through NK cell activation by
cytokines, dendritic cells and the engagement of activating
receptors [9, 11]. The cytolytic pathways engaged by NK
cells to kill target cells include the polarized release of
cytotoxic granules and the induction of apoptosis via
ligands of the tumor necrosis factor (TNF) family such
as FAS-L and the TNF-related apoptosis-inducing ligand
(TRAIL) [13-15]. TRAIL and FAS-L induce apoptosis
through the cross-linking of their respective death
receptors, DR4 (TRAIL-R1) DR5 (TRAIL-R2) and FAS,
on target cells. NK cell stimulation by TLR9-activated pDCs
overcomes the resistance of ALL cells to NK cell
killing However, as recent
studies provided evidence that activating signals can
overcome NK cell inhibition by KIR ligands [19, 20],
we explored new ways to activate NK cells in order to
overcome ALL resistance to NK cell-mediated lysis. Plasmacytoid dendritic cells (pDCs) are an attractive
therapeutic tool to increase the cytolytic activity of NK
cells [21]. Upon stimulation of their Toll-like receptors
(TLRs), pDCs produce high amounts of type I IFNs, as
well as several cytokines and chemokines that act on
NK cells to increase their lytic activity [22, 23]. Recent
reports have provided evidence that pDCs initiate and
coordinate specific anti-tumor responses for which NK
cell cytotoxic activity is required [24, 25]. Moreover,
their direct interactions with NK cells has been shown to
trigger NK cell cytotoxic activity against NK cell-resistant
malignancies [22]. INTRODUCTION Natural killer (NK) cells are the first lymphocytes
to recover following allogeneic HSCT, when the residual
leukemic burden is at its lowest [4-6]. As innate cytotoxic
lymphocytes able to recognize and eliminate infected or
tumor cells without prior sensitization, NK cells play a
major role in the GvL effect post-HSCT [7]. Tumor cell
killing by NK cells requires activating signals triggered
by NK cell-activating receptors that recognize tumor-
associated stress-induced molecules expressed by tumor
cells [8-10]. NK cells express several activating receptors
including the C-type lectin NKG2D, the DNAX accessory
molecule-1 (DNAM-1) and natural cytotoxicity receptors
(NCRs) such as NKp30, NKp44 and NKp46. NK cell Acute lymphoblastic leukemia (ALL) is the
most common childhood cancer. Despite progress in
chemotherapy and hematopoietic stem cell transplantation
(HSCT), ALL remains a leading cause of death by cancer
in children [1]. The cure rate of children with early relapse
is only 50%, even after aggressive chemotherapy followed
by allogeneic HSCT, highlighting the need for new
therapeutic strategies [2, 3]. One of the most promising
avenues of research is the increase of the graft-versus-
leukemia (GvL) effect post-HSCT by harnessing the
donor-derived immune system to eradicate leukemia. www.impactjournals.com/oncotarget Oncotarget 29440 involved in NK cell activation by TLR-9 activated pDCs
as well as the cytolytic pathways involved in ALL lysis. involved in NK cell activation by TLR-9 activated pDCs
as well as the cytolytic pathways involved in ALL lysis. cytotoxic activity can be further enhanced by cytokine
stimulation, such as type I interferons (IFN) or by
interactions with activated dendritic cells [11]. NK cell activation by TLR-9-activated pDCs is
contact independent and IFN-α dependent Whether cell contact between activated pDCs
and NK cells was required for enhancing NK cell lytic
functions was then investigated. TLR-9 activated pDCs As IFN-γ production is another hallmark of NK cell
activation, IFN-γ levels were measured following NK
cell stimulation by activated pDCs. IFN-γ production was Figure 1: NK cell stimulation by TLR-9 activated pDCs overcomes ALL resistance to NK cell-mediated lysis and
induces a unique activated phenotype. A. Purified human NK cells were stimulated overnight with IFN-α (1000 IU/mL), co-cultured
with activated pDC (pDC+CpG) or unstimulated (NS). Cytotoxic assays were then performed against REH, KOPN8 and Nalm6 cells. Means of n experiments performed in triplicates (n = 5 for REH, n = 3 for Nalm6 and KOPN8) are shown. Means of specific lysis ± SEM
are represented for each ALL cell line and indicated E:T ratio. Paired t-test was used for statistical comparison B.-C. Activated NK cell
phenotype was assessed by flow cytometry and D. IFN-γ production by ELISA following overnight stimulation with IFN-α or co-culture
with TLR9-activated pDCs. Box plots represent the distribution of MFI for CD69 and TRAIL immune-stainings or IFN-γ concentrations
(first and third quartiles, median and standard error bars) (n = 9 independent experiments with different donors of NK cells and pDCs). Friedman’s test with Dunn’s post-test was used for statistical comparison. ***p ≤ 0.001, **p ≤ 0.01, *p ≤ 0.05 Figure 1: NK cell stimulation by TLR-9 activated pDCs overcomes ALL resistance to NK cell-mediated lysis and
induces a unique activated phenotype. A. Purified human NK cells were stimulated overnight with IFN-α (1000 IU/mL), co-cultured
with activated pDC (pDC+CpG) or unstimulated (NS). Cytotoxic assays were then performed against REH, KOPN8 and Nalm6 cells. Means of n experiments performed in triplicates (n = 5 for REH, n = 3 for Nalm6 and KOPN8) are shown. Means of specific lysis ± SEM
are represented for each ALL cell line and indicated E:T ratio. Paired t-test was used for statistical comparison B.-C. Activated NK cell
phenotype was assessed by flow cytometry and D. IFN-γ production by ELISA following overnight stimulation with IFN-α or co-culture
with TLR9-activated pDCs. Box plots represent the distribution of MFI for CD69 and TRAIL immune-stainings or IFN-γ concentrations
(first and third quartiles, median and standard error bars) (n = 9 independent experiments with different donors of NK cells and pDCs). Friedman’s test with Dunn’s post-test was used for statistical comparison. High expression levels of TRAIL on NK cells
stimulated by activated pDCs The phenotype of activated NK cells following
overnight co-culture with activated pDCs was then
assessed. A marked upregulation of the CD69 activation
marker on pDC-stimulated NK cells (Figure 1B) was
observed. The expression of TRAIL was also highly
increased on NK cells following stimulation with activated
pDCs (Figure 1C). In contrast, the expression of several
other molecules remained unchanged, including FAS-L,
the NK cell activating receptors DNAM-1, NKG2D, In this study, we used three pre-B ALL cell lines that
differed in their levels of expression of NK cell activating
ligands and HLA molecules. All of these cell lines were
resistant to NK cell-mediated lysis in the absence of
prior NK cell stimulation. We hypothesize that activation
of NK cells by TLR-9 activated pDCs could overcome
ALL resistance. We also explored the activating pathways www.impactjournals.com/oncotarget Oncotarget 29441 NKp30, NKp44 and NKp46 and the intracellular levels
of perforin and granzyme B (Supplementary Figure S3). NK cell stimulation by activated pDCs thus led to the
expression of membrane molecules on NK cells. significantly increased when NK cells were co-cultured
with TLR-9-activated pDCs (Figure 1D), showing that
activated pDCs induced not only NK cell cytolytic activity
against ALL but also cytokine production. NK cell activation by TLR-9-activated pDCs is
contact independent and IFN-α dependent ***p ≤ 0.001, **p ≤ 0.01, *p ≤ 0.05 by TLR-9 activated pDCs overcomes ALL resistance to NK cell-mediated lysis and i www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget Oncotarget 29442 igure 2: NK cell activation by TLR9-stimulated pDCs is contact independent and IFN-α dependent. A. Human NK
were co-cultured overnight with activated pDCs in contact or separated with a semipermeable membrane (transwell, TW). No differ
n NK cell cytolytic functions was observed in cytotoxic assays performed against REH cells at indicated E:T ratio. The percentag
pecific lysis (means of 3 independent experiments ± SEM) is presented. B. The expression levels of CD69 and TRAIL were assesse
ow cytometry. The MFI means ± SEM are presented (n = 9), paired t-test was used for statistical comparison *p ≤ 0.05. C. Adding
FN-α and anti-IFN-receptor antibodies during NK/pDCs co-culture inhibits the type I IFN pathway as assessed by intracellular stai
f phosphorylated-STAT1 and STAT1. Histograms are shown with MFI for unstimulated NK cells (NS), isotype control and NK
o-cultured with activated pDCs with or without specific blocking antibodies (n = 3) D CD69 and TRAIL upregulation was abolishe gure 2: NK cell activation by TLR9-stimulated pDCs is contact independent and IFN-α dependent. A. Human NK
ere co-cultured overnight with activated pDCs in contact or separated with a semipermeable membrane (transwell, TW). No differ
NK cell cytolytic functions was observed in cytotoxic assays performed against REH cells at indicated E:T ratio. The percenta
ecific lysis (means of 3 independent experiments ± SEM) is presented B The expression levels of CD69 and TRAIL were assesse Figure 2: NK cell activation by TLR9-stimulated pDCs is contact independent and IFN-α dependent. A. Human NK cells
were co-cultured overnight with activated pDCs in contact or separated with a semipermeable membrane (transwell, TW). No difference
in NK cell cytolytic functions was observed in cytotoxic assays performed against REH cells at indicated E:T ratio. The percentage of
specific lysis (means of 3 independent experiments ± SEM) is presented. B. The expression levels of CD69 and TRAIL were assessed by
flow cytometry. The MFI means ± SEM are presented (n = 9), paired t-test was used for statistical comparison *p ≤ 0.05. C. Adding anti-
IFN-α and anti-IFN-receptor antibodies during NK/pDCs co-culture inhibits the type I IFN pathway as assessed by intracellular staining
of phosphorylated-STAT1 and STAT1. Histograms are shown with MFI for unstimulated NK cells (NS), isotype control and NK cells
co-cultured with activated pDCs with or without specific blocking antibodies (n = 3). D. www.impactjournals.com/oncotarget CD69 and TRAIL upregulation was abolished in
presence of blocking anti-IFN-α antibodies. Histograms are shown with MFI (n = 3). E. Blockade of type I IFN pathway abrogates pDC-
induced anti-leukemic activity of NK cells as assessed by cytotoxic assays (n = 4, E:T=5:1). Paired t-test was used for statistical comparison
**p ≤ 0.01. www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget Oncotarget 29443 were co-cultured in contact with NK cells or separated
by a semi-permeable porous membrane in transwell
plates allowing for the diffusion of soluble factors. We
observed that cytotoxic activity was similar for NK cells
co-cultured with activated pDCs in contact or in transwell
systems (Figure 2A). However, CD69 and TRAIL
expression levels were lower on NK cells stimulated by
activated pDCs in the absence of cell contact (Figure
2B). A combination of blocking monoclonal antibodies
against IFN-α and the type I IFN receptor was then used. The blocking of the IFN-α pathway was first confirmed
by intracellular staining of STAT1 and the phosphorylated
form of STAT1 (Figure 2C). We observed that CD69 and
TRAIL up-regulation on NK cells was entirely dependent
on IFN-α production by activated pDCs (Figure 2D). The anti-leukemic activity of NK cells also was totally
abrogated in the presence of blocking antibodies against
the IFN-α pathway (Figure 2E). Although these results demonstrate that signaling through the type I IFN pathway
is required to overcome pre-B ALL resistance to NK cell-
mediated lysis, IFN-α stimulation alone was unable to
reproduce the NK cell activation profile and NK cell lytic
activity observed with co-culture with activated pDCs. Indeed, when used at a dosage corresponding to the
amount of IFN-α produced by pDCs [27], IFN-α induced
lower TRAIL and CD69 expression levels, lower IFN-γ
production and lower lytic activity against ALL cells than
with NK cells stimulated with activated pDCs (Figure 1). TLR9-activated
pDCs
enhance
NK
cell
degranulation against ALL TLR9-activated
pDCs
enhance
NK
cell
degranulation against ALL surface. To test whether inhibiting KIR/KIR-L interactions
increases NK cell cytotoxicity, Nalm6 cells were chosen,
since they expressed significant levels of HLA class I
molecules, and we were able to find several matched
NK cell donors (i.e. C1/C2 Bw6 genotype). However,
mismatched donors could not be found due to the C1/
C2 genotype of this cell line. The addition of blocking
antibodies against HLA class I molecules significantly
increased the cytotoxic activity of pDC-activated NK cells
as assessed by cytotoxic assays (Figure 3C). This result
indicates that the enhancement of ALL killing by NK cells
activated with pDCs can be further enhanced by a KIR-
HLA mismatch between donor and recipient in the HSCT
setting. NK
cell
degranulation
was
quantified
by
determining LAMP1 (Lysosomal-associated membrane
protein-1)/CD107a surface expression on NK cells
following effector:target contact.[28] We observed that
unstimulated NK cells remained mainly negative for
CD107a following incubation with ALL cells. However,
the percentages of CD107a+ NK cells increased following
NK cell activation. NK cells stimulated by activated pDCs
exhibited a superior ability for degranulation than did
IFN-α-stimulated NK cells (Figure 4A). Moreover, the
proportion of CD107a+ NK cells was higher upon contact
with REH and Nalm6 cells than with KOPN8 cells,
indicating that factors present on target cells determine
the capacity of NK cell degranulation. Figure 4: NK degranulation against ALL is increased following stimulation by TLR9-activated pDCs. A. Purified human
NK cells were stimulated overnight with IFN-α (1000 IU/mL), co-cultured with activated pDC or unstimulated. NK cells were then
incubated with REH, KOPN8 and Nalm6 target cells at ratio 1:1 for 4 h and CD107a expression was assessed by flow cytometry. Graphs
represent means ± SEM of the percentages of CD107a positive cells among CD56+CD3- cells (n = 3). B. Unstimulated NK cells (NS)
and pDC-stimulated NK cells were incubated with a blocking anti-NKG2D antibody or a control IgG1 before degranulation assay. NK
cells were co-cultured with Nalm6 cells (ratio 1:1) for 4 h and the proportion of CD107a+ was assessed by flow cytometry. Percentages of
CD107+ cells among CD3-CD56+ cells are presented with SEM (means of 4 independent experiments). Paired t-test was used for statistical
comparison *p ≤ 0.05, **p ≤ 0.01 Figure 4: NK degranulation against ALL is increased following stimulation by TLR9-activated pDCs. A. KIR/KIR-L blockade further enhances NK cell
cytotoxicity against pre-B ALL As shown in Figures 3A and 3B, the three pre-B
ALL cell lines used exhibit various genotypes of HLA
class I and various levels of HLA class I molecules at their O
t
t
29444
i
tj
l
/
t
t
Figure 3: KIR/KIR-L blockade enhances NK cell cytotoxicity against pre-B ALL. A. Pre-B ALL cell lines express various
levels of HLA class I molecules as assessed by flow cytometry. Representative histograms are shown. B. HLA class I genotype is shown for
REH, KOPN8 and Nalm6 cells. C. Cytotoxic assays against Nalm6 (5:1 E:T ratio) were performed with KIR/HLA class I matched NK cells
(Bw6 C1/C2 donors) in the presence or absence of HLA blocking antibodies. Means of 3 independent experiments performed in triplicates
are shown. Means of specific lysis are represented with SEM. Paired t-test was used for statistical comparison *p ≤ 0.05 Figure 3: KIR/KIR-L blockade enhances NK cell cytotoxicity against pre-B ALL. A. Pre-B ALL cell lines express various
levels of HLA class I molecules as assessed by flow cytometry. Representative histograms are shown. B. HLA class I genotype is shown for
REH, KOPN8 and Nalm6 cells. C. Cytotoxic assays against Nalm6 (5:1 E:T ratio) were performed with KIR/HLA class I matched NK cells
(Bw6 C1/C2 donors) in the presence or absence of HLA blocking antibodies. Means of 3 independent experiments performed in triplicates
are shown. Means of specific lysis are represented with SEM. Paired t-test was used for statistical comparison *p ≤ 0.05 www.impactjournals.com/oncotarget Oncotarget 29444 TLR9-activated
pDCs
enhance
NK
cell
degranulation against ALL Purified human
NK cells were stimulated overnight with IFN-α (1000 IU/mL), co-cultured with activated pDC or unstimulated. NK cells were then
incubated with REH, KOPN8 and Nalm6 target cells at ratio 1:1 for 4 h and CD107a expression was assessed by flow cytometry. Graphs
represent means ± SEM of the percentages of CD107a positive cells among CD56+CD3- cells (n = 3). B. Unstimulated NK cells (NS)
and pDC-stimulated NK cells were incubated with a blocking anti-NKG2D antibody or a control IgG1 before degranulation assay. NK
cells were co-cultured with Nalm6 cells (ratio 1:1) for 4 h and the proportion of CD107a+ was assessed by flow cytometry. Percentages of
CD107+ cells among CD3-CD56+ cells are presented with SEM (means of 4 independent experiments). Paired t-test was used for statistical
comparison *p ≤ 0.05, **p ≤ 0.01 NKG2D, but not DNAM-1, plays a role in the
killing of ligand-positive ALL cells i.e., Nectin-2 for all three cell lines and PVR for Nalm6
(Figure 5C), the addition of a blocking antibody against
DNAM1 did not reduce the cytotoxic activity of activated
NK cells against any of the three ALL cell lines (Figure
5D). The anti-DNAM1 antibody was, however, able to
specifically inhibit NK cell cytotoxicity against other
cancer cell lines (data not shown). Collectively, these
results indicate that the NKG2D-mediated release of
cytotoxic granules plays a role in NK cell lytic activity
against some pre-B ALL cells, depending on the presence
of the corresponding activating ligands. However, DNAM-
1 does not play any role even in the presence of its ligands
on ALL cells. The NK cell activating receptors engaged by ALL
cells to induce NK cell degranulation and cytolytic
functions were then determined. We confirmed that pre-B
ALLs expressed low levels of NKG2D ligands (MICA/B
and ULBP-2), except for Nalm6 cells that expressed high
levels of ULBP-2 (Figure 5A) [17, 29]. Accordingly,
blocking NKG2D resulted in a decrease in Nalm6 specific
lysis (Figure 5B) and a concomitant decrease in CD107+
expression on activated NK cells (Figure 4C). Although
ALL cell lines expressed ligands for the DNAM1 receptor, Figure 5: NKG2D, but not DNAM1, plays a role in pre-B ALL lysis by activated NK cells. A. The expression of the NKG2D
ligands, MICA/B and ULBP2 was assessed by flow cytometry. Histograms are shown for each pre-B ALL cell line (black line: isotype
control; gray filled specific antibody). B. The addition of blocking anti-NKG2D antibody decreased NK cell cytolytic activity against
Nalm6 but not against REH and KOPN8 cells (5:1 E:T ratio). Specific lysis means of 3 independent experiments performed in triplicates
are represented ± SEM. Paired t-test was used for statistical comparison, **p ≤ 0.01 C. The expression of the DNAM1 ligands, Nectin-2
and PVR, was assessed by flow cytometry (black line: isotype control; gray filled specific antibody). Representative histograms are shown
for each pre-B ALL cell line. D. The addition of blocking anti-DNAM1 antibody did not affect NK cell cytolytic activity against all 3 pre-B
ALL cell lines (5:1 E:T ratio). Specific lysis means of 3 independent experiments performed in triplicates ± SEM are represented. Figure 5: NKG2D, but not DNAM1, plays a role in pre-B ALL lysis by activated NK cells. A. The expression of the NKG2D
ligands, MICA/B and ULBP2 was assessed by flow cytometry. www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget Oncotarget 29445 NKG2D, but not DNAM-1, plays a role in the
killing of ligand-positive ALL cells TRAIL-mediated apoptosis plays a major role in
pre-B ALL killing by activated NK cells IFN, an important activator of NK cell lytic functions [33]. Besides the CD69 up-regulation and IFN-γ production
already reported by others,[34, 35] we showed in this
study that activated pDCs induce a strong upregulation
of TRAIL on NK cells. Accordingly, we found that pre-B
ALL cell lysis by pDC-activated NK cells is inhibited by
the blockade of TRAIL/death receptor interactions. Given
that a majority of pre-B ALL blasts express TRAIL-R1
and/or TRAIL-R2 [36] and that pre-B leukemia-initiating
cells are sensitive to TRAIL-mediated apoptosis [37], our
findings are of particular clinical interest to prevent ALL-
relapse following HSCT. Our data, though, indicate that
the release of cytotoxic granules by pDC-activated NK
cells does not play a major role in pDC-induced NK cell
cytotoxicity against ALL. The low expression of NK cell
receptor ligands by ALL or the absence of co-activating
signal required to triggered NK cell degranulation [38]
may be responsible for the minor role of NK cell release of
cytolytic granules. Future studies will delineate precisely
the mechanisms of degranulation in the lysis of ALL cells
by NK cells stimulated by activated pDCs. Since we observed that activated pDCs induced
a high expression of TRAIL on activated NK cells, the
role of TRAIL-mediated apoptosis in the killing of ALL
by pDC-activated NK cells was investigated. We first
observed that all three ALL cell lines expressed the death
receptors TRAIL-R1 (DR4) and TRAIL-R2 (DR5) (Figure
6A). We further showed that the specific lysis of pre-B
ALL was inhibited in the presence of a blocking antibody
against TRAIL. The lysis of KOPN8 was completely
abrogated by TRAIL blockade, whereas lysis inhibition
for REH and Nalm6 was 66% and 50 % respectively
(Figure 6B). These results show that the NK cell-mediated
cytotoxicity of some ALL cell lines, such as KOPN8, is
completely dependent on TRAIL induced apoptosis,
whereas TRAIL plays a major role in the killing of other
cell lines, such as REH and Nalm6. NKG2D, but not DNAM-1, plays a role in the
killing of ligand-positive ALL cells Histograms are shown for each pre-B ALL cell line (black line: isotype
control; gray filled specific antibody). B. The addition of blocking anti-NKG2D antibody decreased NK cell cytolytic activity against
Nalm6 but not against REH and KOPN8 cells (5:1 E:T ratio). Specific lysis means of 3 independent experiments performed in triplicates
are represented ± SEM. Paired t-test was used for statistical comparison, **p ≤ 0.01 C. The expression of the DNAM1 ligands, Nectin-2
and PVR, was assessed by flow cytometry (black line: isotype control; gray filled specific antibody). Representative histograms are shown
for each pre-B ALL cell line. D. The addition of blocking anti-DNAM1 antibody did not affect NK cell cytolytic activity against all 3 pre-B
ALL cell lines (5:1 E:T ratio). Specific lysis means of 3 independent experiments performed in triplicates ± SEM are represented. www.impactjournals.com/oncotarget Oncotarget 29446 Activated pDCs control human pre-B ALL in
humanized mice Overcoming the resistance of pre-B ALL to NK
cell-mediated lysis opens new therapeutic opportunities
for post-transplant NK cell-based immunotherapy in
children with high-risk ALL. Indeed, NK cells are the
first lymphocytes to recover after HSCT during the first
two months post-transplant, when leukemia burden is at
its lowest after the radio-chemotherapeutic conditioning
regimen [4-6]. Increasing the anti-leukemia function
of donor-derived NK cells could therefore decrease the
relapse rate and improve the survival of children with
ALL. The production of IFN-γ by pDCs-activated NK
cells is also expected to be beneficial in the post-HSCT
context. Indeed, it has been shown in several models
that IFN-γ enhances the GvL effect and also protects
against GvHD [39]. Our in vitro and in vivo data pave
the way for future post-transplant NK cell stimulation
by adoptive transfer of third-party activated pDCs. Sufficient amounts of pDCs for adoptive transfer cannot
be obtained from peripheral blood because adult blood
contains very low numbers of pDCs [40]. Fortunately, we
and others have described methods for in vitro expansion
and differentiation of human pDCs from cord blood
progenitors. Indeed, up to 107 functional human pDCs are
obtained from cord blood units, making adoptive transfers
of activated pDCs clinically feasible [26, 30, 41]. We and others recently described that human CD34+
precursors can be cultured and differentiated in pDCs
in vitro [26, 30]. This method allows the production of
high numbers of functional pDCs that can be activated
by TLR ligands. We verified that injection of TLR-9-
activated pDCs in humanized mice induced in vivo NK
cell activation (Supplemental Figure 4). Humanized mice
bearing human ALL were treated by repeated injections
of TLR-9-activated pDCs. As shown by Kaplan-Meier
survival curves, the leukemia onset was significantly
delayed and 30% of the mice survived (Figure 7). These results indicate that activated pDCs are a unique
therapeutic tool to activate NK cells and to control ALL
in vivo. DISCUSSION We showed that the stimulation of NK cells by TLR-
9-activated pDCs overcomes the resistance of ALL cells
to NK cell-mediated killing. We further demonstrated
that high expression of TRAIL was a hallmark of pDC-
activated NK cells and that TRAIL-induced apoptosis of
target cells is the major cytolytic pathway involved in ALL
lysis by pDC-activated NK cells. The inhibition of KIR
engagement by HLA class-I molecules further enhanced
ALL lysis by activated NK cells. Finally, we provide
evidence that NK cell stimulation by activated pDCs can
control ALL in vivo. In agreement with our results, TLR-9 agonist
administration has been shown to induce anti-leukemia
responses in mouse models [42, 43]. However, in the
clinical HSCT setting, the therapeutic efficacy of TLR-9
ligands will depend on the presence of TLR-9 responsive
pDCs. Studies have shown that pDC reconstitution
is delayed following bone marrow transplantation,
reaching normal blood pDC counts one year after
transplantation [44, 45]. We recently reported that despite
the rapid reconstitution of pDC counts after cord blood Cross-talk between NK cells and dendritic cells
(DC) is responsible for enhanced activation of both cell
types and increases their antitumor activity [22, 31, 32]. Among DC subsets, pDCs are the major producers of type I www.impactjournals.com/oncotarget Oncotarget 29447 6: TRAIL mediated apoptosis plays a major role in pre-B ALL lysis by activated NK cells. A. All 3 pre-B ALL ce
press the death receptors, TRAIL-R1 and TRAIL-R2, as assessed by flow cytometry. Representative histograms are shown for eac
LL cell line (black line: isotype control; gray filled specific antibody). B. NK cell-mediated cytotoxic activity against all 3 pre-
ignificantly inhibited by the blockade of TRAIL/TRAIL-R interactions, using a specific blocking antibody against TRAIL (5:1 E
aired t-test was used for statistical comparison, **p ≤ 0.01, *p ≤ 0.05 Figure 6: TRAIL mediated apoptosis plays a major role in pre-B ALL lysis by activated NK cells. A. All 3 pre-B ALL cell
lines express the death receptors, TRAIL-R1 and TRAIL-R2, as assessed by flow cytometry. Representative histograms are shown for each
pre-B ALL cell line (black line: isotype control; gray filled specific antibody). B. NK cell-mediated cytotoxic activity against all 3 pre-B
ALL is significantly inhibited by the blockade of TRAIL/TRAIL-R interactions, using a specific blocking antibody against TRAIL (5:1 E:T
ratio). DISCUSSION Paired t-test was used for statistical comparison, **p ≤ 0.01, *p ≤ 0.05 Figure 6: TRAIL mediated apoptosis plays a major role in pre-B ALL lysis by activated NK cells. A. All 3 pre-B ALL cell
lines express the death receptors, TRAIL-R1 and TRAIL-R2, as assessed by flow cytometry. Representative histograms are shown for each
pre-B ALL cell line (black line: isotype control; gray filled specific antibody). B. NK cell-mediated cytotoxic activity against all 3 pre-B
ALL is significantly inhibited by the blockade of TRAIL/TRAIL-R interactions, using a specific blocking antibody against TRAIL (5:1 E:T
ratio). Paired t-test was used for statistical comparison, **p ≤ 0.01, *p ≤ 0.05 www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget Oncotarget 29448 or proliferation of regulatory T cells that decreases the
GvL effect [46, 47]. IL-15 has recently been reported as
a promising therapeutic cytokine to stimulate both innate
and adaptive immunity against tumors [48]. However, IL-
15 also activates CD8+ cells, leading to a similar risk of
GvHD. More importantly, a recent report has shown that
IL-15 enhances pre-B ALL proliferation and dissemination
in the central nervous system, precluding the use of this
cytokine to increase NK cell functions in ALL patients
[49]. Finally, our study shows that although the IFN-α
pathway is absolutely required for pDC-induced NK cell
activation, IFN-α alone is not able to reproduce TRAIL
upregulation on NK cells and NK cell lytic activity against
ALL observed with pDC-activated NK cells. This result
suggests that other soluble factors participate in NK cell transplantation, these pDCs display impaired IFN-α
production in response to TLR-9 stimulation [26]. A low
number or impaired function of pDCs during the first
months after HSCT is thus a limitation for the use of
TLR-9 agonists in this setting. Fortunately, our in vivo data
show the feasibility of adoptive transfer of activated pDCs
and their efficacy in controlling leukemia. Further pre-
clinical experiments are currently underway to increase
the efficacy of this approach. pDCs have advantages over other candidates for NK
cell activation after HSCT such as cytokine stimulation
with IL-2, IL-15 or IFN-α. The systemic administration
of inflammatory cytokines such as IL-2 induces severe
side effects related to T lymphocyte proliferation and
activation, i.e., severe graft-versus-host disease (GvHD) Figure 7: Activated pDC infusions delay leukemia onset in humanized mice. A. Experimental design. Irradiated newborn NSG
mice were transplanted with 104 human cord blood-derived CD34+ cells. 105 REH ALL cells were intravenously injected in humanized
mice 5-6 weeks after transplantation, followed by four weekly injections of activated pDCs or saline solution for control mice (CTL). B. Survival curves of ALL-bearing humanized mice treated with activated pDCs or saline solution injections. Mice were sacrificed after overt
leukemia onset. Flow cytometry analysis of bone marrow samples confirmed complete leukemia involvement. Log-rank test was used to
compare survival. Figure 7: Activated pDC infusions delay leukemia onset in humanized mice. A. Experimental design. Irradiated newborn NSG
mice were transplanted with 104 human cord blood-derived CD34+ cells. www.impactjournals.com/oncotarget 105 REH ALL cells were intravenously injected in humanized
mice 5-6 weeks after transplantation, followed by four weekly injections of activated pDCs or saline solution for control mice (CTL). B. Survival curves of ALL-bearing humanized mice treated with activated pDCs or saline solution injections. Mice were sacrificed after overt
leukemia onset. Flow cytometry analysis of bone marrow samples confirmed complete leukemia involvement. Log-rank test was used to
compare survival. Figure 7: Activated pDC infusions delay leukemia onset in humanized mice. A. Experimental design. Irradiated newborn NSG
mice were transplanted with 104 human cord blood-derived CD34+ cells. 105 REH ALL cells were intravenously injected in humanized
mice 5-6 weeks after transplantation, followed by four weekly injections of activated pDCs or saline solution for control mice (CTL). B. Survival curves of ALL-bearing humanized mice treated with activated pDCs or saline solution injections. Mice were sacrificed after overt
leukemia onset. Flow cytometry analysis of bone marrow samples confirmed complete leukemia involvement. Log-rank test was used to
compare survival. NK cell stimulation Three pediatric B-cell precursor ALL (pre-B ALL)
cell lines resistant to NK cell-mediated lysis were used
in this study: REH t(12;21), Nalm6 t(5;12) and KOPN-
8 t(11;19) that harbors a rearrangement of the MLL
gene (DSMZ Braunschweig, Germany). Cell lines were
maintained in RPMI-1640 (Wisent, Saint-Bruno, QC)
medium supplemented with 10% heat-inactivated FBS
(Wisent, Canada) and 1% Antibiotic-Antimycotic (Life
Technologies, Burlington, ON) at 37°C in a 5% CO2
atmosphere. All cell lines were negative for mycoplasma
contamination, as assessed by PCR using the Universal
Mycoplasma Detection Kit (ATCC, Manassas, VA). NK cells were plated in a 96-well round-bottom
plate (2×106 cells/mL) and incubated overnight without
stimulation or with human IFN-α (1000 UI/ml) or co-
cultured with pDCs (Lin-HLA-DR+CD123+) (ratio
NK:pDC of 10:1) and CpG-A ODN2216 (10μg/ml)
(Invivogen, San Diego, CA) at 37°C in a 5% CO2
atmosphere. Of note, pDCs and NK cells were not
prepared from the same donor. In some experiments,
24-well microplates equipped with a transwell insert
(0.4μm, Greiner bio-one) were used to prevent direct
contact between NK cells and pDCs. For IFN-α signaling
neutralization assays, NK cells were incubated for 30
minutes with neutralizing anti-IFN-α/β receptor Chain2
and anti-IFN-α antibodies (20μg/ml each) (MMHAR-2
and MMHA-2 respectively; PBL Assay Science,
Piscataway, NJ), prior to the addition of IFN-α or pDCs
and overnight incubation. www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget Oncotarget 29449 Uppsala, Sweden). CD34+ progenitors were isolated
by positive selection using CD34 antibody-conjugated
magnetic microbeads and MiniMACS columns (Miltenyi
Biotec, San Diego, CA) and were seeded at a density
of 2 x 105 cells/mL in serum-free expansion medium
(StemSpanTM SFEM, StemCell Technologies, Vancouver,
BC). The cells were expanded for 7 days with recombinant
human stem cell factor (10 ng/mL), thrombopoietin (50
ng/mL) and FLT3-ligand (100 ng/mL) (all from R&D
System, Minneapolis, MN or Miltenyi Biotec). Expanded
CD34+ hematopoietic stem cells (HSCs) were then
cultured with rhIL-7 (10ng/mL, Cytheris, France), TPO
and Flt3-ligand for 7 days of differentiation. The cultures
were refreshed every 2 days and maintained for a total of
14 days at 37°C in a humidified incubator with 5% CO2. Cells were stained with the labelled mouse anti-human
antibodies and pDCs (Lin-HLA-DR+CD123+) were sorted
by flow cytometry (FACS Aria, BD Biosciences, San Jose,
CA). The functional characteristics of expanded pDCs
have been described elsewhere [26]. activation induced by activated pDCs. The characterization
of these cytokines and chemokines is underway and will
be of particular importance for future clinical applications. p
p
pp
Although several laboratory and clinical studies
have shown that KIR mismatch alone is not sufficient
to activate NK cells and eradicate ALL [50-54], we
showed here that blockade of the HLA-KIR recognition
further increases ALL lysis by pDC-activated NK cells. This finding has important clinical implications. NK cell
stimulation by activated pDCs can be expected to be more
efficient in the context of a KIR mismatch between donor
and recipient. Similarly, it has recently been reported that
the cytotoxicity of expanded NK cells against pediatric
pre-B ALL was higher when donor NK cells were KIR
mismatched with their targets [55]. Together, these results
indicate that post-HSCT NK cell-based immunotherapy
has a greater chance of success if donor derived NK cells
are not inhibited by KIR/HLA interactions. In conclusion, our data show that the resistance
of ALL to NK cell lysis can be overcome by the use
of activated pDCs to increase NK cell lytic functions. These data open new opportunities of post-transplant
immunotherapy based on NK cell stimulation by activated
pDCs with many advantages over other methods of post-
transplant NK cell stimulation. Pre-clinical experiments
are currently underway to refine this approach. NK cell and pDC isolation from peripheral blood Peripheral blood mononuclear cells (PBMC) from
healthy volunteers were isolated by Ficoll-PaquePLUS
density gradient centrifugation. NK cells and pDCs were
then isolated by negative selection with the EasySep® NK
Cell Enrichment Kit and the EasySep® pDC Enrichment
Kit (StemCell Technologies), respectively. The purity of
NK cells and pDCs was always above 95%. pDC expansion and differentiation from cord
blood CD34+ cells Human pDCs were expanded and differentiated
from purified cord blood-CD34+ progenitors as described
[26]. Briefly, Cord blood units were obtained from the
CHU Sainte-Justine Research Center cord blood bank
with approval from the Institutional Review Board. Mononuclear cells were isolated by gradient centrifugation
on Ficoll-PaquePLUS (GE Healthcare Bio-Science AB, Degranulation assays CD107a staining was used to assess NK cell
degranulation against ALL cell lines as previously
described.[28] Briefly, after an overnight incubation with
activated pDCs or IFN-α, NK cells were harvested and
cultured with ALL cells at 1:1 E:T ratio, in the presence of
PE-conjugated CD107a- specific mAb (BD Biosciences). Monensin (Golgi-stop, BD Biosciences) was added to the
co-culture one hour after the beginning of the incubation
to avoid the degradation of reinternalized proteins from
the surface. Cells were incubated for three additional
hours and then stained with APC-conjugated anti-CD56
and PE-Cy7-conjugated anti-CD3 before being analyzed
by flow cytometry. www.impactjournals.com/oncotarget www.impactjournals.com/oncotarget Oncotarget 29450 Dosage of IFN-γ production The ability of NK cells to kill pre-B ALL cell lines
was assessed by cytotoxic assays using flow cytometry
with the LIVE/DEAD® Cell-mediated cytotoxicity kit
(Life Technologies, Invitrogen). Target cells were labelled
with the green-fluorescent membrane dye DiOC18. NK
cells were harvested after overnight stimulation. NK and
target cells were then plated in triplicates at different
Effector:Target (E:T) ratios (ranging from 1:5 to 5:1) in
a 96-well coned plate. Cells were briefly spun to provide
immediate contact between NK cells and targets and then
incubated for two hours at 37°C. Dead cells were then
stained with propidium iodide (PI) and counting beads
were added. Flow cytometry analysis was performed
using an LSR Fortessa cytometer (BD Bioscience, San
Jose, CA) and data were analyzed with FlowJo software
(Tree Star, Ashland, OR). Absolute numbers of live target
cells were assessed (DiOC+PI-) and data were expressed
as the percentage of specific lysis calculated by the
following formula: specific lysis (%) = [(#absolute live
cells – #experimental live cells)/(#absolute live cells)] ×
100. For blocking experiments, after Fc receptor saturation
with purified mouse IgG1, NK cells were incubated with
30μg/ml of purified NA/LE mouse anti-human CD253
(TRAIL) mAb or purified NA/LE mouse anti-human
CD226 (DNAM-1) mAb (BD Pharmingen, San Jose, CA)
or anti-human NKG2D (Amgen, Mississauga, ON) for 30
minutes at RT as previously described.[56] NK cells were stimulated overnight as described
above. Supernatants were collected and stored at
-80°C. IFN-γ dosage was performed by enzyme-linked
immunosorbent assay (ELISA) (PBL InterferonSource,
Piscataway, NJ). In vivo control of leukemia Nod/Scid/IL-2Rγ-/- mice were purchased from the
Jackson Laboratory and maintained in pathogen-free
conditions. Humanized mice were generated as previously
described [57]. Briefly, newborn (1-3-day-old) mice
received sub-lethal (1 Gy) total body irradiation from an
X-ray source (Faxitron CP160), and were injected intra-
hepatically with 104 human CD34+ purified from cord
blood units. Protocols for generating humanized mice were
approved by our local Animal Care Committee according
to the guidelines of the Canadian Council on Animal Care
in Science. To promote human NK cell differentiation,
humanized mice received human IL-15/IL-15Rα-Fc
complex (ALT803, Altor Biosciences [58]) once a week
for seven weeks starting six weeks after transplantation. To
reproduce human ALL in humanized mice, 104 REH cells
were injected intravenously 8 weeks after transplantation,
followed 24 h later by infusions of activated pDCs (105
pDCs per mouse). pDC injections were repeated once a
week for five weeks. A group of humanized mice injected
with REH cells and treated with saline injection was
used as control. Leukemia development was monitored
by weekly bleeding and mice were sacrificed when overt
leukemia signs were reached. Immunophenotypic analysis by flow cytometry NK cell phenotype was assessed by flow cytometry
after overnight stimulation with IFN-α or TLR9-activated
pDCs. Unstimulated NK cells were used as controls. All
conjugated monoclonal antibodies were purchased from
BD Biosciences or Biolegend. We used FITC-conjugated
anti-CD69 and anti-Granzyme B; PE-conjugated anti-
NKp44, anti-Fas-ligand, anti-perforin, anti-NKG2D, anti-
DNAM-1 and anti-TRAIL; alexa-fluor® 647-conjugated
anti-NKp30; brilliant violet 421™-conjugated anti-
NKp46. Granzyme B and perforin protein expression were
assessed by intracellular staining as previously described. [28] The expression of death receptors, NKG2D and
DNAM-1 ligands as well as HLA class I molecules was
assessed on pre-B ALL cell lines using APC-conjugated
anti-DR4, PE-conjugated anti-DR5, PE-conjugated
anti-PVR, PE-conjugated anti-Nectin2, PE-conjugated
anti-MICA/MICB, PE-conjugated anti-ULBP2 and PE-
conjugated anti-HLA class I. Flow cytometry analysis was
performed with LSR Fortessa cytometer and data were
analyzed with FlowJo software. GRANT SUPPORTS 9. Bakker AB, Wu J, Phillips JH and Lanier LL. NK cell
activation: distinct stimulatory pathways counterbalancing
inhibitory signals. Human immunology. 2000; 61:18-27. This research study was conducted with support
from C17 and funded by the Childhood Cancer Canada
Foundation, Charles-Bruneau Foundation and Canadian
Institutes of Health Research (CIHR). MC and YRD
were supported by the Fondation du CHU Sainte-Justine/
Fondation des Étoiles. YRD was also supported by the
Fonds de la Recherche du Québec - Santé (FRQS). 10. Moretta A, Bottino C, Vitale M, Pende D, Cantoni C,
Mingari MC, Biassoni R and Moretta L. Activating
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D, Goutagny MP, Glasman L, Loundou AD, Poitevin-Later
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330. The authors would like to express their gratitude
to Dr. Françoise Le Deist for her critical reading of
this manuscript and helpful comments and Lubomir
Alexandrov for sharing his expertise in statistical analysis. They wish to thank Amgen Inc. for generously providing
anti-NKG2D blocking antibody, Cytheris, France, for
supplying human recombinant IL-7 and Dr. Wong from
Altor Bioscience for supplying with human IL-15/IL-
15Rα-Fc complex. They would also like to thank Ines
Boufaied and Danièle Gagné for cell sorting assistance and
the clinical research team at the Centre de Cancérologie
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Exploring changes in depression and radiology-related publications research focus: A bibliometrics and content analysis based on natural language processing
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Frontiers in psychiatry
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cc-by
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Exploring changes in depression
and radiology-related
publications research focus: A
bibliometrics and content
analysis based on natural
language processing OPEN ACCESS
EDITED BY
Jiliang Fang,
Guang’anmen Hospital, China
Academy of Chinese Medical Sciences,
China
REVIEWED BY
Raman Kumar,
Guru Nanak Dev Engineering College,
India
Dan Ma,
Xiyuan Hospital, China Academy
of Chinese Medical Sciences, China
*CORRESPONDENCE
Lingyu Kong
kong_lingyu@csu.edu.cn
SPECIALTY SECTION
This article was submitted to
Computational Psychiatry,
a section of the journal
Frontiers in Psychiatry
RECEIVED 26 July 2022
ACCEPTED 14 November 2022
PUBLISHED 30 November 2022 Kangtao Wang1,2, Fengbo Tan1,2, Zhiming Zhu3 and
Lingyu Kong3* Kangtao Wang1,2, Fengbo Tan1,2, Zhiming Zhu3 and
Lingyu Kong3* 1Department of General Surgery, Xiangya Hospital, Central South University, Changsha, Hunan,
China, 2National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South
University, Changsha, Hunan, China, 3Department of Radiology, Xiangya Hospital, Central South
University, Changsha, Hunan, China Objective: This study aims to construct and use natural language processing
and other methods to analyze major depressive disorder (MDD) and radiology
studies’ publications in the PubMed database to understand the historical
growth, current state, and potential expansion trend. CITATION
Wang K, Tan F, Zhu Z and Kong L
(2022) Exploring changes
in depression and radiology-related
publications research focus:
A bibliometrics and content analysis
based on natural language
processing. Methods: All MDD radiology studies publications from January 2002 to
January 2022 were downloaded from PubMed using R, a statistical computing
language. R and the interpretive general-purpose programming language
Python were used to extract publication dates, geographic information,
and abstracts from each publication’s metadata for bibliometric analysis. The generative statistical algorithm “Latent Dirichlet allocation” (LDA) was
applied to identify specific research focus and trends. The unsupervised
Leuven algorithm was used to build a network to identify relationships
between research focus. Front. Psychiatry 13:978763. doi: 10.3389/fpsyt.2022.978763 © 2022 Wang, Tan, Zhu and Kong. This
is an open-access article distributed
under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in
other forums is permitted, provided
the original author(s) and the copyright
owner(s) are credited and that the
original publication in this journal is
cited, in accordance with accepted
academic practice. No use, distribution
or reproduction is permitted which
does not comply with these terms. Results: A total of 5,566 publications on MDD and radiology research were
identified, and there is a rapid upward trend. TYPE Original Research
PUBLISHED 30 November 2022
DOI 10.3389/fpsyt.2022.978763 TYPE Original Research
PUBLISHED 30 November 2022
DOI 10.3389/fpsyt.2022.978763 TYPE Original Research
PUBLISHED 30 November 2022
DOI 10.3389/fpsyt.2022.978763 Exploring changes in depression
and radiology-related
publications research focus: A
bibliometrics and content
analysis based on natural
language processing The top-cited publications were
11,042, and the highly-cited publications focused on improving diagnostic
performance and establishing imaging standards.Publications came from 76
countries, with the most from research institutions in the United States and
China. Hospitals and radiology departments take the lead in research and
have an advantage. The extensive field of study contains 12,058 Medical
Subject Heading (MeSH) terms. Based on the LDA algorithm, three areas were
identified that have become the focus of research in recent years, “Symptoms
and treatment,” “Brain structure and imaging,” and “Comorbidities research.” Conclusion: Latent Dirichlet allocation analysis methods can be well used
to analyze many texts and discover recent research trends and focus. In Frontiers in Psychiatry 01 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 10.3389/fpsyt.2022.978763 the past 20 years, the research on MDD and radiology has focused on
exploring MDD mechanisms, establishing standards, and constructing imaging
methods. Recent research focuses are “Symptoms and sleep,” “Brain structure
study,” and “functional connectivity.” New progress may be made in studies on
MDD complications and the combination of brain structure and metabolism. major
depressive
disorder,
radiology,
bibliometric
analysis,
Latent
Dirichlet
allocation, machine learning Research design Current research shows that MDD is closely related to
brain structure and function changes. With the development of
radiology, significant progress has been made in exploring the
neurobiological mechanisms of MDD (7). Radiology can not
only use a variety of non-invasive methods to detect and analyze
brain structure but also explore MDD brain function and brain
connectivity through functional magnetic resonance imaging
(fMRI) (8). In addition, techniques such as positron emission
tomography (PET) and magnetic resonance spectroscopy
(MRS) can track a variety of substances, thereby revealing the
relationship between depression and brain metabolism (9, 10). Therefore, radiology has an essential function as a diagnostic
and research tool to explore the pathogenesis of MDD. The study design was based on compliance with the
fundamental principles of bibliometrics (14, 15). The study
employed a two-stage structured approach to bibliometric
analysis and visual assessment of published scientific literature. The PubMed database is a biomedical specialty database
containing compound search strategies and is a free, publicly
available database. The PubMed database is used for research
purposes, and PubMed contains Application Programming
Interface (API) that can export abstracts. In addition, all MDD
and its radiology-related publications must be searched as
thoroughly as possible for research purposes. The text volume of MDD and Radiology publications
worldwide has exceeded tens of millions of words, and it
is impossible to extract the information from the papers by
reading. The correlation between papers, continuity, and other
complex internal correlation information has exceeded the
scope of human subjective understanding. Natural language
processing (NLP) is a machine learning technology tool
specializing in text processing (11). It has been widely used in
medical research. It can analyze many texts, extract research
topics, and visually facilitate researchers to understand massive
texts and extract internal correlations (12, 13). Frontiers in Psychiatry Introduction various algorithms, such as Latent Dirichlet allocation (LDA),
to discover changes in research focus and future predictions. This research aims to use the NLP method and multiple
algorithms, such as LDA, to conduct a bibliometric analysis
of all publications related to depression and radiology in the
past 20 years. This study hopes to extract relevant research
focus, discover changes in research content, predict possible
future breakthroughs direction, and summarize the research of
the last 20 years. Major depressive disorder (MDD) is an affective psychosis
characterized by depression with symptoms such as sleep
disturbance, anxiety, and physical discomfort (1, 2). MDD is one
of the leading causes of disability and suicide, with more than
800,000 suicides worldwide (3). It is the fourth leading disabling
disease globally (4). To make matters worse, the pathogenesis
of MDD is not well understood, and treatment options are
limited (5). Furthermore, under the influence of the COVID-
19 pandemic, the number of MDD patients and the degree of
deterioration will increase (6). MDD will cause great trouble to
human health in the foreseeable future. The number of publications of
radiology and major depressive
disorder-related research is increasing
every year From 2002 to 2022, 5,566 relevant publications were
included, as shown in the flowchart (Figure 1A). A total of
237 publications were manually excluded, and the exclusion
criteria were missing data if the publications were conference
abstracts, conference papers, corrections, book reviews, or
news items. The number of remaining 5,566 publications was
further reduced due to the manual exclusion of non-English
publications or publications with incomplete abstracts, resulting
in a remaining 5,409 publications. The LDA bibliometric
modeling approach further analyzed these selected publications. Results The R language1 (version: 4.1.3) was used to access the
PubMed database through the pubquery package and download
publications limited to publication dates from January 1, 2002,
to January 1, 2022. In order to include the total number of
possible publications, the most comprehensive search strategies
“depression” and “radiology” were adopted and the database was
eventually downloaded. For specific search terms, please refer
to the Supplementary material. Tables and visualizations are
based on R and Excel (Microsoft Corporation, Redmond, WA,
USA). Search and download code is available in R through the
easyPubMed package.2 Inclusive and exclusive criteria The LDA-related code is available in the Supplementary
material (see footnote 2). TABLE 1 Major depressive disorder (MDD) and radiology publications
assortment steps. TABLE 1 Major depressive disorder (MDD) and radiology publications
assortment steps. including publication year, geographic information, abstract,
study type, and Medical Subject Heading (MeSH) terms. MeSH
terms are a controlled vocabulary dictionary produced by the
National Library of Medicine.4 The PubMed database uses
MeSH terms to summarize the topic content of each publication,
and MeSH terms were used to conduct a preliminary analysis
of the development of research topics. LDA is an unsupervised
topic model algorithm built according to previous research
methods (16). LDA identifies abstracts for all publications
and sets the number of identified topics to 50. Criteria for
topic number selection are based on appropriate perplexity,
redundancy, and legibility levels. LDA is used to identify more
specific research topics based on algorithmically computed
topic probabilities and the opinions of all authors, ultimately
manually determining the topic of each article. Heatmaps were
generated in R to describe research topics and publication dates. Cluster analysis was performed using the Louvain algorithm
in Gephi software5 (version 0.9.4) to build topic networks and
determine relationships between topics. The two topics with
the highest attribution probability in each article were used
to calculate the number of co-occurrences in each document
(17). The LDA-related code is available in the Supplementary
material (see footnote 2). Exploration
steps
Query on
pubMed
Description obtain changes in the focus of research topics in publications in
this field and their correlations. Inclusive and exclusive criteria Table 1 shows the steps to obtain the complete raw data in
the PubMed database. All MDD Radiology-related publications
were published between January 1, 2002, and January 1,
2022, resulting in 5,803 publications. Missing data, conference
abstracts, conference proceedings, book reviews, and news items
were excluded, and ultimately 5,566 publications were included
in the bibliometric analysis (Figure 1). Details of inclusion and
exclusion are shown in Table 2. After excluding publications
with the most non-English and incomplete abstracts, the final
5,406 publications were analyzed by the LDA algorithm to This study aimed to perform a bibliometric analysis of
all publications related to depression and radiology over the
past 20 years. Further build and use NLP methods and 02 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 10.3389/fpsyt.2022.978763 TABLE 1 Major depressive disorder (MDD) and radiology publications
assortment steps. Exploration
steps
Query on
pubMed
Description
1
Depression
"depressed"[All Fields] OR "depression"[MeSH
Terms] OR "depression"[All Fields] OR
"depressions"[All Fields] OR "depression’s"[All
Fields] OR "depressive disorder"[MeSH Terms]
OR ("depressive"[All Fields] AND "disorder"[All
Fields]) OR "depressive disorder"[All Fields] OR
"depressivity"[All Fields] OR "depressive"[All
Fields] OR "depressively"[All Fields] OR
"depressiveness"[All Fields] OR "depressives"[All
Fields]
2
AND
Stop word: and
3
Radiology
"radiology"[MeSH Terms] OR "radiology"[All
Fields] OR "radiography"[MeSH Terms] OR
"radiography"[All Fields] OR "radiology’s"[All
Fields]
4
Data limiation (2002:2022[pdat]) including publication year, geographic information, abstract,
study type, and Medical Subject Heading (MeSH) terms. MeSH
terms are a controlled vocabulary dictionary produced by the
National Library of Medicine.4 The PubMed database uses
MeSH terms to summarize the topic content of each publication,
and MeSH terms were used to conduct a preliminary analysis
of the development of research topics. LDA is an unsupervised
topic model algorithm built according to previous research
methods (16). LDA identifies abstracts for all publications
and sets the number of identified topics to 50. Criteria for
topic number selection are based on appropriate perplexity,
redundancy, and legibility levels. LDA is used to identify more
specific research topics based on algorithmically computed
topic probabilities and the opinions of all authors, ultimately
manually determining the topic of each article. Heatmaps were
generated in R to describe research topics and publication dates. Cluster analysis was performed using the Louvain algorithm
in Gephi software5 (version 0.9.4) to build topic networks and
determine relationships between topics. The two topics with
the highest attribution probability in each article were used
to calculate the number of co-occurrences in each document
(17). 4
https://www.ncbi.nlm.nih.gov/mesh
5
https://gephi.org/ 1
https://www.r-project.org/
2
https://cran.r-project.org/web/packages/easyPubMed/index.html
3
https://www.python.org/ 3
https://www.python.org/ Latent Dirichlet allocation and
algorithms and analytical methods After the publication acquisition, the publication was
processed and analyzed based on the flowchart in Figure 1A. Guido van Rossum created Python in the Netherlands in
the early 1990s at Stichting Mathematisch Centrum. Python
provides efficient data structures and simple and effective object-
oriented programming and is widely used in machine learning
and NLP. Python3 (version 3.10.4) extracted publication data, Eighty-nine publications related to depression and radiology
were found in 2002, which increased to 714 publications in 2021
(Figure 1B). An average of 278 publications were published
annually, representing an average annual growth rate of 14.4%. Using exponential function fitting found that R2 = 0.96, and the
composite function y = 69.748e0.1101x can describe the number Frontiers in Psychiatry Frontiers in Psychiatry 03 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 FIGURE 1
The number of publications on radiology and depression has increased rapidly over the past 20 years. (A) Using the search terms depression
and radiology in the PubMed database, download publications through the R pubquery package. Missing data or when the publication was a
meeting abstract, proceedings paper, a correction, a book review, or a news item were manually excluded, and finally, 5,566 publications were
included in the general analysis. LDA analyzed 5,409 publications. (B) Publications analyzed by LDA, Python. Data were visualized using Excel. The number of publications is shown each year, and y = 69.748e0.1101x is the fitted function. FIGURE 1
The number of publications on radiology and depression has increased rapidly over the past 20 years. (A) Using the search terms depression
and radiology in the PubMed database, download publications through the R pubquery package. Missing data or when the publication was a
meeting abstract, proceedings paper, a correction, a book review, or a news item were manually excluded, and finally, 5,566 publications were
included in the general analysis. LDA analyzed 5,409 publications. (B) Publications analyzed by LDA, Python. Data were visualized using Excel. The number of publications is shown each year, and y = 69.748e0.1101x is the fitted function. of publications well. It is expected that there will be 750 and 840
publications in 2022 and 2023. to 110 in 2017–2021, and the Multicenter Study publications
also increased considerably, indicating that a large number of
clinical trials in this field have been published. Based on the
data, it can be assumed that more than 130 clinical trials are in
progress. Latent Dirichlet allocation and
algorithms and analytical methods In order to further explore the research types, eight
categories based on the classification of publications provided
by the PubMed database were identified: Case Reports, Review,
Comparative Study, Randomized Controlled Trial, Multicenter
Study, Clinical Trial and Study, Meta-Analysis, Systematic
Review. In the past 20 years, the number of all types of
research has increased significantly, the most notable is Review,
from 47 in 2002–2006 to 182 in 2017–2021(Supplementary
Table 1 and Figure 2). On the other hand, the number of
Randomized Controlled Trial published from 19 in 2002–2006 High-cited publications focus on
establishing criteria for the diagnosis of
major depressive disorder and
constructing imaging methods High-cited publications are considered critical publications
for research in related fields. Internal citations were also
given more importance among the publications included in
the analysis. It was found that the total number of citations
exceeded 60,000, of which 105 were internally cited the most,
accounting for 2% of the total included publications (Table 4
and Supplementary Table 2). The most internally cited is N
Tzourio-Mazoyer’s macroscopic brain anatomy by MRI, totaling
11,042 citations (28). The results suggest that the most cited
publication can be roughly divided into two categories. The first
research focuses on the establishment of diagnostic criteria for
depression. Multiple research has established diagnostic criteria,
including scales and grading methods used by physicians, and
the diagnosis of MDD has been further strengthened based on
these definitive studies (29–33). The other is the detection of MDD brain regions in
radiology methods, such as the cerebral cortex, Large-Scale
Network Dysfunction, and the use of influence studies to study
MDD and to determine its correlation and build a scale (34–
36). These highly cited papers have played a vital role in clinical
research, diagnosis, and image registration algorithm. These two
types of publications will be cited more in the future based
on the research results, these studies have found a precise
and reproducible research pattern in the complex relationship
between MDD and imaging to a certain extent, and the number
of citations will be increased in the foreseeable future. mean a more significant impact and a link to research. In
addition, the number of internal citations by other selected
publications is considered to be a critical performance in the
field. A total of 395 publications were extracted and identified
as reviews. The essential characteristics of the number of
publications are shown in Figure 1. The average number of
publications is 19.75 per year, and it can be found that the
number of publications has increased significantly since 2016,
and it is expected that the number of papers published in
2022 maybe 80. Table 3 shows the 10 most internally cited
reviews and their total citation counts. Among them, Bolay
H’s migraine model research is the most cited internally, with
10 internal citations (18), and Julian’s inconsistency in meta-
analyses research, with total citations of 36,995. High-cited reviews focus on reviews
related to pathogenic mechanisms Review plays a role in summarizing a branch research
direction in MDD and radiology research. High citations often Frontiers in Psychiatry 04 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 10.3389/fpsyt.2022.978763 TABLE 2 Inclusive and exclusive criteria. Parameter of
selection of a
publication
Inclusion
criterion
Exclusion
criterion
Rationale for
inclusion–
exclusion
Language
English
All other
languages
The working language of
LDA algorithm is
English. Year
2002–2021
Publications
before 2021 and
after 2002
2022’s publications
cannot be included
because it has not been
fully published
Publication Type
All
Missing data,
meeting
abstract,
proceeding
paper, book
review, news
item
In addition to
incomplete content, try
to include research
articles and review
Funding sponsor
All
No exclusion
This parameter does not
affect the selection
criterion
Affiliation
All
No exclusion
This parameter does not
affect the selection
criterion
Funding
All
No exclusion
This parameter does not
affect the selection
criterion
Country
All
No exclusion
Publication from each
country has its
significance studies based on trials and data may appear in the future to guide
research on MDD and radiology-related mechanisms. studies based on trials and data may appear in the future to guide
research on MDD and radiology-related mechanisms. Frontiers in Psychiatry Hospitals play an essential role in
major depressive disorder and
radiology research The organization of a publication can often indicate the
publication’s research location and characteristics. Because
multiple research institutions often accompany publications. The PubMed database provides the detailed organization of each
author of the manuscript. The publications’ first organization
was analyzed to facilitate statistics and refine the author’s specific
department. The organization that published the most papers
was Huaxi MR Research Center from West China Hospital,
Sichuan University, China, with 25 publications, followed by
the Department of Psychiatry, University of Munster, Munster,
Germany, with 12 publications (Table 5). It was found that
most research organizations were hospitals, especially radiology High citation review mainly covers the mechanism of
acute injury, inflammation, genetic factors, trauma, vascular
microembolism, ischemia, and migraine model on MDD, and
also includes the criteria and discussion of systematic review
methods (18–27). It shows that high-cited reviews focus on
reviews related to pathogenic mechanisms, and this trend will
continue (Figure 2 and Supplementary Figure 1). At the same
time, combined with Meta-analysis and the increase in the
number of publications of clinical trials, more systematic review 05 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 FIGURE 2
Changes in depression and radiology publication types over the last 20 years. Publication types are defined by the PubMed database and
extracted using Python. TABLE 3 Top 10 review publications of major depressive disorder (MDD) and radiology based on internal citations. Reference title
DOI
Title
Internal
citation
Total citation
Nat Med. 2002
Feb;8(2):136-42
10.1038/nm0202-136
Intrinsic brain activity triggers trigeminal meningeal
afferents in a migraine model (18)
10
825
BMJ. 2003 Sep
6;327(7414):557-60
10.1136/bmj.327.7414.557
Measuring inconsistency in meta-analyses (19)
9
36,995
J Cereb Blood Flow Metab. 2009 Sep;29(9):1517-27
10.1038/jcbfm.2009.73
Persistent increase in oxygen consumption and impaired
neurovascular coupling after spreading depression in rat
neocortex (24)
9
151
Nat Med. 2011
Apr;17(4):439-47
10.1038/nm.2333
The role of spreading depression, spreading depolarization
and spreading ischemia in neurological disease (26)
9
704
PLoS Med. 2009 Jul
21;6(7):e1000097
10.1371/journal.pmed.1000097
Preferred reporting items for systematic reviews and
meta-analyses: the PRISMA statement (23)
9
24,250
Ann Neurol. 2010
Feb;67(2):221-9
10.1002/ana.21871
Microemboli may link spreading depression, migraine
aura, and patent foramen ovale (25)
8
200
J Cereb Blood Flow Metab. 2011 Jan;31(1):17-35
10.1038/jcbfm.2010.191
Clinical relevance of cortical spreading depression in
neurological disorders: migraine, malignant stroke,
subarachnoid and intracranial hemorrhage, and traumatic
brain injury (27)
8
389
J Clin Invest. Hospitals play an essential role in
major depressive disorder and
radiology research 2009
Jan;119(1):99-109
10.1172/JCI36059
Genetic and hormonal factors modulate spreading
depression and transient hemiparesis in mouse models of
familial hemiplegic migraine type 1(21)
8
195
Biol Psychiatry. 2009 May
1;65(9):732-41
10.1016/j.biopsych.2008.11.029
Inflammation and its discontents: the role of cytokines in
the pathophysiology of major depression (22)
7
2,335
Brain. 2006 Mar;129(Pt
3):778-90
10.1093/brain/awh716
Cortical spreading depression and peri-infarct
depolarization in acutely injured human cerebral cortex
(20)
7
299 FIGURE 2
Changes in depression and radiology publication types over the last 20 years. Publication types are defined by the PubMed database and
extracted using Python. FIGURE 2
Changes in depression and radiology publication types over the last 20 years. Publication types are defined by the PubMed database and
extracted using Python. p
p
j
p
(
)
gy
Reference title
DOI
Title
Internal
citation
Total citation
Nat Med. 2002
Feb;8(2):136-42
10.1038/nm0202-136
Intrinsic brain activity triggers trigeminal meningeal
afferents in a migraine model (18)
10
825
BMJ. 2003 Sep
6;327(7414):557-60
10.1136/bmj.327.7414.557
Measuring inconsistency in meta-analyses (19)
9
36,995
J Cereb Blood Flow Metab. 2009 Sep;29(9):1517-27
10.1038/jcbfm.2009.73
Persistent increase in oxygen consumption and impaired
neurovascular coupling after spreading depression in rat
neocortex (24)
9
151
Nat Med. 2011
Apr;17(4):439-47
10.1038/nm.2333
The role of spreading depression, spreading depolarization
and spreading ischemia in neurological disease (26)
9
704
PLoS Med. 2009 Jul
21;6(7):e1000097
10.1371/journal.pmed.1000097
Preferred reporting items for systematic reviews and
meta-analyses: the PRISMA statement (23)
9
24,250
Ann Neurol. 2010
Feb;67(2):221-9
10.1002/ana.21871
Microemboli may link spreading depression, migraine
aura, and patent foramen ovale (25)
8
200
J Cereb Blood Flow Metab. 2011 Jan;31(1):17-35
10.1038/jcbfm.2010.191
Clinical relevance of cortical spreading depression in
neurological disorders: migraine, malignant stroke,
subarachnoid and intracranial hemorrhage, and traumatic
brain injury (27)
8
389
J Clin Invest. 2009
Jan;119(1):99-109
10.1172/JCI36059
Genetic and hormonal factors modulate spreading
depression and transient hemiparesis in mouse models of
familial hemiplegic migraine type 1(21)
8
195
Biol Psychiatry. 2009 May
1;65(9):732-41
10.1016/j.biopsych.2008.11.029
Inflammation and its discontents: the role of cytokines in
the pathophysiology of major depression (22)
7
2,335
Brain. 2006 Mar;129(Pt
3):778-90
10.1093/brain/awh716
Cortical spreading depression and peri-infarct
depolarization in acutely injured human cerebral cortex
(20)
7
299 Reference title 06 Frontiers in Psychiatry frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 TABLE 4 Top 10 cited publications of major depressive disorder (MDD) and radiology. Reference title
DOI
Title TABLE 4 Top 10 cited publications of major depressive disorder (MDD) and radiology. Reference title
DOI
Title
Internal
citation
Total citations
Neuroimage. 2002
Jan;15(1):273-89
10.1006/nimg.2001.0978
Automated anatomical labeling of activations in SPM using
a macroscopic anatomical parcellation of the MNI MRI
single-subject brain (28)
109
11,042
Biol Psychiatry. 2007 Sep
1;62(5):429-37
10.1016/j.biopsych.2006.09.020
Resting-state functional connectivity in major depression:
abnormally increased contributions from subgenual
cingulate cortex and thalamus (50)
84
1,506
JAMA Psychiatry. 2015
Jun;72(6):603-11
10.1001/jamapsychiatry.2015.0071
Large-Scale Network Dysfunction in Major Depressive
Disorder: A Meta-analysis of Resting-State Functional
Connectivity (36)
76
941
Neuroimage. 2006 Jul
1;31(3):968-80
10.1016/j.neuroimage.2006.01.021
An automated labeling system for subdividing the human
cerebral cortex on MRI scans into gyral based regions of
interest (35)
68
6,651
Neuron. 2002 Jan
31;33(3):341-55
10.1016/s0896-6273(02)00569-X
Whole brain segmentation: automated labeling of
neuroanatomical structures in the human brain (34)
68
5,508
Ann N Y Acad Sci. 2008
Mar;1124:1-38
10.1196/annals.1440.011
The brain’s default network: anatomy, function, and
relevance to disease (31)
63
6,922
Neuroimage. 2007 Oct
15;38(1):95-113
10.1016/j.neuroimage.2007.07.007
A fast diffeomorphic image registration algorithm (30)
62
5,255
Neuroimage. 2012 Feb
1;59(3):2142-54
10.1016/j.neuroimage.2011.10.018
Spurious but systematic correlations in functional
connectivity MRI networks arise from subject motion (33)
61
4,631
Neuroimage. 2004;23 Suppl
1:S208-19
10.1016/j.neuroimage.2004.07.051
Advances in functional and structural MR image analysis
and implementation as FSL (29)
55
8,671
Proc Natl Acad Sci U S A. 2010 Jun 15;107(24):11020-5
10.1073/pnas.1000446107
Resting-state functional MRI in depression unmasks
increased connectivity between networks via the dorsal
nexus (32)
55
768 (Figure 3B). The study found that Southeast Asia and Africa
contributed less than 5% of the total publications. Based on
geographic data, the vast majority of the world’s population
participates in relevant research, but there are considerable
differences in published data. departments, accounting for more than 70%. This suggests
that a hospital is an essential research organization to study
MDD and radiology departments because they are more likely
to obtain support from clinical departments and patients, and
colleagues in the radiology department can assist in scientific
research, diagnosis, and follow-up. It also suggests that further
scientific research departments, fundamental neuroscience
research departments, may be able to conduct more profound
research through better cooperation with hospitals. Medical Subject Heading terminology
research suggests that “diagnostic
imaging,” “MRI,” and “physiopathology”
are the most studied areas The United States, China, and Japan
have the highest number of
publications in the field of depression
and radiology Symptoms and Sleep are the topics of most
significant interest in research. As the connecting line indicates,
there is a strong relationship between “Breast cancer-related
depression” and “Mechanism study,” indicating that the links
are closely related. The blue cluster “Brain Structure and
Imaging” covers branches including “Brain structure study”
and “Functional connectivity,” “Neuroimaging and diagnosis,”
“Cognitive impairment,” “Adolescence and depression,” “SSRIs
and depression.” This cluster can be interpreted as the
study of the depressive brain by multiple imaging techniques. The rose-red cluster “Comorbidities research” includes its
branches “Depression and age,” “Case reports,” “Depression
with coronary artery disease,” “Fractures and depression,” “HIV
and depression,” and other research. This cluster suggests that
coronary heart disease, fractures, and lung diseases are closely
related to depression and radiology. In conclusion, research on
depression and radiology covers a wide range of clinical, brain
structures, and comorbidities of depression. TABLE 5 Top 10 organizations with the most publications. Organizations and departments
Publication
number
Rank
Huaxi MR Research Center (HMRRC),
Department of Radiology, West China Hospital of
Sichuan University, Chengdu, China
25
1
Department of Psychiatry, University of Munster,
Munster, Germany
12
2
Pain Relief and Palliative Care Unit, Department of
Radiology, Areteion Hospital, School of Medicine,
University of Athens, Athens, Greece
10
3
Department of Psychological & Brain Sciences,
Washington University in St. Louis, USA
9
4
Department of Psychiatry, Washington University
in St. Louis, USA
7
5
Department of Radiology, The Second Xiangya
Hospital, Central South University, Changsha,
China
7
6
Department of Psychiatry, Hotchkiss Brain
Institute, University of Calgary, Calgary, Alberta,
Canada
6
7
Department of Radiology, The First Affiliated
Hospital of Anhui Medical University, Hefei,
China
6
8
Department of Psychiatry, University of
Occupational and Environmental Health,
Kitakyushu, Japan
5
9
Neurovascular Research Laboratory, Department
of Radiology, Massachusetts General Hospital,
Harvard Medical School, Charlestown, MA, USA
5
10 Latent Dirichlet allocation results
suggest that Symptoms and Sleep,
Brain structure study, and functional
connectivity are recent research focus Latent Dirichlet allocation results were visualized with a
heatmap to understand further the evolution of the general
research focus in depression and radiology. The heatmap shows
50 research topics and annual changes in publications from
2002 to 2021 (Figure 6). Publication numbers in the three areas
of Symptoms and Sleep, Brain structure study, and functional
connectivity have increased dramatically. Therefore, based on
the number of publications, these three topics may be the focus
of current and future research. Hippocampus are the most studied. Furthermore, the difference
in the number of studies on other structures is not apparent, but
in terms of the number of studies, these structures may be the
most closely related to depression and radiology and suggest that
they are the most concerned by researchers (Figure 4C). Latent Dirichlet allocation identified
the main areas of depression and
radiology are“Symptoms and
Treatment,” ”Brain structure and
Imaging,” and ”Comorbidities research” The United States, China, and Japan
have the highest number of
publications in the field of depression
and radiology To further explore the changes in research directions, the
MeSH terms of all publications were extracted and analyzed,
which can partially reflect research topics. 5,561 MeSH were
studied, and all MeSH terms have been studied 85,181 times,
indicating that the research scope of depression and radiology
is extensive. Diagnostic imaging, magnetic resonance imaging,
and physiopathology have been studied the most, reaching 1156,
802, and 632 times (Figure 4A). Interestingly, 2,153 and 1,618
studies on the Adult and Aged populations in age-related MeSH
terms were found, indicating that researchers conducted the
most studies on adults (Figure 4B). Regarding brain structure,
10 MeSH terms with the most research on brain structure were
extracted, among which Cerebral Cortex, Prefrontal Cortex, and Next, the author’s affiliation information was analyzed to
study research institutions’ geographic distribution. Institutions
in 76 countries or regions worldwide were identified, most
located in the northern hemisphere, participated in relevant
research and published manuscripts (Figure 3A). Among
all publications, the USA, China, Japan, Germany, and
the Netherlands accounted for 21.5, 20.6, 6.4, 5.4, and
4.6%, respectively. The top 10 countries with the most
significant publications accounted for 73.9% of all publications Frontiers in Psychiatry 07 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 10.3389/fpsyt.2022.978763 "Symptoms and Treatment" can be subdivided into “Symptoms
and Sleep,” “Treatment trial,” “Treatment trial,” “Review,” and
other areas, with the circle size determined by the number
of publications. Symptoms and Sleep are the topics of most
significant interest in research. As the connecting line indicates,
there is a strong relationship between “Breast cancer-related
depression” and “Mechanism study,” indicating that the links
are closely related. The blue cluster “Brain Structure and
Imaging” covers branches including “Brain structure study”
and “Functional connectivity,” “Neuroimaging and diagnosis,”
“Cognitive impairment,” “Adolescence and depression,” “SSRIs
and depression.” This cluster can be interpreted as the
study of the depressive brain by multiple imaging techniques. The rose-red cluster “Comorbidities research” includes its
branches “Depression and age,” “Case reports,” “Depression
with coronary artery disease,” “Fractures and depression,” “HIV
and depression,” and other research. This cluster suggests that
coronary heart disease, fractures, and lung diseases are closely
related to depression and radiology. In conclusion, research on
depression and radiology covers a wide range of clinical, brain
structures, and comorbidities of depression. "Symptoms and Treatment" can be subdivided into “Symptoms
and Sleep,” “Treatment trial,” “Treatment trial,” “Review,” and
other areas, with the circle size determined by the number
of publications. Frontiers in Psychiatry Discussion Machine learning and NLP were used to analyze 5,566
PubMed publications in depression radiology research from
2002 to 2022. The results from multiple perspectives were
analyzed
and
visualized,
including
publication
numbers,
geographic
information,
MeSH
terms,
and
topic
model
algorithms. This is the first such analysis in this field. Over the
past 20 years, the number of depression and radiology research
publications has increased from 3,359 in 2002 to 10,145 in 2021. The top-cited publications were 11,042, and the highly-cited
publications focused on improving diagnostic performance
and establishing imaging standards. Hospitals and radiology
departments take the lead in research and have an advantage. To further identify a specific research focus, the topic
model LDA algorithm were constructed to generate relevant
topics based on the content of each publication. To express the
relationships between interrelated topic clusters and underlying
topics, topic network analysis and visualization analysis using
LDA and Leuven algorithms were built. The algorithm divides
the past 20 years of research into these three research
clusters, “Symptoms and Treatment,” “Brain Structure and
Imaging,” and “concurrent disease research” (Figure 5). The
line thickness between the circles indicates the correlation
between the two topics. For example, the orange marker cluster Frontiers in Psychiatry 08 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 FIGURE 3
Regional differences in the research status of global depression and radiology. (A) The map shows the global distribution of depression and
radiology publications over 20 years. Country information was extracted based on publication affiliation. Countries or regions were drowned
with publications; the darker the color, the greater the number of publications. The number of publications in the Northern Hemisphere is much
higher than in the Southern Hemisphere. (B) Top 15 countries with the most published depression and radiology studies. FIGURE 3
Regional differences in the research status of global depression and radiology. (A) The map shows the global distribution of depression and
radiology publications over 20 years. Country information was extracted based on publication affiliation. Countries or regions were drowned
with publications; the darker the color, the greater the number of publications. The number of publications in the Northern Hemisphere is much
higher than in the Southern Hemisphere. (B) Top 15 countries with the most published depression and radiology studies. The extensive field of study contains 12,058 MeSH terms. Many regions worldwide participated in the study, especially
the Northern Hemisphere. Frontiers in Psychiatry Discussion In the past 20 years, depression
radiology research has mainly focused on “Symptoms and
Treatment,” “Brain Structure and Imaging,” and “Comorbidities
research.” Significantly the research focus has changed in
recent years, and the current research focus is expected to be
on symptoms and sleep, brain structure study, and functional
connectivity. analyzed text and can be used on personal computers. At the
same time, multiple visualization software and the opinions
of multiple professional authors were combined, striving to
be able to explain the machine learning results. In addition,
bibliometric analysis can be performed with a few software,
such as Bibliographic Items Co-Occurrence Matrix Builder
(BICOMB), VOSviewer, and CiteSpace (37, 38). However, these
software cannot analyze a large amount of text processing, so a
new analysis method was built. Machine learning and NLP often analyze large amounts of
data resulting in difficulty understanding the results, also known
as inexplicability. The LDA algorithm was used, an unsupervised
algorithm that does not require labels and training sets for the This study found that the radiology study of depression
includes many studies on the comorbidities of depression, such
as breast cancer, fracture, coronary artery disease, Alzheimer’s
disease (AD), and respiratory system diseases, accounting for 09 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 FIGURE 4
Research changes in depression and radiology through a study of MeSH terminology. R extracted significant MeSH terms from publications
listed in the PubMed database according to the publication topic. Each publication is defined by the PubMed database, which can indicate the
general content of the paper research. Each publication contains multiple MeSH terms, which extracted by R and Python. (A) Ten of the most
widely studied MeSH terms and their number (No.) of publications per year. “diagnostic imaging,” “MRI,” and “physiopathology” were the most
frequently studied research fields in the last 20 years. (B) The number of publications studying different age groups. Adults is the most studied
group. (C) The most studied brain structures and their number of publications. The Cerebral Cortex, Prefrontal Cortex, and Hippocampus are
the most studied brain structures. FIGURE 4
Research changes in depression and radiology through a study of MeSH terminology. R extracted significant MeSH terms from publications
listed in the PubMed database according to the publication topic. Each publication is defined by the PubMed database, which can indicate the
general content of the paper research. Each publication contains multiple MeSH terms, which extracted by R and Python. Discussion (A) Ten of the most
widely studied MeSH terms and their number (No.) of publications per year. “diagnostic imaging,” “MRI,” and “physiopathology” were the most
frequently studied research fields in the last 20 years. (B) The number of publications studying different age groups. Adults is the most studied
group. (C) The most studied brain structures and their number of publications. The Cerebral Cortex, Prefrontal Cortex, and Hippocampus are
the most studied brain structures. about 20% of the total publications. About 668 publications
are Case Reports. On the one hand, many patients cannot
accurately identify their depression. About 50–70% of patients
are found to suffer from depression because of comorbidities
(39). Many studies have pointed out that depression, coronary
artery disease, and diabetes have mutually reinforcing risks
(40, 41). On the other hand, these patients often undergo various radiological examinations to identify lesions and assess
disease status, which has increased people’s understanding
of depression from another perspective. Depression can be
observed in 50% of AD patients, and MRI revealed widespread
brain atrophy and disruption of white matter integrity and
cognitive impairment, and higher depression severity (42). this study found breast cancer; a significant correlation with Frontiers in Psychiatry Frontiers in Psychiatry 10 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 FIGURE 5
Latent Dirichlet allocation (LDA) identified the main areas of depression and radiology are “Symptoms and Treatment,” ”Brain Structure and
Imaging,” and ”Comorbidities research.” The LDA algorithm was used to analyze publications from the last 20 years. from which 50 topics were
identified and classified into three broad categories: “Symptoms and Treatment” (orange), ”Brain Structure and Imaging” (blue), and
”Comorbidities research” (rose-red). The circle size represents the number of publications contained in the research topic. For example, the
algorithm found that the topic “Depression and age” contains 395 publications. The line thickness between the circles represents the degree of
overlap between the two research topics, such as the 148 publications with the highest overlap in “Breast cancer-related depression” and
“Mechanism study.” FIGURE 5
Latent Dirichlet allocation (LDA) identified the main areas of depression and radiology are “Symptoms and Treatment,” ”Brain Structure and
Imaging,” and ”Comorbidities research.” The LDA algorithm was used to analyze publications from the last 20 years. from which 50 topics were
identified and classified into three broad categories: “Symptoms and Treatment” (orange), ”Brain Structure and Imaging” (blue), and
”Comorbidities research” (rose-red). Discussion The circle size represents the number of publications contained in the research topic. For example, the
algorithm found that the topic “Depression and age” contains 395 publications. The line thickness between the circles represents the degree of
overlap between the two research topics, such as the 148 publications with the highest overlap in “Breast cancer-related depression” and
“Mechanism study.” breast cancer patients are more vulnerable to depression (43). In conclusion, depression and comorbidities can promote the
study of depression by imaging from another perspective. studies on mechanisms of depression, with a weight of 148. In the further analysis, results shows found that there is a
strong correlation between “women,” “age,” “lack of sleep,” and
“COVID-19.” Breast cancer radiology studies uncover most
underlying mechanisms underlying a functional dorsal attention
network (DAN). Changes in breast cancer patients without
chemotherapy may be due to insufficient frontoparietal neural
activity to drive DAN and may be related to the effects of
neuropsychological distress. Suggesting that older women and The brain structure study lists the top 10 most studied
brain structures in depression radiology in the last 20 years. The top three are the cerebral cortex, prefrontal cortex, and
hippocampus, with 232, 201, and 182 publications. This may
mean that researchers have the most understanding of the brain
structure of depression from a radiology perspective. Based on Frontiers in Psychiatry 11 frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 FIGURE 6
“Symptoms and sleep,” “Brain structure study,” and “functional connectivity.” The heatmap presents the change of 50 research topics over the
past 20 years. Data were generated by the use of the LDA algorithm. The abscissa represents the year, the ordinate represents the topics, and
the color brightness represents the number of publications and reflects the shift in research focus. The legend represents the number of
publications per color. FIGURE 6
“Symptoms and sleep,” “Brain structure study,” and “functional connectivity.” The heatmap presents the change of 50 research topics over the
past 20 years. Data were generated by the use of the LDA algorithm. The abscissa represents the year, the ordinate represents the topics, and
the color brightness represents the number of publications and reflects the shift in research focus. The legend represents the number of
publications per color. “Symptoms and sleep,” “Brain structure study,” and “functional connectivity.” The heatmap presents the change of 50 research topics over the
past 20 years. Funding This study was supported by the National Nature Scientific
Foundation of China (Grant No. 81702956), the Strategy-
Oriented Special Project of Central South University in China
(Grant No. ZLXD2017003), the Natural Science Foundation
of Hunan Province (Grant Nos. 2020JJ4903, 2020JJ5920, and
2020JJ4883 to LK), and the Colorectal cancer medical seed
research fund project named “Effect and mechanism of YAP1 on
EGFR resistance in K-ras wild-type metastatic colorectal cancer”
from the Beijing Bethune Public Welfare Foundation. As for the limitations, firstly, all the included publications
are from the PubMed database, and the publications only
include English papers. The data included in PubMed is
relatively complete; it may still be biased (49). Secondly, road
search terms were used to include the most comprehensive
publications possible, which may lead to bias. This study uses
an analytical approach from an NLP perspective and superficial Discussion Data were generated by the use of the LDA algorithm. The abscissa represents the year, the ordinate represents the topics, and
the color brightness represents the number of publications and reflects the shift in research focus. The legend represents the number of
publications per color. “Symptoms and sleep,” “Brain structure study,” and “functional connectivity.” The heatmap presents the change of 50 research topics over the
past 20 years. Data were generated by the use of the LDA algorithm. The abscissa represents the year, the ordinate represents the topics, and
the color brightness represents the number of publications and reflects the shift in research focus. The legend represents the number of
publications per color. publications exceeded 300, and the number of publications in
recent years has shown a clear upward trend. This shows that
researchers’ understanding of depression from a radiological
perspective begins to deepen the connection between brain providing data from 10 brain lesions, building a scoring system
based on big data in radiology may be a new way to assess
depression (44). In addition, LDA analysis found that under
the research topic of functional connectivity, the number of Frontiers in Psychiatry 12 Frontiers in Psychiatry frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 10.3389/fpsyt.2022.978763 insights into depression and radiology research topics. However,
machine learning and NLP are new tools for scientists to extract
objective and comprehensive clues from large amounts of data. regions. A recent study using machine learning found that the
co-activation pattern (CAP) of the salience network (SN) in
MDD patients has a transitional enhancement to CAP (45). The
results showed that the flexibility of the network was enhanced
in patients. The study also found reduced spatial consistency
and persistence of the default mode network (DMN) in patients,
suggesting reduced variability and stability in patients with
MDD (46). Based on this, it is speculate that this direction will be
the focus of research in the future, and it is very likely to combine
brain metabolomics and brain function to discover new critical
therapeutic targets. Conclusion Latent Dirichlet allocation analysis methods can be well used
to analyze many texts and discover recent research trends and
focus. In the past 20 years, the research on MDD and radiology
has focused on exploring MDD mechanisms, establishing
standards, and constructing imaging methods. Recent research
focuses are “Symptoms and sleep,” “Brain structure study,”
and “functional connectivity.” New progress may be made in
studies on MDD complications and the combination of brain
structure and metabolism. Radiology is now widely used to diagnose, treat, evaluate,
and research MDD. More than 400 clinical trials of various
types have been published, covering a variety of diseases,
such as tumors, and radiological evaluation of the treatment
of post-traumatic depression. There are currently more than
400 publications related to clinical trials, covering a variety
of diseases, such as cancer, and radiological evaluation of
the treatment of post-traumatic depression. However, many
keywords related to primary medical institutions and related
research topics, Caregiver and Primary care, were found in
the diagnosis of MDD. Harman’s study shows that adults
with clinically significant unipolar depression tend to present
to primary care rather than psychiatry, and 50% were
not screened or evaluated for depression (47, 48). Recent
studies have identified a potential link between connectome
gradient disruption and the sensory-cognitive impairment
accompanying MDD in MDD patients from the functional
connectome and DMN. With the aid of various new radiological
tools such as fMRI and MRS for diagnosis, better radiological
diagnostic and predictive criteria will be constructed for the
medication response of MDD patients. Data availability statement The original contributions presented in this study are
included
in
the
article/Supplementary material,
further
inquiries can be directed to the corresponding author. Author contributions KW collected and analyzed the data and wrote the
manuscript. FT, ZZ, and LK provided extensive guidance
and feedback on the manuscript. All authors contributed to
the design of the study and have read and approved the
final manuscript. In addition, sleep disorders and sleep-wake disorders
as MeSH terms appeared in more than 500 publications. Studies have found that more than 70% of MDD patients
suffer from sleep disturbances. Radiology plays a vital role in
sleep and MDD-related research—especially the application of
recent radiology technology. The current study confirmed that
amygdala-based rtfMRI-NF training altered intrinsic functional
centers remodeled abnormal functional connectivity caused by
insomnia, and improved sleep in CID patients. These findings
contribute to understanding of the neurobiological mechanisms
of rtfMRI-NF in the treatment of insomnia (8). There has been a
rapid increase in the number of papers published in this field
in recent years, and there may be new advances in research
predicting new technologies for sleep disorder research. Frontiers in Psychiatry Acknowledgments We want to express our gratitude to Wen Yan, who
supported the study by programming. 13 frontiersin.org frontiersin.org Wang et al. 10.3389/fpsyt.2022.978763 Publisher’s note The Supplementary Material for this article can be
found online at: https://www.frontiersin.org/articles/10.3389/
fpsyt.2022.978763/full#supplementary-material All claims expressed in this article are solely those of the
authors and do not necessarily represent those of their affiliated Conflict of interest organizations, or those of the publisher, the editors and the
reviewers. Any product that may be evaluated in this article, or
claim that may be made by its manufacturer, is not guaranteed
or endorsed by the publisher. The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could
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Hürthle Cell Carcinoma: Single Center Analysis and Considerations for Surgical Management Based on the Recent Literature
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Costanza Chiapponi 1*, Milan J.M. Hartmann 1, Matthias Schmidt 2, Michael Faust 3,
Christiane J. Bruns 1, Anne M. Schultheis 4 and Hakan Alakus 1 1 Department of General, Visceral, Cancer and Transplant Surgery, University Hospital Cologne, Cologne, Germany,
2 Department of Nuclear Medicine, Faculty of Medicine, University Hospital Cologne and University Hospital Cologne,
Cologne, Germany, 3 Polyclinic for Endocrinology, Diabetes and Preventive Medicine, University Hospital Cologne,
Cologne, Germany, 4 Department of Pathology, University Hospital Cologne, Cologne, Germany Background: Hürthle cell carcinoma (HCC) of the thyroid is rare. There are contrasting data
on its clinical behavior. The aim of this study was to describe clinic-pathological features and
outcomes of HCC patients at our institution, in order to adapt our surgical management. Background: Hürthle cell carcinoma (HCC) of the thyroid is rare. There are contrasting data
on its clinical behavior. The aim of this study was to describe clinic-pathological features and
outcomes of HCC patients at our institution, in order to adapt our surgical management. ORIGINAL RESEARCH
published: 29 June 2022
doi: 10.3389/fendo.2022.904986 ORIGINAL RESEARCH
published: 29 June 2022
doi: 10.3389/fendo.2022.904986 Keywords: Hürthle cell carcinoma, thyroid cancer, prophylactic lymphadenectomy, lymph node involvement,
recurrence of HCC Edited by:
Trevor Edmund Angell,
University of Southern California,
United States outcomes of HCC patients at our institution, in order to adapt our surgical management. Methods: We retrospectively studied 51 cases of HCC treated at the interdisciplinary
endocrine center of the University Hospital of Cologne, Germany between 2005 and 2020. Results: Patients median age was 63 years (range 29-78) with 64.7% of cases being
female. Primary treatment included surgery and postoperative radioiodine therapy with 3.7
GBq in all patients. Surgery consisted of total thyroidectomy in all cases and additional
central lymphadenectomy in 90.2% of cases. The median number of harvested lymph nodes
was 11 (range 2-31). Lymph node involvement was found in two (4.3%) pT4a tumors. In all
other cases (95.7%), central lymphadenectomy was prophylactic and lymph nodes were
free of metastasis in final histopathology. Twelve (23.5%) patients with incomplete
biochemical response to primary treatment were diagnosed with structural relapse during
the course of disease, for which seven (58.4%) underwent resection of isolated cervical
metastasis. Histopathology revealed soft tissue implants in all cases and cervical surgery led
to biochemical and radiologic cure in only two (28.5%) cases. Five (41.6%) patients
developed metastatic disease, followed by systemic therapy in two patients. Vascular
invasion of the primary tumor was significantly associated with relapse (p<0.01). Methods: We retrospectively studied 51 cases of HCC treated at the interdisciplinary
endocrine center of the University Hospital of Cologne, Germany between 2005 and 2020. Reviewed by:
Jeffrey A Knauf,
Cleveland Clinic, United States
James Wu,
University of California, Los Angeles,
United States University of California, Los Angeles,
United States *Correspondence:
Costanza Chiapponi
Costanza.Chiapponi@uk-koeln.de Specialty section:
This article was submitted to
Thyroid Endocrinology,
a section of the journal
Frontiers in Endocrinology Received: 26 March 2022
Accepted: 16 May 2022
Published: 29 June 2022 Hürthle Cell Carcinoma: Single
Center Analysis and Considerations
for Surgical Management Based
on the Recent Literature Costanza Chiapponi 1*, Milan J.M. Hartmann 1, Matthias Schmidt 2, Michael Faust 3,
Christiane J. Bruns 1, Anne M. Schultheis 4 and Hakan Alakus 1 Primary Treatment According to the current German Guidelines (10), primary
surgical management for pre- or intraoperatively diagnosed
HCC consists of total thyroidectomy and prophylactic central
lymphadenectomy. For postoperatively diagnosed HCC two-
stage thyroidectomy is recommended. For patients with still
elevated thyroglobulin levels or suspicious lymph nodes after
total thyroidectomy, lymphadenectomy is suggested (10). RAIT is recommended for all patients. At our institution
diagnostic whole-body scintigraphy scan (DWBS) is regularly
performed 6-9 months after RAIT and represents the only
staging parameter routinely performed for differentiated
thyroid cancer, besides comprehensive cervical sonography. SPECT/CT of the neck and chest completes the staging. According to the German Guidelines (10), a routine
prophylactic central lymph node dissection is recommended in
case of preoperative or intraoperative HCC diagnosis. This
recommendation is explained by high rates of lymph nodal
involvement and impaired iodine avidity of HCC. In case of
postoperative diagnosis, prophylactic central lymphadenectomy
is recommended for biochemical residual disease, consisting in
elevated thyroglobulin level (Tg). These recommendations are
based on seven studies (11–17): two reviews (12, 16) and four
retrospective analyses (11, 13, 15, 17). They include Lopez et al. (11) reporting a 25% lymph node involvement and a 40%
mortality rate in 89 patients, Kushchayeva et al. (13) with 3%
lymph node metastasis at presentation and 13% in follow up in
33 patients and Guerrero et al. (17) with lymph node
involvement in only 3 (8%) of their 39 patients and in no
tumor <5cm. The fourth study quoted in the guidelines is
Besic et al. (15). It describes 30.9% of lymph node involvement
and 45% of extrathyroidal extension in 42 patients. However,
these patients were diagnosed with papillary Hürthle cell
carcinoma, which is a variant of papillary thyroid cancer. Citation: Conclusions: Recurrence of HCC was common in this study. Given the low rate of lymph
node metastases both in this study and in recent literature and the nature of relapse (soft
tissue instead of nodal metastasis), the benefit of routine prophylactic central lymph node
dissection for HCC remains unclear, especially in the absence of vascular invasion from
the primary tumor. Chiapponi C, Hartmann MJM,
Schmidt M, Faust M, Bruns CJ,
Schultheis AM and Alakus H (2022)
Hürthle Cell Carcinoma: Single
Center Analysis and Considerations
for Surgical Management Based
on the Recent Literature. Front. Endocrinol. 13:904986. doi: 10.3389/fendo.2022.904986 June 2022 | Volume 13 | Article 904986 Frontiers in Endocrinology | www.frontiersin.org Prophylactic Lymphadenectomy in HCC Chiapponi et al. Surgery of Recurrence Indication to surgery of recurrence in our institution is always
initiated by the multidisciplinary endocrine team (MDET). Surgery consists in resection of isolated soft tissue tumors in
the perithyroidal/paratracheal space, in case structural
recurrence does not appear iodine avid in DWBS or is deemed
too large for repeated radioiodine therapy. Surgery is always
performed by a specialized endocrine surgeon with
intraoperative frozen section and neuromonitoring (19). Patients and Tumors Patients, who underwent radioiodine treatment (RAIT) between
01.01.2005 and 31.07.2020 at the University Hospital of Cologne,
Germany for differentiated thyroid cancer, were screened. The
group of Hürthle cell carcinomas (HCC) according to the current
WHO definition was identified [more than 75% of the tumor
consists of Hürthle cells (18)]. Papillary Hürthle cell carcinoma is
a distinct entity and was not included in the present study. INTRODUCTION Patients receiving surgical treatment at our institution as well as
those referred to our center for RAIT and oncologic care after
external surgery were included in the present study. Hürthle cell carcinoma (HCC) of the thyroid is rare. It is
reported to account for only 3-4% of all thyroid tumors (1). A
recent retrospective analysis of HCC primarily treated with
surgery at Memorial Sloan Kettering Cancer Center between
1986 and 2015 identified a total of 111 patients only (2). Histologic classification was made according to the at the time
current IACR WHO Classification of Tumors of Endocrine
Organs, representing Hürthle cell carcinoma in the current
2017, 4th edition of the WHO Classification of Tumors of
Endocrine Organs. Staging was performed using the UICC
TNM classification of malignant tumors (18). HCC was previously classified as a variant of follicular thyroid
carcinoma but was reclassified in 2017 in the 4th WHO
classification of Tumors of Endocrine Organs as a separate
subtype of differentiated thyroid cancer (3), due to its distinct
genetic expression profile, pathologic characteristics, and clinical
behavior. Higher frequencies of distant metastasis, impaired
iodine-avidity, and higher rates of mortality have been
reported (4, 5), but data are controversial (6–8). Recently, Jin
et al. (1) reported persistent/recurrent disease in only 8.2% of the
patients, and none of their patients died of HCC during a median
follow-up of 8.5 years. Similarly, Oluic et al. (9) reported a rate of
12% of persistence/recurrence, with a slightly worse survival rate
than Jin et al. Diagnosis and Radioiodine Treatment for
Recurrent Disease Diagnosis of recurrence was based on physical examination,
thyroglobulin (Tg) increment and imaging studies. During follow up, significant elevation of basal and stimulated
serum Tg compared to the nadir value as well as all values >1 ng/
mL measured with an ultrasensitive assay led to a diagnostic
whole-body scintigraphy scan (DWBS) with 185-370 MBq of
radioiodine, followed by 18F-FDG PET-CT if radioiodine uptake
was low or absent. If DWBS studies were positive, patients
received a therapeutic activity of 3.7 of radioiodine (I-131). If
DWBS was negative, but 18F-FDG PET-CT confirmed structural
recurrence, surgery was considered. If the imaging studies did
not display recurrence, serum TG levels were monitored, as
described previously (19). Given the conflicting data in the literature, we aimed at
investigating clinic-pathological features and outcomes of HCC
patients treated at our institution, in order to critically evaluate
surgical management of these patients. Repeated Cervical Surgery Among 1897 patients receiving radioiodine treatment (RAIT) for
differentiated thyroid cancer, 51 (2.7%) were diagnosed with
HCC (Table 1). Their median age was 63 years (range 29-78). Eighteen (35.3%) patients were male and had a median age of 57
(range 29-76). 33 (64.7%) patients were female and were in
median 64 (range 29-78) years old. There was no significant
gender specific difference in their age (p=0.27). Second-line surgery for isolated cervical relapse was required in 7
(13.7%) of 51 patients. 71.4% of these patients were male. Their
primary tumors consisted of 4 (57.1%) pT2 and 3 (42.9%) pT3
status with vascular invasion (V1/2) in 5 (83.4%) of six pathology
reports with V-status documentation. None of them had
radiologic (28.5% cN0) or pathologic (71.4% pN0) lymph node
involvement at the time of diagnosis. In all cases, initial
postoperative radioiodine treatment had resulted in an
incomplete biochemical response. Table 2 summarizes the
clinic pathological features and outcome of these cases. Follow-Up Follow-up examinations take place every 6 months for 5 years
and thereafter yearly in the department for Nuclear Medicine
and include physical examinations, cervical ultrasound
and laboratory values including thyroglobulin. DWBS, MRI
and/or 18FDG PET-CT are planned if necessary. Follow up June 2022 | Volume 13 | Article 904986 Frontiers in Endocrinology | www.frontiersin.org 2 Prophylactic Lymphadenectomy in HCC Chiapponi et al. examinations until March 2022 were included in this study. Mean follow up was 62 ± 55.9 months after thyroidectomy. Response was evaluated according to the RECIST criteria. of 46 cases lymph node metastases were suspected on
preoperative radiologic examination and confirmed in final
pathologic exam. Both patients had pT4a status. Distant
metastases were present in 2 (3.9%) patients at diagnosis, both
with pT4a tumors. One of these two patients had no lymph
node involvement. Data Collection and Analysis Electronic and paper data of the University Hospital of Cologne
were retrospectively collected and analyzed. The study was
performed according to the rules and regulations for
retrospective analysis of the ethical committee of the
University Hospital Cologne. Data were analyzed using IBM
SPSS Statistics for Windows, Version 25.0. Armonk, NY. Variables were expressed as median with range. If the data was
normally distributed, groups were compared using the T-test. The Chi-square test of independence was used for testing
hypotheses when the variables were nominal. A p-value < 0.05
was considered significant. V-status was documented in 42 (82.3%) pathology reports
and was positive (V1/V2) in 21 (50%) cases, including 3 (30%) of
10 pT1, 9 (34.6%) of 26 pT2, 6 (54.5%) of 11 pT3 and 3 (75%) of
4 pT4 tumors. Radioiodine Treatment All patients received at least one course of radioiodine therapy. In
forty-one (80.4%) cases only one course with an activity of 3.7
GBq 131I was administered. In four (7.8%) patients a higher
initial dose (5.5 GBq) and in six (11.7%) patients more than one
radioiodine treatment were administered during the course of
disease, with a median cumulative dose of 7.4 GBq (range 5-55
GBq) 131I. Tumor Stages at the Time of
HCC Diagnosis Ten (19.6%) patients had pT1b tumors, 26 (51%) had pT2, 11
(21.6%) had pT3 and 4 (7.8%) had pT4 status. Central
lymphadenectomy was performed in 46 (90.2%) patients and
delivered a median of 11 lymph nodes (range 2-31). In 2 (4.3%) Surgery was performed, when structural radioiodine
refractory disease was diagnosed during the course of disease
(Figure 1). In all cases final pathology of relapse revealed soft
tissue metastases: three paratracheal implants in the central
compartment, three jugular tumors in the lateral compartment,
one supraclavicular tumor ventral of the sternocleidomastoid
muscle. There were no metastatic lymph nodes. Figure 2 shows
how a well circumscribed tumor nodule partially surrounded by
a fibrous capsule can mimic lymph node metastasis in radiologic
studies (Figure 2). TABLE 1 | Demographic and tumor characteristics of HCC patients included in
the present study. N= 51
Age (median, range)
63 (29-78)
Gender
Male
Female
18 (35.3%)
33 (64.7%)
pT status
pT1
pT2
pT3
pT4
10 (19.6%)
26 (51%)
11 (21.6%)
4 (7.8%)
pN status
pN0
pN1
pNx
44 (86.2%)
2 (3.9%)
5 (9.8%)
pM status
pM1
2 (3.9%)
V status
V0
V1/2
Vx
21 (41.2%)
21 (41.2%)
9 (17.6%) TABLE 1 | Demographic and tumor characteristics of HCC patients included in
the present study. N= 51
Age (median, range)
63 (29-78)
Gender
Male
Female
18 (35.3%)
33 (64.7%)
pT status
pT1
pT2
pT3
pT4
10 (19.6%)
26 (51%)
11 (21.6%)
4 (7.8%)
pN status
pN0
pN1
pNx
44 (86.2%)
2 (3.9%)
5 (9.8%)
pM status
pM1
2 (3.9%)
V status
V0
V1/2
Vx
21 (41.2%)
21 (41.2%)
9 (17.6%) TABLE 1 | Demographic and tumor characteristics of HCC patients included in
the present study. Overall Outcome After primary treatment, an excellent response was recorded in
38 (72.5%) patients. One (1.96%) patient had an indeterminate
response. In 12 (70.6%) patients with initial incomplete
biochemical response, structural recurrence was diagnosed
during the course of disease. Seven (58.3%) patients with structural recurrence displayed
isolated cervical tumors, which were removed surgically
(Table 1). Two of these patients displayed an excellent
response at last follow up (28.6%). Five (71.4%) presented an
indeterminate (n=2), biochemical incomplete (n=2) or structural
incomplete response at last follow up (n=1, stable lung
metastases in a follow up of 68 months). June 2022 | Volume 13 | Article 904986 Frontiers in Endocrinology | www.frontiersin.org 3 Prophylactic Lymphadenectomy in HCC Chiapponi et al. TABLE 2 | Clinic-pathological features of patients undergoing second-line surgery for isolated cervical relapse without distant metastasis. Pt number
Gender, Age
pT
pN
cM
V
Cumulative RAI
activity (GBq)
Follow
up (months)
End result (response)
• excellent = ER
• indeterminate = IR
• biochemical incomplete = BI
• structural incomplete = SI
1. M, 56
pT2
Nx
0
1
3.7
135
ER
2. M, 74
pT3a
0/17
0
0
3.7
59
BI
3. M, 56
pT3a
0/2
0
1
3.7
42
IR
4. M, 38
pT3a
0/7
0
2
3.7
36
BI
5. F, 59
pT2
0/7
0
1
5.5
211
IR
6. F, 72
pT2
Nx
0
1
7.4
174
ER
7. M, 76
pT2
0/10
0
1
3.7
68
SI
Table 2 summarizes the clinic-pathological features of patients undergoing second-line surgery for isolated cervical relapse without distant metastasis. Tg, Thyroglobulin. None of these
patients had pathologic Tg antibodies. V= angioinvasions (V0= absent, V1= microscopic, V2= macroscopic). End results were classified in excellent, indeterminate, biochemical incomplete
and structural incomplete response according to Pitoia and Jerkovich (20). FIGURE 1 | Isolated cervical FDG positive relapse in four patients removed by surgery. FIGURE 1 | Isolated cervical FDG positive relapse in four patients removed by surgery. FIGURE 1 | Isolated cervical FDG positive relapse in four patients removed by surgery. Frontiers in Endocrinology | www.frontiersin.org June 2022 | Volume 13 | Article 904986 DISCUSSION Five (41.7%) patients with structural persistence/
recurrence were diagnosed (n=2, 40%) or developed (n=3,
60%) distant metastases in the course of disease and did not
receive a second cervical procedure after primary
thyroidectomy. Their metastases consisted of pulmonary
and/or bone lesions. These patients were older than 65 years
(median age 69, range 29-77), with exception of one 29 year
old female patient. They were offered tyrosine kinase
inhibitors as a systemic treatment but refused in three cases. In both patients receiving systemic treatment, therapy
included lenvatinib in first line, followed by nivolumab and
pembrolizumab, due to side effects of lenvatinib. Both patients
discontinued systemic treatment and died two and four years
after thyroidectomy respectively. Both patients had
widely invasive pT4a tumors and were 66 and 69 years old
at the time of diagnosis. The other three experienced slow
disease progression. In the present study, the clinic-pathologic features and clinical
course of 51 patients treated at our institution in a period of 15
years were analyzed. Despite initial surgery and radioiodine
treatment, recurrence rate was as high as 23.5%, which is
similar to that previously reported in our patients with
follicular thyroid cancer (21) but higher than that reported in
some recent literature (1, 2). The reasons underlying these
differences are unclear and might be of demographic, ethnic or
environmental nature. There is an increasing number of recent studies questioning
the reported aggressiveness of HCC. Jin et al. (1) reported
persistence/recurrence rates of 8% and no death in a follow up
of 8.5 years in South Korea, a region with a good iodine intake. Matsuura et al. (2) compared HCC to FTC in a US American
population and found that HCC patients were more likely to
recur, but they had shown no significant different overall
survival. Vascular invasion was a critical prognostic parameter Recurrence was significantly more common in tumors, in which
vascular invasion (V1 and 2) had been documented (p<0.01). June 2022 | Volume 13 | Article 904986 Frontiers in Endocrinology | www.frontiersin.org 4 Prophylactic Lymphadenectomy in HCC Chiapponi et al. FIGURE 2 | (A) Soft tissue implant showing a well-circumscribed tumor nodule partially surrounded by a fibrous capsule clinically mimicking lymph node metastasis. (B) Oncocytic tumor cells form small follicles, sharply separated from surrounding soft tissue. No lymphatic tissue detectable. (C) Tumor free lymph node next to the
left jugular vein. DISCUSSION (D) Exemplary clear lymph node from the central compartment in the same patient. FIGURE 2 | (A) Soft tissue implant showing a well-circumscribed tumor nodule partially surrounded by a fibrous capsule clinically mimicking lymph node metastasis. (B) Oncocytic tumor cells form small follicles, sharply separated from surrounding soft tissue. No lymphatic tissue detectable. (C) Tumor free lymph node next to the
left jugular vein. (D) Exemplary clear lymph node from the central compartment in the same patient. for predicting recurrence in their study (2). The current German
Guidelines recommend total thyroidectomy and routine
prophylactic central lymphadenectomy for Hürthle cell
carcinoma irrespective of V status (10). tissue or capsule in most cases (25). This important aspect is
probably not given enough clinical attention. These data together
with those of Coca Pelaz et al. (26), suggest that prophylactic
central lymphadenectomy might not be of benefit in HCC. In
their meta-analysis Coca Pelaz et al. included 9638 patients and
found lymph node metastasis in only 9% of patients (26). Due to the impaired iodine avidity of HCC (22) and the assumed
high rate of lymph node involvement, the guidelines recommend
prophylactic central lymphadenectomy (10). Accordingly, this was
regularly performed (90.2% of cases). However, despite a sufficient
median number of harvested lymph nodes (n=11), lymph node
metastases were found in only two (4.3%) patients presenting with
pT4a status. This rate is similar to that of Goffredo et al. (23), who
documented node-positive disease in 5.3% of cases. The only two
studies reporting a high nodal involvement are Chindris et al. (24)
(21.9%) and Lopez et al. (11). However, it needs to be mentioned
that in Chindris et al. lymph nodes were not examined in the
majority of cases (57.8%), therefore the rate of lymph node
involvement is probably not representative. The collective of
Lopez et al. (11) includes 7 tumors with anaplastic foci, which
might influence nodal involvement rates. Soft tissue metastatic nodules can generally be identified in
preoperative 18F-FDG PET scan (Figure 1). However, surgeons
should be aware of the presence of additional sub centimeter foci,
which might sometimes be found only by accurate palpation and
intraoperative sonography and sometimes are even missed. In
fact, only 2 (28.6%) of the patients undergoing cervical salvage
surgery in the present analysis could be cured. All others had at
least biochemical residual disease (Table 2). Frontiers in Endocrinology | www.frontiersin.org REFERENCES 10. Dralle H, Musholt TJ, Schabram J, Steinmüller T, Frilling A, Simon D, et al. German Association of Endocrine Surgeons Practice Guideline for the
Surgical Management of Malignant Thyroid Tumors. Langenbeck's Arch
Surg (2013) 398(3):347–75. doi: 10.1007/s00423-013-1057-6 1. Jin M, Kim ES, Kim BH, Kim HK, Kang YE, Jeon MJ, et al. Clinicopathological Characteristics and Disease-Free Survival in Patients
With Hürthle Cell Carcinoma: A Multicenter Cohort Study in South
Korea. Endocrinol Metab (2021) 36(5):1078–85. doi: 10.3803/EnM.2021.1151 11. Lopez-Penabad L, Chiu AC, Hoff AO, Schultz P, Gaztambide S, Ordoñez NG,
et al. Prognostic Factors in Patients With Hürthle Cell Neoplasms of the
Thyroid. Cancer (2003) 97(5):1186–94. doi: 10.1002/cncr.11176 2. Matsuura D, Yuan A, Wang L, Ranganath R, Adilbay D, Harries V, et al. Follicular and Hurthle Cell Carcinoma: Comparison of Clinicopathological
Features and Clinical Outcomes. Thyroid (2022) 32(3):245–54. doi: 10.1089/
thy.2021.0424 12. Carcangiu ML. Hürthle Cell Carcinoma: Clinic-Pathological and
Biological Aspects. Tumori (2003) 89(5):529–32. doi: 10.1177/
030089160308900514 13. Kushchayeva Y, Duh QY, Kebebew E, Clark OH. Prognostic Indications for
Hürthle Cell Cancer. World J Surg (2004) 28(12):1266–70. doi: 10.1007/
s00268-004-7602-2 3. LIoyd R, Osamura R, Kloppel G, Rosai J. Who Classification of Tumours of
Endocrine Organs. Lyon: International Agency for Research on Cancer
(2017). 14. Carling T, Udelsman R. Follicular Neoplasms of the Thyroid: What to
Recommend. Thyroid (2005) 15(6):583–7. doi: 10.1089/thy.2005.15.583 4. Phitayakorn R, McHenry CR. Follicular and Hürthle Cell Carcinoma of the
Thyroid Gland. Surg Oncol Clin N Am (2006) 15(3):603–23, ix-x. doi: 10. 1016/j.soc.2006.05.011 15. Besic N, Hocevar M, Zgajnar J, Petric R, Pilko G. Aggressiveness of Therapy
and Prognosis of Patients With Hürthle Cell Papillary Thyroid Carcinoma. Thyroid (2006) 16(1):67–72. doi: 10.1089/thy.2006.16.67 5. Khokar AM, Holoubek SA, Kuchta KM, Winchester DJ, Prinz RA, Moo-
Young TA. Survival With Follicular and Hurthle Cell Microcarcinoma
Compared to Papillary Thyroid Microcarcinoma: A Population Study of
84,532 Patients. World J Surg (2020) 44(2):469–78. doi: 10.1007/s00268-019-
05264-9 16. Montone KT, Baloch ZW, LiVolsi VA. The Thyroid Hürthle (Oncocytic) Cell
and Its Associated Pathologic Conditions: A Surgical Pathology and
Cytopathology Review. Arch Pathol Lab Med (2008) 132(8):1241–50. doi: 10.5858/2008-132-1241-tthoca 6. Nagar S, Aschebrook-Kilfoy B, Kaplan EL, Angelos P, Grogan RH. Hurthle
Cell Carcinoma: An Update on Survival Over the Last 35 Years. Surgery
(2013) 154(6):1263–71; discussion 71. doi: 10.1016/j.surg.2013.06.029 17. Guerrero MA, Suh I, Vriens MR, Shen WT, Gosnell J, Kebebew E, et al. DISCUSSION A recent
retrospective analysis of the National Cancer Database
(NCDB) suggested improved survival for HCC patients, who
receive radioiodine treatment (27). Whether adjuvant external
beam radiation therapy (EBRT) might be useful in these patients
is not fully clear to date (28). There is a lack of evidence on EBRT
for thyroid cancer recurrence. Salvage surgery for loco regional relapse can deliver
information on the nature of recurrence. In this study, it was
performed in 7 (13.7%) patients and revealed soft tissue
metastases instead of lymph node metastases (Figure 1). This
result is consistent with Bishop et al. (25), who analyzed 24
metastases and reported that there were no true lymphatic
metastases in the majority of cases, but tumor emboli in veins
that reimplant along the venous outflow tract. These metastatic
nodules were not surrounded by any peripheral cuff of lymphoid Five (9.8%) patients with progressive metastatic disease were
not referred to surgery in this study. Two of these patients agreed
to tyrosine kinase treatment but treatment had to be changed or
discontinued due to side effects. Both patients died two and four
years after diagnosis respectively. A particular challenge for
systemic treatment is the general lack of actionable somatic
alterations in HCC (29). Alterations amenable to targeted
therapy seem to be rare (30, 31). June 2022 | Volume 13 | Article 904986 5 Chiapponi et al. Chiapponi et al. Prophylactic Lymphadenectomy in HCC ETHICS STATEMENT The studies involving human participants were reviewed and
approved by Ethics board of the University of Cologne 50931
Cologne. Written informed consent for participation was not
required for this study in accordance with the national legislation
and the institutional requirements. Since most of the patients in this study underwent a central
lymphadenectomy, one might speculate on whether this may have
contributed to the absence of lymph nodes in the loco-regional
recurrences. However, the data of Coca Pelaz et al. (26) and those
of Bishop et al. (25) also suggest that lymph nodal involvement is a
rather rare event and most recurrences consist of soft tissue
implants. Based on the present data, on the literature and on
our clinical experience, it appears that prophylactic central
lymphadenectomy does not avoid recurrence, which mostly
consists of soft tissue metastasis, thus suggesting hematogenous
rather than lymphogenous spread. Current evidence does not
appear sufficient for recommending routine central lymph node
dissection for HCC, especially in the absence of vascular invasion. AUTHOR CONTRIBUTIONS Conceptualization, CC, HA, and MS; methodology and
software CC; formal analysis, HA, MF, MS, MH, CB and AS;
investigation, CC and MH; resources, MH, MS; data curation,
CC; writing—original draft preparation CC, HA and MH;
writing—review and editing, MS, MF, AS, and CB. All
authors have read and agreed to the published version of
the manuscript. DATA AVAILABILITY STATEMENT It needs to be mentioned that not all pathologic specimens
were available for review. In some cases, only external pathology
reports were used for diagnosis and treatment. Despite a new
WHO classification of Hürthle cell tumors though, 75% Hürthle
cells in specimen was also required before 2017 for Hürthle cell
diagnosis. It also needs to be mentioned the high persistence/
recurrence rate reported (23.5%), might be even higher, given an
average time to relapse of 90.7 months, as reported in some
studies (2, 32, 33). Finally, due to the rarity of HCC, the collective
included is not large enough for formulating general
recommendations. However, the data presented, and especially
the rate of lymph node involvement are similar to those in the
meta-analysis of Coca Pelaz et al. (26). The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. REFERENCES Age
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Locoregional Recurrence in Hürthle Cell Carcinoma of the Thyroid Gland. Thyroid (2012) 22(7):690–4. doi: 10.1089/thy.2011.0407 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 26. Coca-Pelaz A, Rodrigo JP, Shah JP, Sanabria A, Al Ghuzlan A, Silver CE, et al. Hürthle Cell Carcinoma of the Thyroid Gland: Systematic Review and Meta-
Analysis. Adv Ther (2021) 38(10):5144–64. doi: 10.1007/s12325-021-01876-7 Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. 27. Jillard CL, Youngwirth L, Scheri RP, Roman S, Sosa JA. Radioactive Iodine
Treatment Is Associated With Improved Survival for Patients With Hürthle
Cell Carcinoma. Thyroid (2016) 26(7):959–64. doi: 10.1089/thy.2016.0246 28. Ford D, Giridharan S, McConkey C, Hartley A, Brammer C, Watkinson JC,
et al. External Beam Radiotherapy in the Management of Differentiated
Thyroid Cancer. Clin Oncol (R Coll Radiol) (2003) 15(6):337–41. doi: 10. 1016/s0936-6555(03)00162-6 Copyright © 2022 Chiapponi, Hartmann, Schmidt, Faust, Bruns, Schultheis and
Alakus. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in other
forums is permitted, provided the original author(s) and the copyright owner(s) are
credited and that the original publication in this journal is cited, in accordance with
accepted academic practice. No use, distribution or reproduction is permitted which
does not comply with these terms. 29. McFadden DG, Sadow PM. Genetics, Diagnosis, and Management of Hürthle
Cell Thyroid Neoplasms. Front Endocrinol (Lausanne) (2021) 12:696386. doi: 10.3389/fendo.2021.696386 30. Santana NO, Lerario AM, Schmerling CK, Marui S, Alves VAF, Hoff AO, et al. June 2022 | Volume 13 | Article 904986 Frontiers in Endocrinology | www.frontiersin.org REFERENCES Molecular Profile of Hürthle Cell Carcinomas: Recurrent Mutations in the June 2022 | Volume 13 | Article 904986 Frontiers in Endocrinology | www.frontiersin.org
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